/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:454:{"timestamp":1779165724,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"available_commands_update","availableCommands":[{"name":"compact","description":"Compress conversation history to save context window","input":{"hint":"optional context about what to preserve"}},{"name":"always-approve","description":"Toggle always-approve mode (skip all permission prompts)","input":{"hint":"on|off"}},{"name":"flush","description":"Flush conversation memory to disk now","input":null},{"name":"dream","description":"Run memory consolidation (merge session logs into organized topics)","input":null},{"name":"memory","description":"Browse, view, and manage your memories","input":{"hint":"on|off"}},{"name":"context","description":"Show context window usage and session stats","input":null},{"name":"plugins","description":"Manage plugins (list, reload, trust, add, remove)","input":{"hint":"list | reload | trust <path> | add <path> | remove <path>"}},{"name":"reload-plugins","description":"Reload plugins from disk (alias for /plugins reload)","input":null},{"name":"session-info","description":"Show session details (model, turns, context usage)","input":null},{"name":"imagine","description":"Generate an image from a text description","input":{"hint":"description of the image to generate"}},{"name":"imagine-video","description":"Generate a video from a text description","input":{"hint":"description of the video to generate"}},{"name":"feedback","description":"Send feedback about the current session","input":{"hint":"feedback text"}},{"name":"loop","description":"Run a prompt on a recurring interval","input":{"hint":"[interval] <prompt>"}},{"name":"xlsx","description":"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. Supports independent PRs, Graphite stacks, and GitHub stacked PRs (gh-stack).","input":{"hint":"add <number> | remove <number> | list | check"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/pr-babysit/SKILL.md"}},{"name":"review","description":"Run a reviewer subagent against uncommitted local changes, a named branch, or a GitHub PR. Local and branch modes write a review file plus a summary to disk. PR mode posts the findings as a PENDING GitHub review for the user to inspect and submit through the UI.","input":{"hint":"[--local | --branch <name> | --pr <number-or-url> | <auto-detect>]"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/review/SKILL.md"}},{"name":"implement","description":"Run the full implement-review-fix loop using implementer and reviewer personas. Supports effort-based multi-reviewer scaling (1-5 reviewers) with automatic specialization selection. Includes memory-based feedback loop that learns from past review patterns. Loops until all reviewers find 0 issues of any severity.","input":{"hint":"[--effort N] <description of what to implement>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/implement/SKILL.md"}},{"name":"code-review:code-review","description":"Code review a pull request","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.claude/plugins/marketplaces/claude-plugins-official/plugins/code-review/commands/code-review.md"}},{"name":"ultragoal","description":"LFG port of OMX `ultragoal`: Create and execute durable repo-native multi-goal plans over Codex goal mode artifacts.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultragoal/SKILL.md"}},{"name":"cancel","description":"LFG port of OMX `cancel`: Cancel any active OMX mode (autopilot, ralph, ultrawork, ecomode, ultraqa, swarm, ultrapilot, pipeline, team)","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/cancel/SKILL.md"}},{"name":"lfg:design","description":"LFG port of OMX `design`: Canonical repo-local DESIGN.md workflow for product, UI/UX, and frontend decision source of truth","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/design/SKILL.md"}},{"name":"pipeline","description":"LFG port of OMX `pipeline`: Configurable pipeline orchestrator for sequencing stages","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/pipeline/SKILL.md"}},{"name":"autoresearch","description":"LFG port of OMX `autoresearch`: Stateful validator-gated research loop with native-hook persistence","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autoresearch/SKILL.md"}},{"name":"skill","description":"LFG port of OMX `skill`: Manage local skills - list, add, remove, search, edit, setup wizard","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/skill/SKILL.md"}},{"name":"ask","description":"LFG port of OMX `ask`: Ask a local external advisor CLI (Claude or Gemini) and capture a reusable artifact","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ask/SKILL.md"}},{"name":"deep-interview","description":"LFG port of OMX `deep-interview`: Socratic deep interview with mathematical ambiguity gating before execution","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/deep-interview/SKILL.md"}},{"name":"plan","description":"LFG port of OMX `plan`: Strategic planning with optional interview workflow","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/plan/SKILL.md"}},{"name":"ultraqa","description":"LFG port of OMX `ultraqa`: Adversarial dynamic e2e QA workflow - generate hostile scenarios, test, verify, fix, report, and clean up","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultraqa/SKILL.md"}},{"name":"ultrawork","description":"LFG port of OMX `ultrawork`: Parallel execution engine for high-throughput task completion","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultrawork/SKILL.md"}},{"name":"doctor","description":"LFG port of OMX `doctor`: Diagnose and fix oh-my-codex installation issues","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/doctor/SKILL.md"}},{"name":"lfg:code-review","description":"LFG port of OMX `code-review`: Run a comprehensive code review","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/code-review/SKILL.md"}},{"name":"omx-setup","description":"LFG port of OMX `omx-setup`: Setup and configure oh-my-codex using current CLI behavior","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/omx-setup/SKILL.md"}},{"name":"ralph","description":"LFG port of OMX `ralph`: Self-referential loop until task completion with architect verification","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ralph/SKILL.md"}},{"name":"wiki","description":"LFG port of OMX `wiki`: Persistent markdown project wiki stored under repository omx_wiki with keyword search and lifecycle capture","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/wiki/SKILL.md"}},{"name":"visual-ralph","description":"LFG port of OMX `visual-ralph`: Visual Ralph orchestration for frontend UI from generated references, static references, or live URL targets, using $ralph with built-in visual verdict and pixel-diff evidence until the implementation matches and leaves a reproducible design system.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/visual-ralph/SKILL.md"}},{"name":"autoresearch-goal","description":"LFG port of OMX `autoresearch-goal`: Durable professor-critic research workflow over Codex goal mode without reviving deprecated omx autoresearch","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autoresearch-goal/SKILL.md"}},{"name":"ai-slop-cleaner","description":"LFG port of OMX `ai-slop-cleaner`: Run an anti-slop cleanup/refactor/deslop workflow","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ai-slop-cleaner/SKILL.md"}},{"name":"team","description":"Create and manage an explicit LFG team lifecycle, using hermes -z, Claude Code, and Codex workers.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/team/SKILL.md"}},{"name":"lfg","description":"Use this skill when validating the `linalab-io/lfg` plugin package.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/lfg/SKILL.md"}},{"name":"ralplan","description":"LFG port of OMX `ralplan`: Alias for $plan --consensus","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ralplan/SKILL.md"}},{"name":"analyze","description":"LFG port of OMX `analyze`: Run read-only deep repository analysis and return a ranked synthesis with explicit confidence, concrete file references, and clear evidence-vs-inference boundaries. Use when a user says 'analyze', 'investigate', 'why does', 'what's causing', or needs grounded cross-file explanation before any changes are proposed.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/analyze/SKILL.md"}},{"name":"worker","description":"LFG port of OMX `worker`: Team worker protocol (ACK, mailbox, task lifecycle) for tmux-based OMX teams","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/worker/SKILL.md"}},{"name":"performance-goal","description":"LFG port of OMX `performance-goal`: Run an evaluator-gated performance optimization workflow over Codex goal mode with durable OMX artifacts and safe goal handoffs.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/performance-goal/SKILL.md"}},{"name":"autopilot","description":"LFG port of OMX `autopilot`: [OMX] Strict autonomous loop: $ralplan -> $ralph -> $code-review","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autopilot/SKILL.md"}},{"name":"configure-notifications","description":"LFG port of OMX `configure-notifications`: Configure OMX notifications - unified entry point for all platforms","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/configure-notifications/SKILL.md"}},{"name":"hud","description":"LFG port of OMX `hud`: Show or configure the OMX HUD (two-layer statusline)","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/hud/SKILL.md"}}],"_meta":{"tools":["run_terminal_command","read_file","search_replace","list_dir","grep","kill_command_or_subagent","todo_write","get_command_or_subagent_output","wait_commands_or_subagents","spawn_subagent","scheduler_create","scheduler_delete","scheduler_list","monitor","search_tool","use_tool","enter_plan_mode","exit_plan_mode","ask_user_question","memory_search","memory_get","web_search","web_fetch","image_gen","video_gen","write","lfg-harness__grok_build_catalog","lfg-harness__grok_build_status","lfg-harness__grok_build_runtime","lfg-harness__grok_build_doctor","lfg-harness__grok_build_hook_bridge","lfg-harness__grok_build_backend_start","lfg-harness__grok_build_team","lfg-harness__grok_build_ultrawork","lfg-harness__grok_build_agents","lfg-harness__grok_build_ultragoal","lfg-harness__grok_build_ralph","lfg-harness__grok_build_worker","lfg-harness__grok_build_cleanup","lfg-harness__grok_build_autoresearch","lfg-harness__grok_build_deep_interview","lfg-harness__grok_build_design","lfg-harness__grok_build_notifications","lfg-harness__grok_build_ask","lfg-harness__grok_build_analyze","lfg-harness__grok_build_code_review","lfg-harness__grok_build_pipeline","lfg-harness__grok_build_autopilot","lfg-harness__grok_build_performance_goal","lfg-harness__grok_build_visual_ralph","lfg-harness__grok_build_autoresearch_goal","lfg-harness__grok_build_omx_setup","lfg-harness__grok_build_skill","lfg-harness__grok_build_hud","lfg-harness__grok_build_cancel","lfg-harness__grok_build_ultraqa","lfg-harness__grok_build_goal","lfg-harness__grok_build_ralplan","lfg-harness__grok_build_plan","lfg-harness__grok_build_wiki","lfg-harness__grok_build_slash","lfg-harness__grok_build_omo_agent_catalog","lfg-harness__grok_build_omo_team_create","lfg-harness__grok_build_omo_ulw","lfg-harness__grok_build_omo_doctor","grok_com_github__add_comment_to_pending_review","grok_com_github__add_issue_comment","grok_com_github__add_reply_to_pull_request_comment","grok_com_github__assign_copilot_to_issue","grok_com_github__create_branch","grok_com_github__create_or_update_file","grok_com_github__create_pull_request","grok_com_github__create_pull_request_with_copilot","grok_com_github__create_repository","grok_com_github__delete_file","grok_com_github__fork_repository","grok_com_github__get_commit","grok_com_github__get_copilot_job_status","grok_com_github__get_file_contents","grok_com_github__get_label","grok_com_github__get_latest_release","grok_com_github__get_me","grok_com_github__get_release_by_tag","grok_com_github__get_tag","grok_com_github__get_team_members","grok_com_github__get_teams","grok_com_github__issue_read","grok_com_github__issue_write","grok_com_github__list_branches","grok_com_github__list_commits","grok_com_github__list_issue_types","grok_com_github__list_issues","grok_com_github__list_pull_requests","grok_com_github__list_releases","grok_com_github__list_tags","grok_com_github__merge_pull_request","grok_com_github__pull_request_read","grok_com_github__pull_request_review_write","grok_com_github__push_files","grok_com_github__request_copilot_review","grok_com_github__run_secret_scanning","grok_com_github__search_code","grok_com_github__search_issues","grok_com_github__search_pull_requests","grok_com_github__search_repositories","grok_com_github__search_users","grok_com_github__sub_issue_write","grok_com_github__update_pull_request","grok_com_github__update_pull_request_branch"]}},"_meta":{"totalTokens":96694,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-4908","agentTimestampMs":1779165724313,"promptId":"778e3014-24bc-4af3-85a5-263dbd9776f6","streamStartMs":1779165722992,"turnStartMs":1779165707251,"updateType":"AvailableCommandsUpdate","updateParams":{"commandsCount":54}}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:462:{"timestamp":1779165728,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"available_commands_update","availableCommands":[{"name":"compact","description":"Compress conversation history to save context window","input":{"hint":"optional context about what to preserve"}},{"name":"always-approve","description":"Toggle always-approve mode (skip all permission prompts)","input":{"hint":"on|off"}},{"name":"flush","description":"Flush conversation memory to disk now","input":null},{"name":"dream","description":"Run memory consolidation (merge session logs into organized topics)","input":null},{"name":"memory","description":"Browse, view, and manage your memories","input":{"hint":"on|off"}},{"name":"context","description":"Show context window usage and session stats","input":null},{"name":"plugins","description":"Manage plugins (list, reload, trust, add, remove)","input":{"hint":"list | reload | trust <path> | add <path> | remove <path>"}},{"name":"reload-plugins","description":"Reload plugins from disk (alias for /plugins reload)","input":null},{"name":"session-info","description":"Show session details (model, turns, context usage)","input":null},{"name":"imagine","description":"Generate an image from a text description","input":{"hint":"description of the image to generate"}},{"name":"imagine-video","description":"Generate a video from a text description","input":{"hint":"description of the video to generate"}},{"name":"feedback","description":"Send feedback about the current session","input":{"hint":"feedback text"}},{"name":"loop","description":"Run a prompt on a recurring interval","input":{"hint":"[interval] <prompt>"}},{"name":"xlsx","description":"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. Supports independent PRs, Graphite stacks, and GitHub stacked PRs (gh-stack).","input":{"hint":"add <number> | remove <number> | list | check"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/pr-babysit/SKILL.md"}},{"name":"review","description":"Run a reviewer subagent against uncommitted local changes, a named branch, or a GitHub PR. Local and branch modes write a review file plus a summary to disk. PR mode posts the findings as a PENDING GitHub review for the user to inspect and submit through the UI.","input":{"hint":"[--local | --branch <name> | --pr <number-or-url> | <auto-detect>]"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/review/SKILL.md"}},{"name":"implement","description":"Run the full implement-review-fix loop using implementer and reviewer personas. Supports effort-based multi-reviewer scaling (1-5 reviewers) with automatic specialization selection. Includes memory-based feedback loop that learns from past review patterns. 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Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. 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/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:712:{"timestamp":1779166343,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"tool_call_update","toolCallId":"call-54abf629-d376-47e1-94d5-6130b1a58bd7-133","status":"completed","content":[{"type":"content","content":{"type":"text","text":"90→5. Persists the record under `RUNS_DIR / \"spawns\"` for later inspection.\n91→\n92→**There is no actual Grok sub-agent spawn call yet.** The real native spawning primitive is still behind the manual gate documented in `docs/evidence/grok-subagent-spawning.md`. `spawn_wave()` (2639) and `run_dependency_graph()` exist as structural skeletons that call the same adapter.\n93→\n94→This is the precise current state of \"Grok-native delegation for OMO agents.\"\n95→\n96→### 4. Entry Points & Surfaces (How You Reach the OMO Layer)\n97→\n98→**Planning location contract**:\n99→Plans created through LFG (`lfg plan create`, `grok_build_plan`, the `plan` skill, or via Prometheus) are written to the project's `.lfg/plans/` directory as both a structured `.json` and a readable `.md` file. This is the canonical durable home for plans inside the working project (nested under `.lfg/`).\n100→\n101→**Direct OMO surfaces (new, parity-focused)**:\n102→- `lfg agents list` / `lfg --json agents list`\n103→- `lfg agents inspect sisyphus --category deep`\n104→- `lfg spawn hephaestus --category ultrabrain --task \"...\"` \n105→- MCP tools: `grok_build_omo_agent_catalog`, `grok_build_omo_doctor`, `grok_build_omo_team_create`, `grok_build_omo_ulw`\n106→\n107→**Observability**:\n108→- `lfg doctor` (3383) — validates manifests, skill count (≥28), state schema, providers, hook bridge, etc.\n109→- `lfg status` (1766) — versions, active goals, catalog size, current goal/plan pointers\n110→- `lfg hud` (1729) — compact dashboard of goals, plans, teams, wiki notes\n111→\n112→**Higher-level orchestration (still largely legacy/hybrid)**:\n113→- `team_create()` (2847), `ultragoal_spawn()` (489), `ralph_*`, most skills, and `worker` commands primarily use legacy specs (`\"1:iz,1:gonow,1:grok\"`) + external CLIs or generic prompts.\n114→- Hyperplan and certain MCP paths are starting to reference the new OMO catalog.\n115→- `TeamRuntime` (2372) + `TeamStateStore` provide the durable mailbox + tasklist coordination (mode-aware separated directories under `.lfg/runs/<mode>-<id>/` to match real OmO behavior).\n116→\n117→The \"Sisyphus leads and spawns the other five via the Grok adapter\" loop is **available today via explicit `spawn` + MCP**, but is not yet the default execution path for `ultragoal`, `team create`, or `ralph`.\n118→\n119→### 5. State & Persistence (OmO-like)"}}],"rawOutput":{"type":"ReadFile","FileContent":{"content":"90→5. Persists the record under `RUNS_DIR / \"spawns\"` for later inspection.\n91→\n92→**There is no actual Grok sub-agent spawn call yet.** The real native spawning primitive is still behind the manual gate documented in `docs/evidence/grok-subagent-spawning.md`. `spawn_wave()` (2639) and `run_dependency_graph()` exist as structural skeletons that call the same adapter.\n93→\n94→This is the precise current state of \"Grok-native delegation for OMO agents.\"\n95→\n96→### 4. Entry Points & Surfaces (How You Reach the OMO Layer)\n97→\n98→**Planning location contract**:\n99→Plans created through LFG (`lfg plan create`, `grok_build_plan`, the `plan` skill, or via Prometheus) are written to the project's `.lfg/plans/` directory as both a structured `.json` and a readable `.md` file. This is the canonical durable home for plans inside the working project (nested under `.lfg/`).\n100→\n101→**Direct OMO surfaces (new, parity-focused)**:\n102→- `lfg agents list` / `lfg --json agents list`\n103→- `lfg agents inspect sisyphus --category deep`\n104→- `lfg spawn hephaestus --category ultrabrain --task \"...\"` \n105→- MCP tools: `grok_build_omo_agent_catalog`, `grok_build_omo_doctor`, `grok_build_omo_team_create`, `grok_build_omo_ulw`\n106→\n107→**Observability**:\n108→- `lfg doctor` (3383) — validates manifests, skill count (≥28), state schema, providers, hook bridge, etc.\n109→- `lfg status` (1766) — versions, active goals, catalog size, current goal/plan pointers\n110→- `lfg hud` (1729) — compact dashboard of goals, plans, teams, wiki notes\n111→\n112→**Higher-level orchestration (still largely legacy/hybrid)**:\n113→- `team_create()` (2847), `ultragoal_spawn()` (489), `ralph_*`, most skills, and `worker` commands primarily use legacy specs (`\"1:iz,1:gonow,1:grok\"`) + external CLIs or generic prompts.\n114→- Hyperplan and certain MCP paths are starting to reference the new OMO catalog.\n115→- `TeamRuntime` (2372) + `TeamStateStore` provide the durable mailbox + tasklist coordination (mode-aware separated directories under `.lfg/runs/<mode>-<id>/` to match real OmO behavior).\n116→\n117→The \"Sisyphus leads and spawns the other five via the Grok adapter\" loop is **available today via explicit `spawn` + MCP**, but is not yet the default execution path for `ultragoal`, `team create`, or `ralph`.\n118→\n119→### 5. State & Persistence (OmO-like)","content_concise":"90→5. Persists the record under `RUNS_DIR / \"spawns\"` for later inspection.\n91→\n92→**There is no actual Grok sub-agent spawn call yet.** The real native spawning primitive is still behind the manual gate documented in `docs/evidence/grok-subagent-spawning.md`. `spawn_wave()` (2639) and `run_dependency_graph()` exist as structural skeletons that call the same adapter.\n93→\n94→This is the precise current state of \"Grok-native delegation for OMO agents.\"\n95→\n96→### 4. Entry Points & Surfaces (How You Reach the OMO Layer)\n97→\n98→**Planning location contract**:\n99→Plans created through LFG (`lfg plan create`, `grok_build_plan`, the `plan` skill, or via Prometheus) are written to the project's `.lfg/plans/` directory as both a structured `.json` and a readable `.md` file. This is the canonical durable home for plans inside the working project (nested under `.lfg/`).\n100→\n101→**Direct OMO surfaces (new, parity-focused)**:\n102→- `lfg agents list` / `lfg --json agents list`\n103→- `lfg agents inspect sisyphus --category deep`\n104→- `lfg spawn hephaestus --category ultrabrain --task \"...\"` \n105→- MCP tools: `grok_build_omo_agent_catalog`, `grok_build_omo_doctor`, `grok_build_omo_team_create`, `grok_build_omo_ulw`\n106→\n107→**Observability**:\n108→- `lfg doctor` (3383) — validates manifests, skill count (≥28), state schema, providers, hook bridge, etc.\n109→- `lfg status` (1766) — versions, active goals, catalog size, current goal/plan pointers\n110→- `lfg hud` (1729) — compact dashboard of goals, plans, teams, wiki notes\n111→\n112→**Higher-level orchestration (still largely legacy/hybrid)**:\n113→- `team_create()` (2847), `ultragoal_spawn()` (489), `ralph_*`, most skills, and `worker` commands primarily use legacy specs (`\"1:iz,1:gonow,1:grok\"`) + external CLIs or generic prompts.\n114→- Hyperplan and certain MCP paths are starting to reference the new OMO catalog.\n115→- `TeamRuntime` (2372) + `TeamStateStore` provide the durable mailbox + tasklist coordination (mode-aware separated directories under `.lfg/runs/<mode>-<id>/` to match real OmO behavior).\n116→\n117→The \"Sisyphus leads and spawns the other five via the Grok adapter\" loop is **available today via explicit `spawn` + MCP**, but is not yet the default execution path for `ultragoal`, `team create`, or `ralph`.\n118→\n119→### 5. State & Persistence (OmO-like)","absolute_path":"/Users/ilseoblee/workspace/linalab/lfg/docs/ARCHITECTURE.md","offset":90,"limit":30,"raw_output":"5. Persists the record under `RUNS_DIR / \"spawns\"` for later inspection.\n\n**There is no actual Grok sub-agent spawn call yet.** The real native spawning primitive is still behind the manual gate documented in `docs/evidence/grok-subagent-spawning.md`. `spawn_wave()` (2639) and `run_dependency_graph()` exist as structural skeletons that call the same adapter.\n\nThis is the precise current state of \"Grok-native delegation for OMO agents.\"\n\n### 4. Entry Points & Surfaces (How You Reach the OMO Layer)\n\n**Planning location contract**:\nPlans created through LFG (`lfg plan create`, `grok_build_plan`, the `plan` skill, or via Prometheus) are written to the project's `.lfg/plans/` directory as both a structured `.json` and a readable `.md` file. This is the canonical durable home for plans inside the working project (nested under `.lfg/`).\n\n**Direct OMO surfaces (new, parity-focused)**:\n- `lfg agents list` / `lfg --json agents list`\n- `lfg agents inspect sisyphus --category deep`\n- `lfg spawn hephaestus --category ultrabrain --task \"...\"` \n- MCP tools: `grok_build_omo_agent_catalog`, `grok_build_omo_doctor`, `grok_build_omo_team_create`, `grok_build_omo_ulw`\n\n**Observability**:\n- `lfg doctor` (3383) — validates manifests, skill count (≥28), state schema, providers, hook bridge, etc.\n- `lfg status` (1766) — versions, active goals, catalog size, current goal/plan pointers\n- `lfg hud` (1729) — compact dashboard of goals, plans, teams, wiki notes\n\n**Higher-level orchestration (still largely legacy/hybrid)**:\n- `team_create()` (2847), `ultragoal_spawn()` (489), `ralph_*`, most skills, and `worker` commands primarily use legacy specs (`\"1:iz,1:gonow,1:grok\"`) + external CLIs or generic prompts.\n- Hyperplan and certain MCP paths are starting to reference the new OMO catalog.\n- `TeamRuntime` (2372) + `TeamStateStore` provide the durable mailbox + tasklist coordination (mode-aware separated directories under `.lfg/runs/<mode>-<id>/` to match real OmO behavior).\n\nThe \"Sisyphus leads and spawns the other five via the Grok adapter\" loop is **available today via explicit `spawn` + MCP**, but is not yet the default execution path for `ultragoal`, `team create`, or `ralph`.\n\n### 5. State & Persistence (OmO-like)\n","total_lines":220,"mtime_at_read":{"Known":1779165889279},"content_hash":11941797813509959455}}},"_meta":{"totalTokens":124573,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-8395","agentTimestampMs":1779166341124,"promptId":"71fed29f-edd8-4d1e-80b6-92562367da6c","streamStartMs":1779166338940,"turnStartMs":1779166318949,"updateType":"ToolCallUpdate","updateParams":{"toolCallId":"call-54abf629-d376-47e1-94d5-6130b1a58bd7-133","status":"Completed"}}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:715:{"timestamp":1779166347,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"available_commands_update","availableCommands":[{"name":"compact","description":"Compress conversation history to save context window","input":{"hint":"optional context about what to preserve"}},{"name":"always-approve","description":"Toggle always-approve mode (skip all permission prompts)","input":{"hint":"on|off"}},{"name":"flush","description":"Flush conversation memory to disk now","input":null},{"name":"dream","description":"Run memory consolidation (merge session logs into organized topics)","input":null},{"name":"memory","description":"Browse, view, and manage your memories","input":{"hint":"on|off"}},{"name":"context","description":"Show context window usage and session stats","input":null},{"name":"plugins","description":"Manage plugins (list, reload, trust, add, remove)","input":{"hint":"list | reload | trust <path> | add <path> | remove <path>"}},{"name":"reload-plugins","description":"Reload plugins from disk (alias for /plugins reload)","input":null},{"name":"session-info","description":"Show session details (model, turns, context usage)","input":null},{"name":"imagine","description":"Generate an image from a text description","input":{"hint":"description of the image to generate"}},{"name":"imagine-video","description":"Generate a video from a text description","input":{"hint":"description of the video to generate"}},{"name":"feedback","description":"Send feedback about the current session","input":{"hint":"feedback text"}},{"name":"loop","description":"Run a prompt on a recurring interval","input":{"hint":"[interval] <prompt>"}},{"name":"xlsx","description":"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. Supports independent PRs, Graphite stacks, and GitHub stacked PRs (gh-stack).","input":{"hint":"add <number> | remove <number> | list | check"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/pr-babysit/SKILL.md"}},{"name":"review","description":"Run a reviewer subagent against uncommitted local changes, a named branch, or a GitHub PR. Local and branch modes write a review file plus a summary to disk. PR mode posts the findings as a PENDING GitHub review for the user to inspect and submit through the UI.","input":{"hint":"[--local | --branch <name> | --pr <number-or-url> | <auto-detect>]"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/review/SKILL.md"}},{"name":"implement","description":"Run the full implement-review-fix loop using implementer and reviewer personas. Supports effort-based multi-reviewer scaling (1-5 reviewers) with automatic specialization selection. Includes memory-based feedback loop that learns from past review patterns. Loops until all reviewers find 0 issues of any severity.","input":{"hint":"[--effort N] <description of what to implement>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/implement/SKILL.md"}},{"name":"code-review:code-review","description":"Code review a pull request","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.claude/plugins/marketplaces/claude-plugins-official/plugins/code-review/commands/code-review.md"}},{"name":"ultragoal","description":"LFG port of OMX `ultragoal`: Create and execute durable repo-native multi-goal plans over Codex goal mode artifacts.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultragoal/SKILL.md"}},{"name":"cancel","description":"LFG port of OMX `cancel`: Cancel any active OMX mode (autopilot, ralph, ultrawork, ecomode, ultraqa, swarm, ultrapilot, pipeline, team)","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/cancel/SKILL.md"}},{"name":"lfg:design","description":"LFG port of OMX `design`: Canonical repo-local DESIGN.md workflow for product, UI/UX, and frontend decision source of truth","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/design/SKILL.md"}},{"name":"pipeline","description":"LFG port of OMX `pipeline`: Configurable pipeline orchestrator for sequencing stages","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/pipeline/SKILL.md"}},{"name":"autoresearch","description":"LFG port of OMX `autoresearch`: Stateful validator-gated research loop with native-hook persistence","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autoresearch/SKILL.md"}},{"name":"skill","description":"LFG port of OMX `skill`: Manage local skills - 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Use when a user says 'analyze', 'investigate', 'why does', 'what's causing', or needs grounded cross-file explanation before any changes are proposed.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/analyze/SKILL.md"}},{"name":"worker","description":"LFG port of OMX `worker`: Team worker protocol (ACK, mailbox, task lifecycle) for tmux-based OMX teams","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/worker/SKILL.md"}},{"name":"performance-goal","description":"LFG port of OMX `performance-goal`: Run an evaluator-gated performance optimization workflow over Codex goal mode with durable OMX artifacts and safe goal handoffs.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/performance-goal/SKILL.md"}},{"name":"autopilot","description":"LFG port of OMX `autopilot`: [OMX] Strict autonomous loop: $ralplan -> $ralph -> $code-review","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autopilot/SKILL.md"}},{"name":"configure-notifications","description":"LFG port of OMX `configure-notifications`: Configure OMX notifications - unified entry point for all platforms","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/configure-notifications/SKILL.md"}},{"name":"hud","description":"LFG port of OMX `hud`: Show or configure the OMX HUD (two-layer statusline)","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/hud/SKILL.md"}}],"_meta":{"tools":["run_terminal_command","read_file","search_replace","list_dir","grep","kill_command_or_subagent","todo_write","get_command_or_subagent_output","wait_commands_or_subagents","spawn_subagent","scheduler_create","scheduler_delete","scheduler_list","monitor","search_tool","use_tool","enter_plan_mode","exit_plan_mode","ask_user_question","memory_search","memory_get","web_search","web_fetch","image_gen","video_gen","write","lfg-harness__grok_build_catalog","lfg-harness__grok_build_status","lfg-harness__grok_build_runtime","lfg-harness__grok_build_doctor","lfg-harness__grok_build_hook_bridge","lfg-harness__grok_build_backend_start","lfg-harness__grok_build_team","lfg-harness__grok_build_ultrawork","lfg-harness__grok_build_agents","lfg-harness__grok_build_ultragoal","lfg-harness__grok_build_ralph","lfg-harness__grok_build_worker","lfg-harness__grok_build_cleanup","lfg-harness__grok_build_autoresearch","lfg-harness__grok_build_deep_interview","lfg-harness__grok_build_design","lfg-harness__grok_build_notifications","lfg-harness__grok_build_ask","lfg-harness__grok_build_analyze","lfg-harness__grok_build_code_review","lfg-harness__grok_build_pipeline","lfg-harness__grok_build_autopilot","lfg-harness__grok_build_performance_goal","lfg-harness__grok_build_visual_ralph","lfg-harness__grok_build_autoresearch_goal","lfg-harness__grok_build_omx_setup","lfg-harness__grok_build_skill","lfg-harness__grok_build_hud","lfg-harness__grok_build_cancel","lfg-harness__grok_build_ultraqa","lfg-harness__grok_build_goal","lfg-harness__grok_build_ralplan","lfg-harness__grok_build_plan","lfg-harness__grok_build_wiki","lfg-harness__grok_build_slash","lfg-harness__grok_build_omo_agent_catalog","lfg-harness__grok_build_omo_team_create","lfg-harness__grok_build_omo_ulw","lfg-harness__grok_build_omo_doctor","grok_com_github__add_comment_to_pending_review","grok_com_github__add_issue_comment","grok_com_github__add_reply_to_pull_request_comment","grok_com_github__assign_copilot_to_issue","grok_com_github__create_branch","grok_com_github__create_or_update_file","grok_com_github__create_pull_request","grok_com_github__create_pull_request_with_copilot","grok_com_github__create_repository","grok_com_github__delete_file","grok_com_github__fork_repository","grok_com_github__get_commit","grok_com_github__get_copilot_job_status","grok_com_github__get_file_contents","grok_com_github__get_label","grok_com_github__get_latest_release","grok_com_github__get_me","grok_com_github__get_release_by_tag","grok_com_github__get_tag","grok_com_github__get_team_members","grok_com_github__get_teams","grok_com_github__issue_read","grok_com_github__issue_write","grok_com_github__list_branches","grok_com_github__list_commits","grok_com_github__list_issue_types","grok_com_github__list_issues","grok_com_github__list_pull_requests","grok_com_github__list_releases","grok_com_github__list_tags","grok_com_github__merge_pull_request","grok_com_github__pull_request_read","grok_com_github__pull_request_review_write","grok_com_github__push_files","grok_com_github__request_copilot_review","grok_com_github__run_secret_scanning","grok_com_github__search_code","grok_com_github__search_issues","grok_com_github__search_pull_requests","grok_com_github__search_repositories","grok_com_github__search_users","grok_com_github__sub_issue_write","grok_com_github__update_pull_request","grok_com_github__update_pull_request_branch"]}},"_meta":{"totalTokens":126282,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-9435","agentTimestampMs":1779166347938,"promptId":"71fed29f-edd8-4d1e-80b6-92562367da6c","streamStartMs":1779166342032,"turnStartMs":1779166318949,"updateType":"AvailableCommandsUpdate","updateParams":{"commandsCount":54}}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:718:{"timestamp":1779166353,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"available_commands_update","availableCommands":[{"name":"compact","description":"Compress conversation history to save context window","input":{"hint":"optional context about what to preserve"}},{"name":"always-approve","description":"Toggle always-approve mode (skip all permission prompts)","input":{"hint":"on|off"}},{"name":"flush","description":"Flush conversation memory to disk now","input":null},{"name":"dream","description":"Run memory consolidation (merge session logs into organized topics)","input":null},{"name":"memory","description":"Browse, view, and manage your memories","input":{"hint":"on|off"}},{"name":"context","description":"Show context window usage and session stats","input":null},{"name":"plugins","description":"Manage plugins (list, reload, trust, add, remove)","input":{"hint":"list | reload | trust <path> | add <path> | remove <path>"}},{"name":"reload-plugins","description":"Reload plugins from disk (alias for /plugins reload)","input":null},{"name":"session-info","description":"Show session details (model, turns, context usage)","input":null},{"name":"imagine","description":"Generate an image from a text description","input":{"hint":"description of the image to generate"}},{"name":"imagine-video","description":"Generate a video from a text description","input":{"hint":"description of the video to generate"}},{"name":"feedback","description":"Send feedback about the current session","input":{"hint":"feedback text"}},{"name":"loop","description":"Run a prompt on a recurring interval","input":{"hint":"[interval] <prompt>"}},{"name":"xlsx","description":"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. 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/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:733:{"timestamp":1779166376,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"agent_message_chunk","content":{"type":"text","text":"**Got it. I checked the page (and related sections like the Responses API and function calling docs).**\n\nHere's a clear, direct analysis in the context of what we're building with **LFG + OMO parity**.\n\n### What the xAI Docs Actually Show (as of now)\n\nThe current official way to use Grok models is the **Responses API** (`https://api.x.ai/v1/responses`):\n\n- **Stateful conversations** via `previous_response_id` (you can continue a thread without resending the whole history).\n- Strong **function calling** + built-in tools (`web_search`, `x_search`).\n- Support for **reasoning models** with `include: [\"reasoning.encrypted_content\"]` — this is interesting because you can capture and forward the model's internal thinking.\n- Structured outputs, parallel tool calls, etc.\n- OpenAI-compatible client (just change the `base_url`).\n\nThis is a **very good developer API** for building agentic systems *on top of* Grok (tool loops, multi-step agents, etc.).\n\n### How This Relates to LFG / OMO Parity (The Important Part)\n\nThis is where it gets real:\n\n| What LFG/OMO wants                          | What the public xAI Responses API gives today | Gap |\n|---------------------------------------------|-----------------------------------------------|-----|\n| Named agents (`prometheus`, `hephaestus`, `sisyphus`...) with distinct identities & roles | Not really (just one model + tools) | Big |\n| Grok-native **sub-agent spawning** inside Grok Build (separate context, persistent identity) | No first-class primitive | **The core gap** |\n| Durable per-agent state (Boulder, mailbox, tasklist, `.lfg/runs/`) | You have to build it yourself | Medium |\n| Category-driven reasoning (`deep`, `ultrabrain`, `artistry`) | You control it via prompt + model choice | You can approximate |\n| Adversarial Hyperplan teams                 | You have to orchestrate it yourself | You can build it |\n| `previous_response_id` + encrypted reasoning for clean handoffs | Excellent support | Useful building block |\n\n**The honest truth:**\n\nThe public xAI API is excellent for *application-level* agents, but it does **not** (yet) expose the kind of native sub-agent spawning that real OMO has (and that Grok Build would need for first-class `@prometheus`, `lfg spawn hephaestus`, Sisyphus-led teams, etc.).\n\nThis is exactly why your current `spawn_agent()` function in `lfg.py` still returns:\n\n```json\n{\n  \"status\": \"fallback_manual_gate\",\n  \"manual_gate_required\": true\n}\n```\n\nWe're waiting on (or approximating) a real Grok Build primitive for spawning named sub-agents with their own context and ULW identity.\n\n### Practical Implications for LFG Right Now\n\n1. **We can improve the fallback** — We could make the current spawn adapter much stronger by using the Responses API + `previous_response_id` + encrypted reasoning content for better agent-to-agent handoff (especially Prometheus → Hephaestus, Sisyphus coordination, etc.).\n\n2. **The real prize** is still Grok Build exposing something like `spawn_subagent(agent_id, prompt, category, ...)` natively inside the TUI/plugin system (not just calling the public API).\n\n3. The `grok_build_omo_*` tools + the agent registry (`sisyphus`, `prometheus`, etc.) are the right abstraction — we just need the execution path underneath to get better.\n\n---\n\n**Question for you:**\n\nWhen you sent the link, what were you hoping to get out of it?\n\n- Use the Responses API + stateful + reasoning content to make the current spawn adapter meaningfully better (even before real Grok spawning lands)?\n- Check whether xAI is exposing (or planning to expose) real sub-agent primitives that we could hook into?\n- Something else?\n\nTell me your angle and I’ll give you a concrete recommendation on what we should do in the spawn adapter / MCP / runtime next."}},"_meta":{"totalTokens":137674,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-10396","agentTimestampMs":1779166376528,"promptId":"8363c0b1-349e-4030-ad8c-684d629610cc","streamStartMs":1779166367712,"turnStartMs":1779166350372,"updateType":"AgentMessageChunk","chunkId":860}}}
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This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). 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Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. 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/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:782:{"timestamp":1779166696,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"agent_message_chunk","content":{"type":"text","text":"**Understood.**\n\nYou're adding an important **UX requirement** to the planning system:\n\n> Once a plan is created (via `/plan`, `lfg plan create`, `grok_build_plan`, etc.), **Grok must automatically surface a nice rendered Markdown preview popup** of the plan file — not just raw Markdown text or a file path.\n\nThis means the experience should feel like:\n\n- User asks for a plan → LFG creates the plan in `.lfg/plans/xxx.md`\n- Grok then shows a clean, rendered **Markdown preview popup/card** (with headings, lists, checkboxes, etc.) that the user can immediately read and interact with.\n\n---\n\n### Updated Requirement (Official)\n\n**\"Plan Preview UX\" Rule:**\n\nWhen a plan is successfully created through LFG, the system **must** trigger a rendered Markdown preview experience in Grok (popup, side panel, or rich message), using the `.md` file that was just written to `.lfg/plans/`.\n\nRaw JSON or raw unrendered Markdown is **not acceptable** as the final user-facing output for planning.\n\n---\n\n### How This Fits Into the Implementation Plan\n\nI’m updating the plan to treat this as a **first-class requirement**, not an afterthought.\n\nHere’s the revised structure with this feature explicitly called out:\n\n#### **Phase 2.5 – Plan Creation + Rendered Preview UX** (New Dedicated Phase)\n\n**Goal**: Make plan creation feel polished inside Grok Build.\n\n**Work Items**:\n\n1. **Runtime side** (`plugins/lfg/bin/lfg.py`)\n   - `mk_plan()` already returns both `json_path` and `markdown_path`.\n   - We will enhance the return value to include a clear `preview` block:\n     ```json\n     {\n       \"id\": \"...\",\n       \"title\": \"...\",\n       \"markdown_path\": \".lfg/plans/xxx.md\",\n       \"preview\": {\n         \"type\": \"markdown_file\",\n         \"path\": \".lfg/plans/xxx.md\",\n         \"title\": \"Plan: ...\",\n         \"render_mode\": \"rich_preview\"\n       }\n     }\n     ```\n\n2. **MCP layer** (`plugins/lfg/bin/lfg-mcp.py`)\n   - `grok_build_plan` tool must return the `preview` object so Grok’s UI layer can act on it.\n\n3. **Skill layer** (`plugins/lfg/skills/plan/SKILL.md` + handler)\n   - The `plan` skill must be updated to explicitly request a **rich Markdown preview** from Grok after plan creation.\n   - This is where we tell Grok: “After creating the plan, open a rendered preview popup of this `.md` file.”\n\n4. **Presentation contract**\n   - We need to define (and document) how Grok should render the preview:\n     - Nice card/popup with rendered Markdown\n     - Support for checkboxes (plan steps)\n     - Ability to edit the plan inline (or at least quick-edit button)\n     - Link back to the actual file in `.lfg/plans/`\n\n5. **CLI friendliness**\n   - When running from terminal (`lfg plan create`), still show the raw Markdown + a clear message saying “Open `.lfg/plans/xxx.md` for rendered view”.\n\n---\n\n### Updated Full Plan Summary (with this requirement)\n\n| Phase | Focus | Includes Plan Preview UX? |\n|-------|-------|---------------------------|\n| Phase 0 | SSOT docs (`docs/reference.md`) | No |\n| Phase 1 | Thin xAI Responses client | No |\n| Phase 2 | Real `spawn_agent` via Responses API | No |\n| **Phase 2.5** | **Plan creation + rendered Markdown preview popup** | **Yes (core)** |\n| Phase 3 | Reasoning traces + handoff | Partial |\n| Phase 4 | `@prometheus` / named agent invocation | Yes |\n| Phase 5 | Team / Hyperplan level | Yes |\n| Phase 6 | Full `.lfg/` state integration | Yes |\n\n---\n\n### Technical Notes / Questions for You\n\nTo implement the “popup with Markdown preview” properly, we need to decide on the mechanism:\n\n1. **Best approach?**\n   - Return a special structured object from the MCP tool / skill that Grok understands as “open rich markdown preview”.\n   - Or use a hook + file path and let Grok’s built-in file preview system handle it.\n   - Or return the full Markdown content + metadata so Grok can render it directly in a nice card.\n\n2. **Desired behavior**\n   - Should the preview appear automatically as a popup after the user says “make a plan”?\n   - Should it also support editing the plan steps from the preview?\n   - Should it stay open alongside the chat (side panel style)?\n\n3. **Multi-agent angle**\n   - When using `grok-4.20-multi-agent` for deep planning/research, should the final synthesized result also be turned into a `.lfg/plans/` file + rendered preview?\n\n---\n\n**Next step:**\n\nWould you like me to:\n\nA) Produce a **detailed updated implementation plan** (with the Plan Preview UX as Phase 2.5 fully broken down with files, functions, and contracts)?\n\nB) Focus first on the **UX contract** for the Markdown preview popup (what the skill/MCP should return, what Grok is expected to do)?\n\nC) Both — give the full revised plan + the preview UX specification.\n\nJust tell me which direction you want and how detailed."}},"_meta":{"totalTokens":153518,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-15245","agentTimestampMs":1779166696341,"promptId":"455da775-4cf8-45b9-af20-27178861f49f","streamStartMs":1779166682864,"turnStartMs":1779166682139,"updateType":"AgentMessageChunk","chunkId":1234}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:783:{"timestamp":1779166696,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"available_commands_update","availableCommands":[{"name":"compact","description":"Compress conversation history to save context window","input":{"hint":"optional context about what to preserve"}},{"name":"always-approve","description":"Toggle always-approve mode (skip all permission prompts)","input":{"hint":"on|off"}},{"name":"flush","description":"Flush conversation memory to disk now","input":null},{"name":"dream","description":"Run memory consolidation (merge session logs into organized topics)","input":null},{"name":"memory","description":"Browse, view, and manage your memories","input":{"hint":"on|off"}},{"name":"context","description":"Show context window usage and session stats","input":null},{"name":"plugins","description":"Manage plugins (list, reload, trust, add, remove)","input":{"hint":"list | reload | trust <path> | add <path> | remove <path>"}},{"name":"reload-plugins","description":"Reload plugins from disk (alias for /plugins reload)","input":null},{"name":"session-info","description":"Show session details (model, turns, context usage)","input":null},{"name":"imagine","description":"Generate an image from a text description","input":{"hint":"description of the image to generate"}},{"name":"imagine-video","description":"Generate a video from a text description","input":{"hint":"description of the video to generate"}},{"name":"feedback","description":"Send feedback about the current session","input":{"hint":"feedback text"}},{"name":"loop","description":"Run a prompt on a recurring interval","input":{"hint":"[interval] <prompt>"}},{"name":"xlsx","description":"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. 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Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. 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/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:809:{"timestamp":1779166929,"method":"_x.ai/session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"subagent_finished","subagent_id":"019e3e99-bc4b-7862-84d2-b9255275cec0","child_session_id":"019e3e99-bc4b-7862-84d2-b9255275cec0","status":"completed","tool_calls":84,"turns":1,"duration_ms":202166,"output":"**Detailed writeup: Implementation of automatic rich Markdown preview for LFG/Grok Build plan creation (candidate 1/3)**\n\nI completed a complete, working, isolated implementation of the requested feature strictly within the assigned worktree (`/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b9255275cec0`, on `feature/lfg-agent-orchestration-omo-parity`). All work followed the project AGENTS.md / local Agents.md rules: non-trivial multi-file changes required explicit pre-edit mapping of files/callers/dependencies/tests (via `list_dir`, `grep`, `read_file`, etc.); I used `todo_write` for tracking; edits were minimal, targeted, and backward-compatible; no new docs files were created; verification used the existing smoke harness.\n\n### Pre-edit mapping (per AGENTS.md requirement)\nBefore any `search_replace`, I performed thorough discovery (multiple strategies: broad `grep`, targeted `read_file` on known paths like `mk_plan`, `grok_build_plan`, `TOOLS`, `emit`, `slash`, skill files; `list_dir` on `plugins/lfg/{bin,src,skills,docs}`, `src/`, `docs/`, `tests/smoke/`; cross-checks for \"plan\", \"grok_build_plan\", \".lfg/plans\", \"preview\", MCP content, etc.):\n\n**Files likely to be edited + direct callers/dependents:**\n- **Core creation (single source of truth for all entrypoints):** `plugins/lfg/bin/lfg.py` (defines `PLANS_DIR = DATA/\"plans\"`, `list_plans`, `plan_list`, `mk_plan` at ~1699 (the function that writes both `*.json` + `*.md` + `current-plan.json` pointer under `STATE_DIR`), `emit`, `ensure_dirs`, `write_json`, argparse wiring at ~4058 (`plan` subparser → `mk_plan`), `hud`/`cancel`/`slash` indirect usage of current-plan, `main` dispatch at ~4142). \n  - *Callers/importers:* Only internal argparse (no cross-module `from ... import mk_plan`); invoked by `lfg plan create`, `grok_build_plan` MCP handler, plan skill (via runtime), future `/plan` slash, Prometheus, etc. Also read by `plan_list`, `hud`, tests, `list_plans`.\n  - Related: `DATA`/`STATE_DIR`/`PLANS_DIR` setup (~24-27); no Rust involvement (`grep` in `src/` found zero plan refs).\n- **Grok UI / MCP presentation bridge (key for signaling):** `plugins/lfg/bin/lfg-mcp.py` (MCP stdio server; `TOOLS` list at ~16 with *two* `grok_build_plan` entries (~510, ~524—pre-existing dup), `handle_tool` at ~1245 (the `subprocess` of `lfg --json plan create` + `text_result` wrapper returning `{\"content\": [{\"type\":\"text\", \"text\": json...}]}`), `grok_build_runtime` plan_list path, `handle` JSON-RPC).\n  - *Dependents:* Grok host MCP client (all `grok_build_*` tools), smoke tests, `lfg-mcp.py` main.\n- **Surfaces/docs/contracts (user + integration contracts):** \n  - `plugins/lfg/skills/plan/SKILL.md` (references all 4 entrypoints + `.lfg/plans/`).\n  - `plugins/lfg/docs/features/plan-runtime.md` + parallel `plugins/grok-harnessing/docs/features/plan-runtime.md` (runtime/MCP contracts + smoke matrix).\n  - `docs/ARCHITECTURE.md` (~99, the \"Planning location contract\" paragraph + OMO surfaces).\n  - Minor refs in `README.md`, `ROADMAP.md`, `catalog/omx-skill-map.json`, `plugins/lfg/bin/lfg` (bash wrapper that sets `GROK_PLUGIN_DATA=$PWD/.lfg`), but untouched (scope control).\n- **Tests/validation (must be updated for coverage):** `tests/smoke/test_grok_build_runtime.py` (`RuntimeSmoke.setUp` sets `GROK_PLUGIN_DATA=tmp`, `run_lfg`, `test_plan_create_list_persists_steps` (~1086), `test_mcp_plan_tool` (~1096, direct MCP JSON-RPC over `lfg-mcp.py`), `test_cancel_clears_current_pointers` (indirect), `test_hud_*`, tool catalog assertions). Harness uses `python3 -m unittest ...`.\n- **No other impact:** No changes in `src/` (Rust CLI/lib, `mcp/`, agent relay), hooks, `ulw`, `lfg.py` bash (except via DATA), `reference.md` (xAI Responses API SSOT—irrelevant for presentation), or build/release scripts. Pre-existing latent test path bug (`state/plans` vs. actual `DATA/plans`) noted but untouched (scope + \"do not broaden\").\n\n**Existing patterns followed:** Dict returns + paths from fns like `mk_plan`/`wiki_add`; `--json` `emit` + `jdump`; `text_result` for MCP; \"note\" hints in payloads; GFM-friendly output; durable `.lfg/` (project-rooted via `GROK_PLUGIN_DATA` or `cwd/.lfg`); smoke matrix discipline in docs.\n\nThis mapping confirmed the change is isolated to the **presentation/integration layer** (signaling + MD quality + docs/tests), with zero risk to persistence, CLI parity, or OMO agent hierarchy.\n\n### Architecture of the solution\n- **Core idea (presentation-layer focus):** After any successful plan create, the *response itself* carries an explicit, self-describing `preview` envelope. Grok's host UI (TUI/chat/presentation layer) inspects tool/skill/CLI results (already done for `note`, `stdout`, paths, etc.) for this key and triggers a **rendered Markdown popup or rich panel** (using the embedded `content` + `relative_path` for workspace context) instead of raw JSON/text/path dumps. This directly leverages \"existing Grok preview capabilities for Markdown files\" via a conventional structured hint (no host changes required; host can resolve `kind: \"markdown_file\" + mime + auto_trigger`).\n- **Signaling data (what the MCP/skill/CLI response includes):** See the concrete shape in code/docs below. Includes:\n  - `kind`, `path` (abs), `relative_path` (`.lfg/plans/...`—workspace-friendly), `title`, `id`.\n  - `presentation: \"rich_preview_panel\"`, `auto_trigger: true`.\n  - `mime_type`, full `content` (self-contained for instant popup render—no extra FS call in the response), `source`, `description`.\n- **Flow:**\n  1. `lfg plan create \"...\" [--steps ...]` (or equivalent) → `mk_plan` (enhanced MD gen with GFM `- [ ]` checklists for beautiful checklist rendering in viewers + `preview` attached to return value) → `emit` (CLI `--json` now carries it).\n  2. `grok_build_plan` MCP (or skill/`/plan` that delegates) → handler runs the above, parses `stdout` JSON, promotes `preview` (and full `plan`) into the MCP `text_result` payload.\n  3. Grok UI sees the key in the result → auto-renders nice popup/panel (header from `title`, rendered MD body, checklist steps, LFG provenance note, chrome for dismiss/edit/continue).\n- **Entrypoint coverage:** All 4 listed (`lfg plan create`, `plan` skill, `grok_build_plan`, `/plan`) route through `mk_plan` or the MCP surface → uniform behavior.\n- **MD improvements (for \"nice\" render):** Switched from `1. ☐ foo` to standard `- [ ] foo` (GFM task lists render as styled checkboxes in Grok MD panels/popups). Added provenance header + notes. Content is small and embedded.\n- **No breakage:** Stored artifacts (`*.json`/`*.md`/`current-plan.json`) unchanged (preview is runtime-only, computed after write). Backward-compatible additions only.\n- **Why this design?** Matches task (\"how the MCP tool or skill response should signal\", \"data it should include\", \"leverage existing Grok preview capabilities\"). Simple, observable, testable, durable, aligns with OMO parity (richer Grok-native UX for planning).\n\n### Key code changes (with snippets + absolute paths)\nAll edits were precise `search_replace` after reading targets.\n\n1. **`plugins/lfg/bin/lfg.py`** (core logic + MD quality + signal attachment; ~+60 lines net, all in `mk_plan` area):\n   - Added inline `preview` construction + improved `md_lines` (task lists + LFG/Grok provenance).\n   - `mk_plan` now returns e.g. `plan[\"preview\"] = { ... }`.\n   - Snippet (post-edit, key parts):\n     ```python\n     # (after md_content = ...; md_path.write...)\n     plan[\"json_path\"] = ...\n     plan[\"markdown_path\"] = ...\n     plan[\"preview\"] = {\n         \"kind\": \"markdown_file\",\n         \"path\": str(md_path),\n         \"relative_path\": f\".lfg/plans/{md_path.name}\",\n         \"title\": f\"Plan: {args.title}\",\n         \"id\": plan_id,\n         \"presentation\": \"rich_preview_panel\",\n         \"auto_trigger\": True,\n         \"mime_type\": \"text/markdown\",\n         \"content\": md_content,  # full for instant render\n         \"source\": \"lfg.plan.create\",\n         \"description\": \"Automatically triggered rich Markdown preview...\",\n     }\n     return plan\n     ```\n     (Full MD now starts with GFM checklists: `- [ ] design` etc., plus header block calling out the auto-preview.)\n\n2. **`plugins/lfg/bin/lfg-mcp.py`** (signaling for Grok MCP/tool responses + schema):\n   - Handler now builds augmented `payload` with `\"preview\"` (and `\"plan\"`) on create success (by parsing emitted JSON).\n   - Updated both (duplicate) `grok_build_plan` descriptions in `TOOLS`.\n   - Snippet:\n     ```python\n     if proc.returncode == 0 and action == \"create\":\n         plan_result = json.loads(...)\n         if \"preview\" in plan_result:\n             payload[\"preview\"] = plan_result[\"preview\"]\n         payload[\"note\"] = \"Plan created successfully... Grok UI will auto-render a rich Markdown preview panel/popup...\"\n     return text_result(payload)\n     ```\n     (Also: `grok_build_plan` desc now explicitly documents the `preview` contract.)\n\n3. **Docs (contracts updated for the feature):**\n   - `plugins/lfg/skills/plan/SKILL.md`: Added full \"Automatic rich preview\" paragraph describing the `preview` object + UX.\n   - `plugins/lfg/docs/features/plan-runtime.md` (and mirror): Added \"Presentation / UI integration (new)\" section + example JSON + updated matrix + corrected paths.\n   - `docs/ARCHITECTURE.md`: Extended the \"Planning location contract\" with the `preview` envelope + \"designated integration point for Grok UI preview capabilities.\"\n\n4. **`tests/smoke/test_grok_build_runtime.py`**:\n   - Added assertions in `test_plan_create_list_persists_steps` and `test_mcp_plan_tool` (verifies `kind`, `presentation`, `auto_trigger`, checklist content in `content`, `relative_path`).\n   - Smoke matrix in docs now explicitly calls out the new coverage.\n\n**Verification:** `python3 -m unittest ...RuntimeSmoke.test_plan_create_list_persists_steps ...test_mcp_plan_tool -v` → both **OK** (0.76s), with new preview asserts passing. (Broader runs confirmed no regressions in plan paths; one pre-existing unrelated test failure in `test_cancel_*` was already present and ignored per scope rules.) Manual inspection of generated `.md` + payloads confirms nice GFM + embedded preview data.\n\n### How the preview UX looks to the end user\n- **Before:** `/plan create \"Ship feature\" --steps \"design;test;...\"` (or skill/MCP equiv.) → wall of JSON (or `stdout` with paths + \"Open the .md file...\") in the Grok chat/TUI.\n- **After (this impl):** Same command → **immediate automatic nice rendered Markdown preview popup (or rich side panel)**:\n  - Clean card/popup titled \"Plan: Ship feature\" (from `preview.title`).\n  - Beautifully rendered body (MD headers, bold metadata, provenance callout from LFG).\n  - **Styled checklist** (from GFM `- [ ]`):\n    - ☐ design\n    - ☐ test\n    - ☐ ...\n  - Footer notes + \"auto-generated by LFG for Grok UI rich rendering\" + `preview` provenance.\n  - Grok UI affordances (inferred from common patterns + task): dismiss, \"open full file\", \"add evidence\", \"use this plan for next ultrawork/team\", copy link, etc.\n  - Works identically for CLI JSON consumers, MCP `grok_build_plan` results (the `preview` key is top-level in the tool payload), skills, and `/plan`.\n  - The underlying `.lfg/plans/<id>.md` + `.json` + `current-plan.json` are still created exactly as before (durable, git-friendly, OMO-style).\n  - Feels premium and integrated—exactly the \"instead of just dumping raw Markdown text or a file path\" experience requested.\n\nThis is a focused, production-ready slice that advances the Grok-native OMO parity goals while staying true to the existing runtime.\n\n**Files with changes (absolute, as required):**\n- `plugins/lfg/bin/lfg.py`\n- `plugins/lfg/bin/lfg-mcp.py`\n- `plugins/lfg/skills/plan/SKILL.md`\n- `plugins/lfg/docs/features/plan-runtime.md`\n- `plugins/grok-harnessing/docs/features/plan-runtime.md`\n- `docs/ARCHITECTURE.md`\n- `tests/smoke/test_grok_build_runtime.py`\n\n(Plus verification that targeted smokes now explicitly cover the new behavior.)\n\nThe implementation is complete and ready."}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:810:{"timestamp":1779166987,"method":"_x.ai/session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"subagent_finished","subagent_id":"019e3e99-bc4b-7862-84d2-b93415c9415d","child_session_id":"019e3e99-bc4b-7862-84d2-b93415c9415d","status":"completed","tool_calls":97,"turns":1,"duration_ms":260636,"output":"**Detailed writeup for candidate 2 implementation (isolated worktree: `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d` on branch `feature/lfg-agent-orchestration-omo-parity`)**\n\n### Codebase Mapping Performed Before Any Edits (per AGENTS.md + local AGENTS.md / project rules)\nFor this non-trivial change (spans CLI runtime, MCP tool surface, slash commands, tests, multiple doc surfaces; affects all plan creation paths; risk of breaking callers/tests/UX parity), I performed systematic mapping **before touching code** using `list_dir`, repeated `grep` (ripgrep) across patterns for creation flows/plan/MCP/slash/hook/emit/return values/paths, targeted `read_file` on hot paths, `run_terminal_command` for `git status`, and cross-checks against smoke tests/docs:\n\n- **Files likely to be edited** (identified via searches for `mk_plan`, `grok_build_plan`, `plan create|list`, `\\.lfg/plans/`, `emit(`, `slash(`, `plan_list`, subparsers, `text_result`, SKILL.md references, etc.):\n  - `plugins/lfg/bin/lfg.py` (core: `mk_plan` ~1699, `plan_list`, new `preview_plan`, `emit`, `slash` parser, `main` argparse for `plan` subcmd).\n  - `plugins/lfg/bin/lfg-mcp.py` (MCP tool schema + handler for `grok_build_plan`).\n  - Docs: `plugins/lfg/skills/plan/SKILL.md`, `plugins/lfg/docs/features/plan-runtime.md`, `plugins/grok-harnessing/docs/features/plan-runtime.md`, `docs/ARCHITECTURE.md`.\n  - Test: `tests/smoke/test_grok_build_runtime.py` (for verification/asserts; non-breaking).\n  - (Avoided: uncommitted `AGENTS.md` (M), `docs/reference.md` (??), deleted `.grok/plugins/marketplace.json`; no Rust `src/` changes as `grep` confirmed zero plan logic there; no hooks/ dir changes.)\n\n- **Direct callers, importers, or dependents**:\n  - `plugins/lfg/bin/lfg` (bash wrapper) + `plugins/lfg/bin/ulw` (exec python lfg.py; set `GROK_PLUGIN_DATA=$PWD/.lfg`, `LFG_LAUNCHER`).\n  - `plugins/lfg/bin/lfg-mcp.py` (subprocess `[lfg, --json, plan, ...]` + `text_result` wrapping for `grok_build_plan` + `grok_build_runtime` (plan_list) + `grok_build_slash`).\n  - `tests/smoke/test_grok_build_runtime.py` (`RuntimeSmoke.run_lfg` which does `LFG --json ...`, direct Popen MCP jsonrpc for `grok_build_plan` create/list, `test_plan_create_list_persists_steps`, `test_mcp_plan_tool`, plus ralplan/omx-setup variants).\n  - Grok host surfaces: `plan` skill (delegates to MCP/runtime), `/plan` (via slash), `grok_build_plan` MCP tool calls.\n  - No Python imports of lfg.py as module (always exec'd); `detect_repo`, `ensure_dirs`, `list_plans`, `current-plan.json` pointer, `PLANS_DIR`, `write_json`/`read_json` are internal helpers.\n  - Downstream: `lfg hud/status`, Prometheus/etc. (read plans), `atlas run .lfg/plans/...`.\n\n- **Related tests and validation commands**:\n  - Smoke: `tests/smoke/test_grok_build_runtime.py::RuntimeSmoke.test_plan_create_list_persists_steps` + `test_mcp_plan_tool` (and ralplan analogs). Run via `python -m unittest` or `pytest ... -k plan`.\n  - Full matrix in `docs/SMOKE.md`, `docs/TEST_RULES.md`; `plugins/lfg/bin/self-test.sh`; `scripts/verify-*.sh` (hook/state but not plan-specific); `python -m pytest tests/smoke/...`.\n  - MCP contract tests assert `returncode` + inner `stdout` JSON (preserved).\n\n- **Existing local patterns or helpers to follow** (discovered via grep/read):\n  - Subparser pattern (`pp = sub.add_parser(\"plan\"); psub=...; pc=...; pc.set_defaults(fn=...)`; same for goal/ralplan/team/ultragoal/wiki).\n  - `emit(value, json_mode)` central output (human vs `--json`); `args.json` available in fns.\n  - `mk_plan` writes dual `.json` + `.md` + `current-plan.json` pointer under `PLANS_DIR` (from `DATA` via env or `cwd`); builds `md_lines`.\n  - MCP: always `--json` subprocess + `text_result({\"returncode\":, \"stdout\":, \"note\":, ...})`; augment payloads with extra keys (e.g., other tools).\n  - Slash: shlex + manual arg loop for `/ultragoal` etc. (add parallel for `/plan`).\n  - \"Hook/post\" framing: internal post-creation logic in `mk_plan` (extensible to `hooks/scripts/` later); existing global hook bridge + `hooks.json` for Grok host events (not used directly here).\n  - MD generation + repo detect + safe paths already present.\n  - SSOT: `docs/reference.md` (Responses API/function calling) + `docs/ARCHITECTURE.md` (planning contract, OMO parity).\n\n- **Uncommitted changes preserved**: `git status --porcelain` showed `D .grok/plugins/marketplace.json`, `M AGENTS.md`, `?? docs/reference.md`. All edits avoided these files/paths. Temp test dirs cleaned post-verify. No new files created except via runtime `.lfg/plans/` (expected).\n\n- **Broader context from memory/AGENTS**: Aligns with OMO parity, durable `.lfg/plans/`, TeamRuntime/etc., Grok-native (no legacy Codex dump). Used `grep`/`read_file`/`list_dir` iteratively (broad → narrow: plan surfaces → mk_plan → MCP handler → slash → emit → docs).\n\nThis mapping confirmed a **hook-based/post-creation trigger + dedicated preview command** approach was ideal, native, and low-risk (non-`--json` path for CLI/slash; MCP augmentation for skill/`grok_build_plan`/`/plan`).\n\n### Architecture Summary\n- **Core approach (post-creation trigger + dedicated preview, per task)**: \n  - `preview_plan(args)`: New fn (follows `plan_list`/`mk_plan` patterns) that resolves id/current/latest via `current-plan.json` + `list_plans()` + `PLANS_DIR`, reads `.md`, returns rich dict `{\"markdown\": full, \"markdown_path\":, \"preview_mode\": True, ...}`. Supports `lfg plan preview [id]`.\n  - In `mk_plan` (end, after dual write + pointer): **post-creation trigger/hook point** — if not `args.json`, return special `{\"rich_markdown_preview\": full_md_content, \"status\":\"created\", ...}` (plain meta for `--json`).\n  - `emit()`: Extended to detect these dicts and render **nice terminal banner + full MD** (for human CLI/`lfg` calls) vs. raw JSON/path dump. (In Grok chat/TUI this surfaces as formatted MD \"panel\".)\n  - MCP `grok_build_plan` (create path): After `--json` subprocess (gets meta + `markdown_path`), read+inject `\"markdown_preview\": full_md` + updated note into `text_result` payload. Supports new `action=preview` + `id`.\n  - `/plan` wired in `slash()` (shlex parsing → delegates to `mk_plan`/`preview_plan`/`plan_list` with `json=False` for rich path).\n  - Tool schemas updated (enum + `id` + docs) in the two `grok_build_plan` entries.\n  - This is \"hook-based\" (internal trigger point in runtime, documented for future hook script extension) + \"dedicated preview cmd\" that creation auto-invokes (logically) + \"Grok file handling/rich\" via embedded MD payloads (native to Responses/MCP tool results in Grok Build).\n  - Preserves all contracts (tests pass, `--json` unchanged, dual JSON+MD durability).\n  - UX goal: **no more \"open the .md\" or raw dumps** — automatic rich rendered preview of `.lfg/plans/<id>.md`.\n\n- **Files changed** (absolute paths in worktree):\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/bin/lfg.py` (preview fn insertion after `plan_list`, `mk_plan` post-trigger logic, `emit` rich handler, argparse `preview` subcmd after `list`, `/plan` block in `slash` before team check).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/bin/lfg-mcp.py` (schemas ~510, handler ~1247 with augmentation + preview support).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/skills/plan/SKILL.md` (new auto-preview section).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/docs/features/plan-runtime.md` (updated contract + new preview note).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/grok-harnessing/docs/features/plan-runtime.md` (synced).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/docs/ARCHITECTURE.md` (planning contract + preview behavior).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/tests/smoke/test_grok_build_runtime.py` (added asserts in `test_mcp_plan_tool` for `markdown_preview` + content).\n\nNo other files touched.\n\n### Key Code Changes (with snippets/paths)\n- **preview_plan** (new, ~lines 1700+ in lfg.py): Resolves + returns rich `{\"markdown\": ..., \"preview_mode\": True}`. (Full fn in edit.)\n- **mk_plan post-trigger** (lfg.py:1829+):\n  ```python\n  if not getattr(args, \"json\", False):\n      ... md_content = md_path.read_text() ...\n      return {\"status\": \"created\", ..., \"rich_markdown_preview\": md_content, \"note\": \"Auto-triggered...\"}\n  ```\n- **emit rich handler** (lfg.py:112+): Detects `rich_markdown_preview`/`preview_mode`, prints banner + MD (no JSON dump).\n- **Parser** (lfg.py:4187+): `pv = psub.add_parser(\"preview\"); ... set_defaults(fn=preview_plan)`.\n- **slash /plan** (lfg.py:3769+): Handles create/list/preview, delegates with `json=False` for rich.\n- **MCP** (lfg-mcp.py:1247+): `action==\"preview\"` cmd; create does `json.loads(stdout)` → read `markdown_path` → `result_payload[\"markdown_preview\"] = ...`; updated notes + schema enums.\n- Docs updated with cross-refs to trigger + \"instead of dumping raw...\".\n\nAll changes are isolated, follow patterns, preserve `--json`/test contracts.\n\n### How the Preview UX Looks to the End User (Native Grok Build Feel)\n- **CLI human (`lfg plan create \"Foo\" --steps \"a;b\"` or via wrapper, no --json; also `/plan create`)**: \n  ```\n  ==============================================================\n  ✅  PLAN CREATED SUCCESSFULLY — RENDERED MARKDOWN PREVIEW\n     ID:    plan-YYYYMMDD-...\n     Title: Foo\n     File:  /path/to/project/.lfg/plans/plan-....md\n  ==============================================================\n\n  # Plan: Foo\n  **ID**: `...`\n  ...\n  ## Steps\n  1. ☐ a\n  ...\n\n  ==============================================================\n  ✨ End of auto-preview. ...\n  ```\n  (Full MD rendered in terminal/chat as nice section; feels like auto-popup/panel. Then \"Re-show with `lfg plan preview`\".)\n\n- **Explicit dedicated**: `lfg plan preview [id]` (or `lfg plan preview` uses current/latest) → similar 📋 banner + full MD. JSON mode: `{\"markdown\": \"...\", \"preview_mode\":true}`.\n\n- **MCP / `grok_build_plan` create / `plan` skill / Grok Build flows**: Tool result JSON now carries `\"markdown_preview\": \"# full plan MD here...\"` (plus note explaining auto rich panel). Grok host renders this as **native rich Markdown preview popup/panel** of the `.lfg/plans/*.md` (instead of \"open file\" or raw path/JSON dump). `action=preview` supported too.\n\n- **Automatic on all paths**: `lfg plan create`, skill, MCP `grok_build_plan`, `/plan` — post-trigger ensures it. Durable MD remains editable in `.lfg/plans/`.\n\n- **Verified**: Smoke tests (including new asserts) pass (`python -m unittest` snippet on plan methods: OK). Manual CLI (human + json paths, with `GROK_PLUGIN_DATA` simulating wrapper), explicit preview, and MCP jsonrpc sim all succeed and deliver rich content. No breakage to existing callers.\n\nThis delivers a complete, working, Grok-native implementation focused exactly on the requested hook/post-creation trigger + dedicated preview + rich MD popup (no scope creep). The feature is ready for OMO parity use. \n\n(Changes are in the worktree; `git diff` would show them if needed.)"}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:812:{"timestamp":1779166987,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"tool_call_update","toolCallId":"call-39e7079c-2677-440a-9ff3-a6d4714a884c-146","status":"completed","content":[{"type":"content","content":{"type":"text","text":"**Detailed writeup: Implementation of automatic rich Markdown preview for LFG/Grok Build plan creation (candidate 1/3)**\n\nI completed a complete, working, isolated implementation of the requested feature strictly within the assigned worktree (`/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b9255275cec0`, on `feature/lfg-agent-orchestration-omo-parity`). All work followed the project AGENTS.md / local Agents.md rules: non-trivial multi-file changes required explicit pre-edit mapping of files/callers/dependencies/tests (via `list_dir`, `grep`, `read_file`, etc.); I used `todo_write` for tracking; edits were minimal, targeted, and backward-compatible; no new docs files were created; verification used the existing smoke harness.\n\n### Pre-edit mapping (per AGENTS.md requirement)\nBefore any `search_replace`, I performed thorough discovery (multiple strategies: broad `grep`, targeted `read_file` on known paths like `mk_plan`, `grok_build_plan`, `TOOLS`, `emit`, `slash`, skill files; `list_dir` on `plugins/lfg/{bin,src,skills,docs}`, `src/`, `docs/`, `tests/smoke/`; cross-checks for \"plan\", \"grok_build_plan\", \".lfg/plans\", \"preview\", MCP content, etc.):\n\n**Files likely to be edited + direct callers/dependents:**\n- **Core creation (single source of truth for all entrypoints):** `plugins/lfg/bin/lfg.py` (defines `PLANS_DIR = DATA/\"plans\"`, `list_plans`, `plan_list`, `mk_plan` at ~1699 (the function that writes both `*.json` + `*.md` + `current-plan.json` pointer under `STATE_DIR`), `emit`, `ensure_dirs`, `write_json`, argparse wiring at ~4058 (`plan` subparser → `mk_plan`), `hud`/`cancel`/`slash` indirect usage of current-plan, `main` dispatch at ~4142). \n  - *Callers/importers:* Only internal argparse (no cross-module `from ... import mk_plan`); invoked by `lfg plan create`, `grok_build_plan` MCP handler, plan skill (via runtime), future `/plan` slash, Prometheus, etc. Also read by `plan_list`, `hud`, tests, `list_plans`.\n  - Related: `DATA`/`STATE_DIR`/`PLANS_DIR` setup (~24-27); no Rust involvement (`grep` in `src/` found zero plan refs).\n- **Grok UI / MCP presentation bridge (key for signaling):** `plugins/lfg/bin/lfg-mcp.py` (MCP stdio server; `TOOLS` list at ~16 with *two* `grok_build_plan` entries (~510, ~524—pre-existing dup), `handle_tool` at ~1245 (the `subprocess` of `lfg --json plan create` + `text_result` wrapper returning `{\"content\": [{\"type\":\"text\", \"text\": json...}]}`), `grok_build_runtime` plan_list path, `handle` JSON-RPC).\n  - *Dependents:* Grok host MCP client (all `grok_build_*` tools), smoke tests, `lfg-mcp.py` main.\n- **Surfaces/docs/contracts (user + integration contracts):** \n  - `plugins/lfg/skills/plan/SKILL.md` (references all 4 entrypoints + `.lfg/plans/`).\n  - `plugins/lfg/docs/features/plan-runtime.md` + parallel `plugins/grok-harnessing/docs/features/plan-runtime.md` (runtime/MCP contracts + smoke matrix).\n  - `docs/ARCHITECTURE.md` (~99, the \"Planning location contract\" paragraph + OMO surfaces).\n  - Minor refs in `README.md`, `ROADMAP.md`, `catalog/omx-skill-map.json`, `plugins/lfg/bin/lfg` (bash wrapper that sets `GROK_PLUGIN_DATA=$PWD/.lfg`), but untouched (scope control).\n- **Tests/validation (must be updated for coverage):** `tests/smoke/test_grok_build_runtime.py` (`RuntimeSmoke.setUp` sets `GROK_PLUGIN_DATA=tmp`, `run_lfg`, `test_plan_create_list_persists_steps` (~1086), `test_mcp_plan_tool` (~1096, direct MCP JSON-RPC over `lfg-mcp.py`), `test_cancel_clears_current_pointers` (indirect), `test_hud_*`, tool catalog assertions). Harness uses `python3 -m unittest ...`.\n- **No other impact:** No changes in `src/` (Rust CLI/lib, `mcp/`, agent relay), hooks, `ulw`, `lfg.py` bash (except via DATA), `reference.md` (xAI Responses API SSOT—irrelevant for presentation), or build/release scripts. Pre-existing latent test path bug (`state/plans` vs. actual `DATA/plans`) noted but untouched (scope + \"do not broaden\").\n\n**Existing patterns followed:** Dict returns + paths from fns like `mk_plan`/`wiki_add`; `--json` `emit` + `jdump`; `text_result` for MCP; \"note\" hints in payloads; GFM-friendly output; durable `.lfg/` (project-rooted via `GROK_PLUGIN_DATA` or `cwd/.lfg`); smoke matrix discipline in docs.\n\nThis mapping confirmed the change is isolated to the **presentation/integration layer** (signaling + MD quality + docs/tests), with zero risk to persistence, CLI parity, or OMO agent hierarchy.\n\n### Architecture of the solution\n- **Core idea (presentation-layer focus):** After any successful plan create, the *response itself* carries an explicit, self-describing `preview` envelope. Grok's host UI (TUI/chat/presentation layer) inspects tool/skill/CLI results (already done for `note`, `stdout`, paths, etc.) for this key and triggers a **rendered Markdown popup or rich panel** (using the embedded `content` + `relative_path` for workspace context) instead of raw JSON/text/path dumps. This directly leverages \"existing Grok preview capabilities for Markdown files\" via a conventional structured hint (no host changes required; host can resolve `kind: \"markdown_file\" + mime + auto_trigger`).\n- **Signaling data (what the MCP/skill/CLI response includes):** See the concrete shape in code/docs below. Includes:\n  - `kind`, `path` (abs), `relative_path` (`.lfg/plans/...`—workspace-friendly), `title`, `id`.\n  - `presentation: \"rich_preview_panel\"`, `auto_trigger: true`.\n  - `mime_type`, full `content` (self-contained for instant popup render—no extra FS call in the response), `source`, `description`.\n- **Flow:**\n  1. `lfg plan create \"...\" [--steps ...]` (or equivalent) → `mk_plan` (enhanced MD gen with GFM `- [ ]` checklists for beautiful checklist rendering in viewers + `preview` attached to return value) → `emit` (CLI `--json` now carries it).\n  2. `grok_build_plan` MCP (or skill/`/plan` that delegates) → handler runs the above, parses `stdout` JSON, promotes `preview` (and full `plan`) into the MCP `text_result` payload.\n  3. Grok UI sees the key in the result → auto-renders nice popup/panel (header from `title`, rendered MD body, checklist steps, LFG provenance note, chrome for dismiss/edit/continue).\n- **Entrypoint coverage:** All 4 listed (`lfg plan create`, `plan` skill, `grok_build_plan`, `/plan`) route through `mk_plan` or the MCP surface → uniform behavior.\n- **MD improvements (for \"nice\" render):** Switched from `1. ☐ foo` to standard `- [ ] foo` (GFM task lists render as styled checkboxes in Grok MD panels/popups). Added provenance header + notes. Content is small and embedded.\n- **No breakage:** Stored artifacts (`*.json`/`*.md`/`current-plan.json`) unchanged (preview is runtime-only, computed after write). Backward-compatible additions only.\n- **Why this design?** Matches task (\"how the MCP tool or skill response should signal\", \"data it should include\", \"leverage existing Grok preview capabilities\"). Simple, observable, testable, durable, aligns with OMO parity (richer Grok-native UX for planning).\n\n### Key code changes (with snippets + absolute paths)\nAll edits were precise `search_replace` after reading targets.\n\n1. **`plugins/lfg/bin/lfg.py`** (core logic + MD quality + signal attachment; ~+60 lines net, all in `mk_plan` area):\n   - Added inline `preview` construction + improved `md_lines` (task lists + LFG/Grok provenance).\n   - `mk_plan` now returns e.g. `plan[\"preview\"] = { ... }`.\n   - Snippet (post-edit, key parts):\n     ```python\n     # (after md_content = ...; md_path.write...)\n     plan[\"json_path\"] = ...\n     plan[\"markdown_path\"] = ...\n     plan[\"preview\"] = {\n         \"kind\": \"markdown_file\",\n         \"path\": str(md_path),\n         \"relative_path\": f\".lfg/plans/{md_path.name}\",\n         \"title\": f\"Plan: {args.title}\",\n         \"id\": plan_id,\n         \"presentation\": \"rich_preview_panel\",\n         \"auto_trigger\": True,\n         \"mime_type\": \"text/markdown\",\n         \"content\": md_content,  # full for instant render\n         \"source\": \"lfg.plan.create\",\n         \"description\": \"Automatically triggered rich Markdown preview...\",\n     }\n     return plan\n     ```\n     (Full MD now starts with GFM checklists: `- [ ] design` etc., plus header block calling out the auto-preview.)\n\n2. **`plugins/lfg/bin/lfg-mcp.py`** (signaling for Grok MCP/tool responses + schema):\n   - Handler now builds augmented `payload` with `\"preview\"` (and `\"plan\"`) on create success (by parsing emitted JSON).\n   - Updated both (duplicate) `grok_build_plan` descriptions in `TOOLS`.\n   - Snippet:\n     ```python\n     if proc.returncode == 0 and action == \"create\":\n         plan_result = json.loads(...)\n         if \"preview\" in plan_result:\n             payload[\"preview\"] = plan_result[\"preview\"]\n         payload[\"note\"] = \"Plan created successfully... Grok UI will auto-render a rich Markdown preview panel/popup...\"\n     return text_result(payload)\n     ```\n     (Also: `grok_build_plan` desc now explicitly documents the `preview` contract.)\n\n3. **Docs (contracts updated for the feature):**\n   - `plugins/lfg/skills/plan/SKILL.md`: Added full \"Automatic rich preview\" paragraph describing the `preview` object + UX.\n   - `plugins/lfg/docs/features/plan-runtime.md` (and mirror): Added \"Presentation / UI integration (new)\" section + example JSON + updated matrix + corrected paths.\n   - `docs/ARCHITECTURE.md`: Extended the \"Planning location contract\" with the `preview` envelope + \"designated integration point for Grok UI preview capabilities.\"\n\n4. **`tests/smoke/test_grok_build_runtime.py`**:\n   - Added assertions in `test_plan_create_list_persists_steps` and `test_mcp_plan_tool` (verifies `kind`, `presentation`, `auto_trigger`, checklist content in `content`, `relative_path`).\n   - Smoke matrix in docs now explicitly calls out the new coverage.\n\n**Verification:** `python3 -m unittest ...RuntimeSmoke.test_plan_create_list_persists_steps ...test_mcp_plan_tool -v` → both **OK** (0.76s), with new preview asserts passing. (Broader runs confirmed no regressions in plan paths; one pre-existing unrelated test failure in `test_cancel_*` was already present and ignored per scope rules.) Manual inspection of generated `.md` + payloads confirms nice GFM + embedded preview data.\n\n### How the preview UX looks to the end user\n- **Before:** `/plan create \"Ship feature\" --steps \"design;test;...\"` (or skill/MCP equiv.) → wall of JSON (or `stdout` with paths + \"Open the .md file...\") in the Grok chat/TUI.\n- **After (this impl):** Same command → **immediate automatic nice rendered Markdown preview popup (or rich side panel)**:\n  - Clean card/popup titled \"Plan: Ship feature\" (from `preview.title`).\n  - Beautifully rendered body (MD headers, bold metadata, provenance callout from LFG).\n  - **Styled checklist** (from GFM `- [ ]`):\n    - ☐ design\n    - ☐ test\n    - ☐ ...\n  - Footer notes + \"auto-generated by LFG for Grok UI rich rendering\" + `preview` provenance.\n  - Grok UI affordances (inferred from common patterns + task): dismiss, \"open full file\", \"add evidence\", \"use this plan for next ultrawork/team\", copy link, etc.\n  - Works identically for CLI JSON consumers, MCP `grok_build_plan` results (the `preview` key is top-level in the tool payload), skills, and `/plan`.\n  - The underlying `.lfg/plans/<id>.md` + `.json` + `current-plan.json` are still created exactly as before (durable, git-friendly, OMO-style).\n  - Feels premium and integrated—exactly the \"instead of just dumping raw Markdown text or a file path\" experience requested.\n\nThis is a focused, production-ready slice that advances the Grok-native OMO parity goals while staying true to the existing runtime.\n\n**Files with changes (absolute, as required):**\n- `plugins/lfg/bin/lfg.py`\n- `plugins/lfg/bin/lfg-mcp.py`\n- `plugins/lfg/skills/plan/SKILL.md`\n- `plugins/lfg/docs/features/plan-runtime.md`\n- `plugins/grok-harnessing/docs/features/plan-runtime.md`\n- `docs/ARCHITECTURE.md`\n- `tests/smoke/test_grok_build_runtime.py`\n\n(Plus verification that targeted smokes now explicitly cover the new behavior.)\n\nThe implementation is complete and ready.\n\n<subagent_meta>id=019e3e99-bc4b-7862-84d2-b9255275cec0, type=general-purpose, tool_calls=84, turns=1, duration_ms=202166</subagent_meta>\n\n<subagent_result>\nsubagent_id: 019e3e99-bc4b-7862-84d2-b9255275cec0\nsubagent_type: general-purpose\nTo continue this subagent's conversation, use resume_from=\"019e3e99-bc4b-7862-84d2-b9255275cec0\".\n</subagent_result>"}}],"rawOutput":{"type":"SubagentCompleted","output":"**Detailed writeup: Implementation of automatic rich Markdown preview for LFG/Grok Build plan creation (candidate 1/3)**\n\nI completed a complete, working, isolated implementation of the requested feature strictly within the assigned worktree (`/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b9255275cec0`, on `feature/lfg-agent-orchestration-omo-parity`). All work followed the project AGENTS.md / local Agents.md rules: non-trivial multi-file changes required explicit pre-edit mapping of files/callers/dependencies/tests (via `list_dir`, `grep`, `read_file`, etc.); I used `todo_write` for tracking; edits were minimal, targeted, and backward-compatible; no new docs files were created; verification used the existing smoke harness.\n\n### Pre-edit mapping (per AGENTS.md requirement)\nBefore any `search_replace`, I performed thorough discovery (multiple strategies: broad `grep`, targeted `read_file` on known paths like `mk_plan`, `grok_build_plan`, `TOOLS`, `emit`, `slash`, skill files; `list_dir` on `plugins/lfg/{bin,src,skills,docs}`, `src/`, `docs/`, `tests/smoke/`; cross-checks for \"plan\", \"grok_build_plan\", \".lfg/plans\", \"preview\", MCP content, etc.):\n\n**Files likely to be edited + direct callers/dependents:**\n- **Core creation (single source of truth for all entrypoints):** `plugins/lfg/bin/lfg.py` (defines `PLANS_DIR = DATA/\"plans\"`, `list_plans`, `plan_list`, `mk_plan` at ~1699 (the function that writes both `*.json` + `*.md` + `current-plan.json` pointer under `STATE_DIR`), `emit`, `ensure_dirs`, `write_json`, argparse wiring at ~4058 (`plan` subparser → `mk_plan`), `hud`/`cancel`/`slash` indirect usage of current-plan, `main` dispatch at ~4142). \n  - *Callers/importers:* Only internal argparse (no cross-module `from ... import mk_plan`); invoked by `lfg plan create`, `grok_build_plan` MCP handler, plan skill (via runtime), future `/plan` slash, Prometheus, etc. Also read by `plan_list`, `hud`, tests, `list_plans`.\n  - Related: `DATA`/`STATE_DIR`/`PLANS_DIR` setup (~24-27); no Rust involvement (`grep` in `src/` found zero plan refs).\n- **Grok UI / MCP presentation bridge (key for signaling):** `plugins/lfg/bin/lfg-mcp.py` (MCP stdio server; `TOOLS` list at ~16 with *two* `grok_build_plan` entries (~510, ~524—pre-existing dup), `handle_tool` at ~1245 (the `subprocess` of `lfg --json plan create` + `text_result` wrapper returning `{\"content\": [{\"type\":\"text\", \"text\": json...}]}`), `grok_build_runtime` plan_list path, `handle` JSON-RPC).\n  - *Dependents:* Grok host MCP client (all `grok_build_*` tools), smoke tests, `lfg-mcp.py` main.\n- **Surfaces/docs/contracts (user + integration contracts):** \n  - `plugins/lfg/skills/plan/SKILL.md` (references all 4 entrypoints + `.lfg/plans/`).\n  - `plugins/lfg/docs/features/plan-runtime.md` + parallel `plugins/grok-harnessing/docs/features/plan-runtime.md` (runtime/MCP contracts + smoke matrix).\n  - `docs/ARCHITECTURE.md` (~99, the \"Planning location contract\" paragraph + OMO surfaces).\n  - Minor refs in `README.md`, `ROADMAP.md`, `catalog/omx-skill-map.json`, `plugins/lfg/bin/lfg` (bash wrapper that sets `GROK_PLUGIN_DATA=$PWD/.lfg`), but untouched (scope control).\n- **Tests/validation (must be updated for coverage):** `tests/smoke/test_grok_build_runtime.py` (`RuntimeSmoke.setUp` sets `GROK_PLUGIN_DATA=tmp`, `run_lfg`, `test_plan_create_list_persists_steps` (~1086), `test_mcp_plan_tool` (~1096, direct MCP JSON-RPC over `lfg-mcp.py`), `test_cancel_clears_current_pointers` (indirect), `test_hud_*`, tool catalog assertions). Harness uses `python3 -m unittest ...`.\n- **No other impact:** No changes in `src/` (Rust CLI/lib, `mcp/`, agent relay), hooks, `ulw`, `lfg.py` bash (except via DATA), `reference.md` (xAI Responses API SSOT—irrelevant for presentation), or build/release scripts. Pre-existing latent test path bug (`state/plans` vs. actual `DATA/plans`) noted but untouched (scope + \"do not broaden\").\n\n**Existing patterns followed:** Dict returns + paths from fns like `mk_plan`/`wiki_add`; `--json` `emit` + `jdump`; `text_result` for MCP; \"note\" hints in payloads; GFM-friendly output; durable `.lfg/` (project-rooted via `GROK_PLUGIN_DATA` or `cwd/.lfg`); smoke matrix discipline in docs.\n\nThis mapping confirmed the change is isolated to the **presentation/integration layer** (signaling + MD quality + docs/tests), with zero risk to persistence, CLI parity, or OMO agent hierarchy.\n\n### Architecture of the solution\n- **Core idea (presentation-layer focus):** After any successful plan create, the *response itself* carries an explicit, self-describing `preview` envelope. Grok's host UI (TUI/chat/presentation layer) inspects tool/skill/CLI results (already done for `note`, `stdout`, paths, etc.) for this key and triggers a **rendered Markdown popup or rich panel** (using the embedded `content` + `relative_path` for workspace context) instead of raw JSON/text/path dumps. This directly leverages \"existing Grok preview capabilities for Markdown files\" via a conventional structured hint (no host changes required; host can resolve `kind: \"markdown_file\" + mime + auto_trigger`).\n- **Signaling data (what the MCP/skill/CLI response includes):** See the concrete shape in code/docs below. Includes:\n  - `kind`, `path` (abs), `relative_path` (`.lfg/plans/...`—workspace-friendly), `title`, `id`.\n  - `presentation: \"rich_preview_panel\"`, `auto_trigger: true`.\n  - `mime_type`, full `content` (self-contained for instant popup render—no extra FS call in the response), `source`, `description`.\n- **Flow:**\n  1. `lfg plan create \"...\" [--steps ...]` (or equivalent) → `mk_plan` (enhanced MD gen with GFM `- [ ]` checklists for beautiful checklist rendering in viewers + `preview` attached to return value) → `emit` (CLI `--json` now carries it).\n  2. `grok_build_plan` MCP (or skill/`/plan` that delegates) → handler runs the above, parses `stdout` JSON, promotes `preview` (and full `plan`) into the MCP `text_result` payload.\n  3. Grok UI sees the key in the result → auto-renders nice popup/panel (header from `title`, rendered MD body, checklist steps, LFG provenance note, chrome for dismiss/edit/continue).\n- **Entrypoint coverage:** All 4 listed (`lfg plan create`, `plan` skill, `grok_build_plan`, `/plan`) route through `mk_plan` or the MCP surface → uniform behavior.\n- **MD improvements (for \"nice\" render):** Switched from `1. ☐ foo` to standard `- [ ] foo` (GFM task lists render as styled checkboxes in Grok MD panels/popups). Added provenance header + notes. Content is small and embedded.\n- **No breakage:** Stored artifacts (`*.json`/`*.md`/`current-plan.json`) unchanged (preview is runtime-only, computed after write). Backward-compatible additions only.\n- **Why this design?** Matches task (\"how the MCP tool or skill response should signal\", \"data it should include\", \"leverage existing Grok preview capabilities\"). Simple, observable, testable, durable, aligns with OMO parity (richer Grok-native UX for planning).\n\n### Key code changes (with snippets + absolute paths)\nAll edits were precise `search_replace` after reading targets.\n\n1. **`plugins/lfg/bin/lfg.py`** (core logic + MD quality + signal attachment; ~+60 lines net, all in `mk_plan` area):\n   - Added inline `preview` construction + improved `md_lines` (task lists + LFG/Grok provenance).\n   - `mk_plan` now returns e.g. `plan[\"preview\"] = { ... }`.\n   - Snippet (post-edit, key parts):\n     ```python\n     # (after md_content = ...; md_path.write...)\n     plan[\"json_path\"] = ...\n     plan[\"markdown_path\"] = ...\n     plan[\"preview\"] = {\n         \"kind\": \"markdown_file\",\n         \"path\": str(md_path),\n         \"relative_path\": f\".lfg/plans/{md_path.name}\",\n         \"title\": f\"Plan: {args.title}\",\n         \"id\": plan_id,\n         \"presentation\": \"rich_preview_panel\",\n         \"auto_trigger\": True,\n         \"mime_type\": \"text/markdown\",\n         \"content\": md_content,  # full for instant render\n         \"source\": \"lfg.plan.create\",\n         \"description\": \"Automatically triggered rich Markdown preview...\",\n     }\n     return plan\n     ```\n     (Full MD now starts with GFM checklists: `- [ ] design` etc., plus header block calling out the auto-preview.)\n\n2. **`plugins/lfg/bin/lfg-mcp.py`** (signaling for Grok MCP/tool responses + schema):\n   - Handler now builds augmented `payload` with `\"preview\"` (and `\"plan\"`) on create success (by parsing emitted JSON).\n   - Updated both (duplicate) `grok_build_plan` descriptions in `TOOLS`.\n   - Snippet:\n     ```python\n     if proc.returncode == 0 and action == \"create\":\n         plan_result = json.loads(...)\n         if \"preview\" in plan_result:\n             payload[\"preview\"] = plan_result[\"preview\"]\n         payload[\"note\"] = \"Plan created successfully... Grok UI will auto-render a rich Markdown preview panel/popup...\"\n     return text_result(payload)\n     ```\n     (Also: `grok_build_plan` desc now explicitly documents the `preview` contract.)\n\n3. **Docs (contracts updated for the feature):**\n   - `plugins/lfg/skills/plan/SKILL.md`: Added full \"Automatic rich preview\" paragraph describing the `preview` object + UX.\n   - `plugins/lfg/docs/features/plan-runtime.md` (and mirror): Added \"Presentation / UI integration (new)\" section + example JSON + updated matrix + corrected paths.\n   - `docs/ARCHITECTURE.md`: Extended the \"Planning location contract\" with the `preview` envelope + \"designated integration point for Grok UI preview capabilities.\"\n\n4. **`tests/smoke/test_grok_build_runtime.py`**:\n   - Added assertions in `test_plan_create_list_persists_steps` and `test_mcp_plan_tool` (verifies `kind`, `presentation`, `auto_trigger`, checklist content in `content`, `relative_path`).\n   - Smoke matrix in docs now explicitly calls out the new coverage.\n\n**Verification:** `python3 -m unittest ...RuntimeSmoke.test_plan_create_list_persists_steps ...test_mcp_plan_tool -v` → both **OK** (0.76s), with new preview asserts passing. (Broader runs confirmed no regressions in plan paths; one pre-existing unrelated test failure in `test_cancel_*` was already present and ignored per scope rules.) Manual inspection of generated `.md` + payloads confirms nice GFM + embedded preview data.\n\n### How the preview UX looks to the end user\n- **Before:** `/plan create \"Ship feature\" --steps \"design;test;...\"` (or skill/MCP equiv.) → wall of JSON (or `stdout` with paths + \"Open the .md file...\") in the Grok chat/TUI.\n- **After (this impl):** Same command → **immediate automatic nice rendered Markdown preview popup (or rich side panel)**:\n  - Clean card/popup titled \"Plan: Ship feature\" (from `preview.title`).\n  - Beautifully rendered body (MD headers, bold metadata, provenance callout from LFG).\n  - **Styled checklist** (from GFM `- [ ]`):\n    - ☐ design\n    - ☐ test\n    - ☐ ...\n  - Footer notes + \"auto-generated by LFG for Grok UI rich rendering\" + `preview` provenance.\n  - Grok UI affordances (inferred from common patterns + task): dismiss, \"open full file\", \"add evidence\", \"use this plan for next ultrawork/team\", copy link, etc.\n  - Works identically for CLI JSON consumers, MCP `grok_build_plan` results (the `preview` key is top-level in the tool payload), skills, and `/plan`.\n  - The underlying `.lfg/plans/<id>.md` + `.json` + `current-plan.json` are still created exactly as before (durable, git-friendly, OMO-style).\n  - Feels premium and integrated—exactly the \"instead of just dumping raw Markdown text or a file path\" experience requested.\n\nThis is a focused, production-ready slice that advances the Grok-native OMO parity goals while staying true to the existing runtime.\n\n**Files with changes (absolute, as required):**\n- `plugins/lfg/bin/lfg.py`\n- `plugins/lfg/bin/lfg-mcp.py`\n- `plugins/lfg/skills/plan/SKILL.md`\n- `plugins/lfg/docs/features/plan-runtime.md`\n- `plugins/grok-harnessing/docs/features/plan-runtime.md`\n- `docs/ARCHITECTURE.md`\n- `tests/smoke/test_grok_build_runtime.py`\n\n(Plus verification that targeted smokes now explicitly cover the new behavior.)\n\nThe implementation is complete and ready.","subagent_id":"019e3e99-bc4b-7862-84d2-b9255275cec0","subagent_type":"general-purpose","tool_calls":84,"turns":1,"duration_ms":202166,"worktree_path":"/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b9255275cec0","resume_from_hint":"019e3e99-bc4b-7862-84d2-b9255275cec0"}},"_meta":{"totalTokens":158876,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-31797","agentTimestampMs":1779166987703,"promptId":"1ae02903-7787-4f7b-b3c2-c89c0f6f602b","streamStartMs":1779166718694,"turnStartMs":1779166707481,"updateType":"ToolCallUpdate","updateParams":{"toolCallId":"call-39e7079c-2677-440a-9ff3-a6d4714a884c-146","status":"Completed"}}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:813:{"timestamp":1779166987,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"tool_call_update","toolCallId":"call-39e7079c-2677-440a-9ff3-a6d4714a884c-147","status":"completed","content":[{"type":"content","content":{"type":"text","text":"**Detailed writeup for candidate 2 implementation (isolated worktree: `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d` on branch `feature/lfg-agent-orchestration-omo-parity`)**\n\n### Codebase Mapping Performed Before Any Edits (per AGENTS.md + local AGENTS.md / project rules)\nFor this non-trivial change (spans CLI runtime, MCP tool surface, slash commands, tests, multiple doc surfaces; affects all plan creation paths; risk of breaking callers/tests/UX parity), I performed systematic mapping **before touching code** using `list_dir`, repeated `grep` (ripgrep) across patterns for creation flows/plan/MCP/slash/hook/emit/return values/paths, targeted `read_file` on hot paths, `run_terminal_command` for `git status`, and cross-checks against smoke tests/docs:\n\n- **Files likely to be edited** (identified via searches for `mk_plan`, `grok_build_plan`, `plan create|list`, `\\.lfg/plans/`, `emit(`, `slash(`, `plan_list`, subparsers, `text_result`, SKILL.md references, etc.):\n  - `plugins/lfg/bin/lfg.py` (core: `mk_plan` ~1699, `plan_list`, new `preview_plan`, `emit`, `slash` parser, `main` argparse for `plan` subcmd).\n  - `plugins/lfg/bin/lfg-mcp.py` (MCP tool schema + handler for `grok_build_plan`).\n  - Docs: `plugins/lfg/skills/plan/SKILL.md`, `plugins/lfg/docs/features/plan-runtime.md`, `plugins/grok-harnessing/docs/features/plan-runtime.md`, `docs/ARCHITECTURE.md`.\n  - Test: `tests/smoke/test_grok_build_runtime.py` (for verification/asserts; non-breaking).\n  - (Avoided: uncommitted `AGENTS.md` (M), `docs/reference.md` (??), deleted `.grok/plugins/marketplace.json`; no Rust `src/` changes as `grep` confirmed zero plan logic there; no hooks/ dir changes.)\n\n- **Direct callers, importers, or dependents**:\n  - `plugins/lfg/bin/lfg` (bash wrapper) + `plugins/lfg/bin/ulw` (exec python lfg.py; set `GROK_PLUGIN_DATA=$PWD/.lfg`, `LFG_LAUNCHER`).\n  - `plugins/lfg/bin/lfg-mcp.py` (subprocess `[lfg, --json, plan, ...]` + `text_result` wrapping for `grok_build_plan` + `grok_build_runtime` (plan_list) + `grok_build_slash`).\n  - `tests/smoke/test_grok_build_runtime.py` (`RuntimeSmoke.run_lfg` which does `LFG --json ...`, direct Popen MCP jsonrpc for `grok_build_plan` create/list, `test_plan_create_list_persists_steps`, `test_mcp_plan_tool`, plus ralplan/omx-setup variants).\n  - Grok host surfaces: `plan` skill (delegates to MCP/runtime), `/plan` (via slash), `grok_build_plan` MCP tool calls.\n  - No Python imports of lfg.py as module (always exec'd); `detect_repo`, `ensure_dirs`, `list_plans`, `current-plan.json` pointer, `PLANS_DIR`, `write_json`/`read_json` are internal helpers.\n  - Downstream: `lfg hud/status`, Prometheus/etc. (read plans), `atlas run .lfg/plans/...`.\n\n- **Related tests and validation commands**:\n  - Smoke: `tests/smoke/test_grok_build_runtime.py::RuntimeSmoke.test_plan_create_list_persists_steps` + `test_mcp_plan_tool` (and ralplan analogs). Run via `python -m unittest` or `pytest ... -k plan`.\n  - Full matrix in `docs/SMOKE.md`, `docs/TEST_RULES.md`; `plugins/lfg/bin/self-test.sh`; `scripts/verify-*.sh` (hook/state but not plan-specific); `python -m pytest tests/smoke/...`.\n  - MCP contract tests assert `returncode` + inner `stdout` JSON (preserved).\n\n- **Existing local patterns or helpers to follow** (discovered via grep/read):\n  - Subparser pattern (`pp = sub.add_parser(\"plan\"); psub=...; pc=...; pc.set_defaults(fn=...)`; same for goal/ralplan/team/ultragoal/wiki).\n  - `emit(value, json_mode)` central output (human vs `--json`); `args.json` available in fns.\n  - `mk_plan` writes dual `.json` + `.md` + `current-plan.json` pointer under `PLANS_DIR` (from `DATA` via env or `cwd`); builds `md_lines`.\n  - MCP: always `--json` subprocess + `text_result({\"returncode\":, \"stdout\":, \"note\":, ...})`; augment payloads with extra keys (e.g., other tools).\n  - Slash: shlex + manual arg loop for `/ultragoal` etc. (add parallel for `/plan`).\n  - \"Hook/post\" framing: internal post-creation logic in `mk_plan` (extensible to `hooks/scripts/` later); existing global hook bridge + `hooks.json` for Grok host events (not used directly here).\n  - MD generation + repo detect + safe paths already present.\n  - SSOT: `docs/reference.md` (Responses API/function calling) + `docs/ARCHITECTURE.md` (planning contract, OMO parity).\n\n- **Uncommitted changes preserved**: `git status --porcelain` showed `D .grok/plugins/marketplace.json`, `M AGENTS.md`, `?? docs/reference.md`. All edits avoided these files/paths. Temp test dirs cleaned post-verify. No new files created except via runtime `.lfg/plans/` (expected).\n\n- **Broader context from memory/AGENTS**: Aligns with OMO parity, durable `.lfg/plans/`, TeamRuntime/etc., Grok-native (no legacy Codex dump). Used `grep`/`read_file`/`list_dir` iteratively (broad → narrow: plan surfaces → mk_plan → MCP handler → slash → emit → docs).\n\nThis mapping confirmed a **hook-based/post-creation trigger + dedicated preview command** approach was ideal, native, and low-risk (non-`--json` path for CLI/slash; MCP augmentation for skill/`grok_build_plan`/`/plan`).\n\n### Architecture Summary\n- **Core approach (post-creation trigger + dedicated preview, per task)**: \n  - `preview_plan(args)`: New fn (follows `plan_list`/`mk_plan` patterns) that resolves id/current/latest via `current-plan.json` + `list_plans()` + `PLANS_DIR`, reads `.md`, returns rich dict `{\"markdown\": full, \"markdown_path\":, \"preview_mode\": True, ...}`. Supports `lfg plan preview [id]`.\n  - In `mk_plan` (end, after dual write + pointer): **post-creation trigger/hook point** — if not `args.json`, return special `{\"rich_markdown_preview\": full_md_content, \"status\":\"created\", ...}` (plain meta for `--json`).\n  - `emit()`: Extended to detect these dicts and render **nice terminal banner + full MD** (for human CLI/`lfg` calls) vs. raw JSON/path dump. (In Grok chat/TUI this surfaces as formatted MD \"panel\".)\n  - MCP `grok_build_plan` (create path): After `--json` subprocess (gets meta + `markdown_path`), read+inject `\"markdown_preview\": full_md` + updated note into `text_result` payload. Supports new `action=preview` + `id`.\n  - `/plan` wired in `slash()` (shlex parsing → delegates to `mk_plan`/`preview_plan`/`plan_list` with `json=False` for rich path).\n  - Tool schemas updated (enum + `id` + docs) in the two `grok_build_plan` entries.\n  - This is \"hook-based\" (internal trigger point in runtime, documented for future hook script extension) + \"dedicated preview cmd\" that creation auto-invokes (logically) + \"Grok file handling/rich\" via embedded MD payloads (native to Responses/MCP tool results in Grok Build).\n  - Preserves all contracts (tests pass, `--json` unchanged, dual JSON+MD durability).\n  - UX goal: **no more \"open the .md\" or raw dumps** — automatic rich rendered preview of `.lfg/plans/<id>.md`.\n\n- **Files changed** (absolute paths in worktree):\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/bin/lfg.py` (preview fn insertion after `plan_list`, `mk_plan` post-trigger logic, `emit` rich handler, argparse `preview` subcmd after `list`, `/plan` block in `slash` before team check).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/bin/lfg-mcp.py` (schemas ~510, handler ~1247 with augmentation + preview support).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/skills/plan/SKILL.md` (new auto-preview section).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/docs/features/plan-runtime.md` (updated contract + new preview note).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/grok-harnessing/docs/features/plan-runtime.md` (synced).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/docs/ARCHITECTURE.md` (planning contract + preview behavior).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/tests/smoke/test_grok_build_runtime.py` (added asserts in `test_mcp_plan_tool` for `markdown_preview` + content).\n\nNo other files touched.\n\n### Key Code Changes (with snippets/paths)\n- **preview_plan** (new, ~lines 1700+ in lfg.py): Resolves + returns rich `{\"markdown\": ..., \"preview_mode\": True}`. (Full fn in edit.)\n- **mk_plan post-trigger** (lfg.py:1829+):\n  ```python\n  if not getattr(args, \"json\", False):\n      ... md_content = md_path.read_text() ...\n      return {\"status\": \"created\", ..., \"rich_markdown_preview\": md_content, \"note\": \"Auto-triggered...\"}\n  ```\n- **emit rich handler** (lfg.py:112+): Detects `rich_markdown_preview`/`preview_mode`, prints banner + MD (no JSON dump).\n- **Parser** (lfg.py:4187+): `pv = psub.add_parser(\"preview\"); ... set_defaults(fn=preview_plan)`.\n- **slash /plan** (lfg.py:3769+): Handles create/list/preview, delegates with `json=False` for rich.\n- **MCP** (lfg-mcp.py:1247+): `action==\"preview\"` cmd; create does `json.loads(stdout)` → read `markdown_path` → `result_payload[\"markdown_preview\"] = ...`; updated notes + schema enums.\n- Docs updated with cross-refs to trigger + \"instead of dumping raw...\".\n\nAll changes are isolated, follow patterns, preserve `--json`/test contracts.\n\n### How the Preview UX Looks to the End User (Native Grok Build Feel)\n- **CLI human (`lfg plan create \"Foo\" --steps \"a;b\"` or via wrapper, no --json; also `/plan create`)**: \n  ```\n  ==============================================================\n  ✅  PLAN CREATED SUCCESSFULLY — RENDERED MARKDOWN PREVIEW\n     ID:    plan-YYYYMMDD-...\n     Title: Foo\n     File:  /path/to/project/.lfg/plans/plan-....md\n  ==============================================================\n\n  # Plan: Foo\n  **ID**: `...`\n  ...\n  ## Steps\n  1. ☐ a\n  ...\n\n  ==============================================================\n  ✨ End of auto-preview. ...\n  ```\n  (Full MD rendered in terminal/chat as nice section; feels like auto-popup/panel. Then \"Re-show with `lfg plan preview`\".)\n\n- **Explicit dedicated**: `lfg plan preview [id]` (or `lfg plan preview` uses current/latest) → similar 📋 banner + full MD. JSON mode: `{\"markdown\": \"...\", \"preview_mode\":true}`.\n\n- **MCP / `grok_build_plan` create / `plan` skill / Grok Build flows**: Tool result JSON now carries `\"markdown_preview\": \"# full plan MD here...\"` (plus note explaining auto rich panel). Grok host renders this as **native rich Markdown preview popup/panel** of the `.lfg/plans/*.md` (instead of \"open file\" or raw path/JSON dump). `action=preview` supported too.\n\n- **Automatic on all paths**: `lfg plan create`, skill, MCP `grok_build_plan`, `/plan` — post-trigger ensures it. Durable MD remains editable in `.lfg/plans/`.\n\n- **Verified**: Smoke tests (including new asserts) pass (`python -m unittest` snippet on plan methods: OK). Manual CLI (human + json paths, with `GROK_PLUGIN_DATA` simulating wrapper), explicit preview, and MCP jsonrpc sim all succeed and deliver rich content. No breakage to existing callers.\n\nThis delivers a complete, working, Grok-native implementation focused exactly on the requested hook/post-creation trigger + dedicated preview + rich MD popup (no scope creep). The feature is ready for OMO parity use. \n\n(Changes are in the worktree; `git diff` would show them if needed.)\n\n<subagent_meta>id=019e3e99-bc4b-7862-84d2-b93415c9415d, type=general-purpose, tool_calls=97, turns=1, duration_ms=260636</subagent_meta>\n\n<subagent_result>\nsubagent_id: 019e3e99-bc4b-7862-84d2-b93415c9415d\nsubagent_type: general-purpose\nTo continue this subagent's conversation, use resume_from=\"019e3e99-bc4b-7862-84d2-b93415c9415d\".\n</subagent_result>"}}],"rawOutput":{"type":"SubagentCompleted","output":"**Detailed writeup for candidate 2 implementation (isolated worktree: `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d` on branch `feature/lfg-agent-orchestration-omo-parity`)**\n\n### Codebase Mapping Performed Before Any Edits (per AGENTS.md + local AGENTS.md / project rules)\nFor this non-trivial change (spans CLI runtime, MCP tool surface, slash commands, tests, multiple doc surfaces; affects all plan creation paths; risk of breaking callers/tests/UX parity), I performed systematic mapping **before touching code** using `list_dir`, repeated `grep` (ripgrep) across patterns for creation flows/plan/MCP/slash/hook/emit/return values/paths, targeted `read_file` on hot paths, `run_terminal_command` for `git status`, and cross-checks against smoke tests/docs:\n\n- **Files likely to be edited** (identified via searches for `mk_plan`, `grok_build_plan`, `plan create|list`, `\\.lfg/plans/`, `emit(`, `slash(`, `plan_list`, subparsers, `text_result`, SKILL.md references, etc.):\n  - `plugins/lfg/bin/lfg.py` (core: `mk_plan` ~1699, `plan_list`, new `preview_plan`, `emit`, `slash` parser, `main` argparse for `plan` subcmd).\n  - `plugins/lfg/bin/lfg-mcp.py` (MCP tool schema + handler for `grok_build_plan`).\n  - Docs: `plugins/lfg/skills/plan/SKILL.md`, `plugins/lfg/docs/features/plan-runtime.md`, `plugins/grok-harnessing/docs/features/plan-runtime.md`, `docs/ARCHITECTURE.md`.\n  - Test: `tests/smoke/test_grok_build_runtime.py` (for verification/asserts; non-breaking).\n  - (Avoided: uncommitted `AGENTS.md` (M), `docs/reference.md` (??), deleted `.grok/plugins/marketplace.json`; no Rust `src/` changes as `grep` confirmed zero plan logic there; no hooks/ dir changes.)\n\n- **Direct callers, importers, or dependents**:\n  - `plugins/lfg/bin/lfg` (bash wrapper) + `plugins/lfg/bin/ulw` (exec python lfg.py; set `GROK_PLUGIN_DATA=$PWD/.lfg`, `LFG_LAUNCHER`).\n  - `plugins/lfg/bin/lfg-mcp.py` (subprocess `[lfg, --json, plan, ...]` + `text_result` wrapping for `grok_build_plan` + `grok_build_runtime` (plan_list) + `grok_build_slash`).\n  - `tests/smoke/test_grok_build_runtime.py` (`RuntimeSmoke.run_lfg` which does `LFG --json ...`, direct Popen MCP jsonrpc for `grok_build_plan` create/list, `test_plan_create_list_persists_steps`, `test_mcp_plan_tool`, plus ralplan/omx-setup variants).\n  - Grok host surfaces: `plan` skill (delegates to MCP/runtime), `/plan` (via slash), `grok_build_plan` MCP tool calls.\n  - No Python imports of lfg.py as module (always exec'd); `detect_repo`, `ensure_dirs`, `list_plans`, `current-plan.json` pointer, `PLANS_DIR`, `write_json`/`read_json` are internal helpers.\n  - Downstream: `lfg hud/status`, Prometheus/etc. (read plans), `atlas run .lfg/plans/...`.\n\n- **Related tests and validation commands**:\n  - Smoke: `tests/smoke/test_grok_build_runtime.py::RuntimeSmoke.test_plan_create_list_persists_steps` + `test_mcp_plan_tool` (and ralplan analogs). Run via `python -m unittest` or `pytest ... -k plan`.\n  - Full matrix in `docs/SMOKE.md`, `docs/TEST_RULES.md`; `plugins/lfg/bin/self-test.sh`; `scripts/verify-*.sh` (hook/state but not plan-specific); `python -m pytest tests/smoke/...`.\n  - MCP contract tests assert `returncode` + inner `stdout` JSON (preserved).\n\n- **Existing local patterns or helpers to follow** (discovered via grep/read):\n  - Subparser pattern (`pp = sub.add_parser(\"plan\"); psub=...; pc=...; pc.set_defaults(fn=...)`; same for goal/ralplan/team/ultragoal/wiki).\n  - `emit(value, json_mode)` central output (human vs `--json`); `args.json` available in fns.\n  - `mk_plan` writes dual `.json` + `.md` + `current-plan.json` pointer under `PLANS_DIR` (from `DATA` via env or `cwd`); builds `md_lines`.\n  - MCP: always `--json` subprocess + `text_result({\"returncode\":, \"stdout\":, \"note\":, ...})`; augment payloads with extra keys (e.g., other tools).\n  - Slash: shlex + manual arg loop for `/ultragoal` etc. (add parallel for `/plan`).\n  - \"Hook/post\" framing: internal post-creation logic in `mk_plan` (extensible to `hooks/scripts/` later); existing global hook bridge + `hooks.json` for Grok host events (not used directly here).\n  - MD generation + repo detect + safe paths already present.\n  - SSOT: `docs/reference.md` (Responses API/function calling) + `docs/ARCHITECTURE.md` (planning contract, OMO parity).\n\n- **Uncommitted changes preserved**: `git status --porcelain` showed `D .grok/plugins/marketplace.json`, `M AGENTS.md`, `?? docs/reference.md`. All edits avoided these files/paths. Temp test dirs cleaned post-verify. No new files created except via runtime `.lfg/plans/` (expected).\n\n- **Broader context from memory/AGENTS**: Aligns with OMO parity, durable `.lfg/plans/`, TeamRuntime/etc., Grok-native (no legacy Codex dump). Used `grep`/`read_file`/`list_dir` iteratively (broad → narrow: plan surfaces → mk_plan → MCP handler → slash → emit → docs).\n\nThis mapping confirmed a **hook-based/post-creation trigger + dedicated preview command** approach was ideal, native, and low-risk (non-`--json` path for CLI/slash; MCP augmentation for skill/`grok_build_plan`/`/plan`).\n\n### Architecture Summary\n- **Core approach (post-creation trigger + dedicated preview, per task)**: \n  - `preview_plan(args)`: New fn (follows `plan_list`/`mk_plan` patterns) that resolves id/current/latest via `current-plan.json` + `list_plans()` + `PLANS_DIR`, reads `.md`, returns rich dict `{\"markdown\": full, \"markdown_path\":, \"preview_mode\": True, ...}`. Supports `lfg plan preview [id]`.\n  - In `mk_plan` (end, after dual write + pointer): **post-creation trigger/hook point** — if not `args.json`, return special `{\"rich_markdown_preview\": full_md_content, \"status\":\"created\", ...}` (plain meta for `--json`).\n  - `emit()`: Extended to detect these dicts and render **nice terminal banner + full MD** (for human CLI/`lfg` calls) vs. raw JSON/path dump. (In Grok chat/TUI this surfaces as formatted MD \"panel\".)\n  - MCP `grok_build_plan` (create path): After `--json` subprocess (gets meta + `markdown_path`), read+inject `\"markdown_preview\": full_md` + updated note into `text_result` payload. Supports new `action=preview` + `id`.\n  - `/plan` wired in `slash()` (shlex parsing → delegates to `mk_plan`/`preview_plan`/`plan_list` with `json=False` for rich path).\n  - Tool schemas updated (enum + `id` + docs) in the two `grok_build_plan` entries.\n  - This is \"hook-based\" (internal trigger point in runtime, documented for future hook script extension) + \"dedicated preview cmd\" that creation auto-invokes (logically) + \"Grok file handling/rich\" via embedded MD payloads (native to Responses/MCP tool results in Grok Build).\n  - Preserves all contracts (tests pass, `--json` unchanged, dual JSON+MD durability).\n  - UX goal: **no more \"open the .md\" or raw dumps** — automatic rich rendered preview of `.lfg/plans/<id>.md`.\n\n- **Files changed** (absolute paths in worktree):\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/bin/lfg.py` (preview fn insertion after `plan_list`, `mk_plan` post-trigger logic, `emit` rich handler, argparse `preview` subcmd after `list`, `/plan` block in `slash` before team check).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/bin/lfg-mcp.py` (schemas ~510, handler ~1247 with augmentation + preview support).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/skills/plan/SKILL.md` (new auto-preview section).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/lfg/docs/features/plan-runtime.md` (updated contract + new preview note).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/plugins/grok-harnessing/docs/features/plan-runtime.md` (synced).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/docs/ARCHITECTURE.md` (planning contract + preview behavior).\n  - `/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d/tests/smoke/test_grok_build_runtime.py` (added asserts in `test_mcp_plan_tool` for `markdown_preview` + content).\n\nNo other files touched.\n\n### Key Code Changes (with snippets/paths)\n- **preview_plan** (new, ~lines 1700+ in lfg.py): Resolves + returns rich `{\"markdown\": ..., \"preview_mode\": True}`. (Full fn in edit.)\n- **mk_plan post-trigger** (lfg.py:1829+):\n  ```python\n  if not getattr(args, \"json\", False):\n      ... md_content = md_path.read_text() ...\n      return {\"status\": \"created\", ..., \"rich_markdown_preview\": md_content, \"note\": \"Auto-triggered...\"}\n  ```\n- **emit rich handler** (lfg.py:112+): Detects `rich_markdown_preview`/`preview_mode`, prints banner + MD (no JSON dump).\n- **Parser** (lfg.py:4187+): `pv = psub.add_parser(\"preview\"); ... set_defaults(fn=preview_plan)`.\n- **slash /plan** (lfg.py:3769+): Handles create/list/preview, delegates with `json=False` for rich.\n- **MCP** (lfg-mcp.py:1247+): `action==\"preview\"` cmd; create does `json.loads(stdout)` → read `markdown_path` → `result_payload[\"markdown_preview\"] = ...`; updated notes + schema enums.\n- Docs updated with cross-refs to trigger + \"instead of dumping raw...\".\n\nAll changes are isolated, follow patterns, preserve `--json`/test contracts.\n\n### How the Preview UX Looks to the End User (Native Grok Build Feel)\n- **CLI human (`lfg plan create \"Foo\" --steps \"a;b\"` or via wrapper, no --json; also `/plan create`)**: \n  ```\n  ==============================================================\n  ✅  PLAN CREATED SUCCESSFULLY — RENDERED MARKDOWN PREVIEW\n     ID:    plan-YYYYMMDD-...\n     Title: Foo\n     File:  /path/to/project/.lfg/plans/plan-....md\n  ==============================================================\n\n  # Plan: Foo\n  **ID**: `...`\n  ...\n  ## Steps\n  1. ☐ a\n  ...\n\n  ==============================================================\n  ✨ End of auto-preview. ...\n  ```\n  (Full MD rendered in terminal/chat as nice section; feels like auto-popup/panel. Then \"Re-show with `lfg plan preview`\".)\n\n- **Explicit dedicated**: `lfg plan preview [id]` (or `lfg plan preview` uses current/latest) → similar 📋 banner + full MD. JSON mode: `{\"markdown\": \"...\", \"preview_mode\":true}`.\n\n- **MCP / `grok_build_plan` create / `plan` skill / Grok Build flows**: Tool result JSON now carries `\"markdown_preview\": \"# full plan MD here...\"` (plus note explaining auto rich panel). Grok host renders this as **native rich Markdown preview popup/panel** of the `.lfg/plans/*.md` (instead of \"open file\" or raw path/JSON dump). `action=preview` supported too.\n\n- **Automatic on all paths**: `lfg plan create`, skill, MCP `grok_build_plan`, `/plan` — post-trigger ensures it. Durable MD remains editable in `.lfg/plans/`.\n\n- **Verified**: Smoke tests (including new asserts) pass (`python -m unittest` snippet on plan methods: OK). Manual CLI (human + json paths, with `GROK_PLUGIN_DATA` simulating wrapper), explicit preview, and MCP jsonrpc sim all succeed and deliver rich content. No breakage to existing callers.\n\nThis delivers a complete, working, Grok-native implementation focused exactly on the requested hook/post-creation trigger + dedicated preview + rich MD popup (no scope creep). The feature is ready for OMO parity use. \n\n(Changes are in the worktree; `git diff` would show them if needed.)","subagent_id":"019e3e99-bc4b-7862-84d2-b93415c9415d","subagent_type":"general-purpose","tool_calls":97,"turns":1,"duration_ms":260636,"worktree_path":"/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3e99-bc4b-7862-84d2-b93415c9415d","resume_from_hint":"019e3e99-bc4b-7862-84d2-b93415c9415d"}},"_meta":{"totalTokens":161976,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-31798","agentTimestampMs":1779166987703,"promptId":"1ae02903-7787-4f7b-b3c2-c89c0f6f602b","streamStartMs":1779166718694,"turnStartMs":1779166707481,"updateType":"ToolCallUpdate","updateParams":{"toolCallId":"call-39e7079c-2677-440a-9ff3-a6d4714a884c-147","status":"Completed"}}}}
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This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. Supports independent PRs, Graphite stacks, and GitHub stacked PRs (gh-stack).","input":{"hint":"add <number> | remove <number> | list | check"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/pr-babysit/SKILL.md"}},{"name":"review","description":"Run a reviewer subagent against uncommitted local changes, a named branch, or a GitHub PR. Local and branch modes write a review file plus a summary to disk. PR mode posts the findings as a PENDING GitHub review for the user to inspect and submit through the UI.","input":{"hint":"[--local | --branch <name> | --pr <number-or-url> | <auto-detect>]"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/review/SKILL.md"}},{"name":"implement","description":"Run the full implement-review-fix loop using implementer and reviewer personas. Supports effort-based multi-reviewer scaling (1-5 reviewers) with automatic specialization selection. Includes memory-based feedback loop that learns from past review patterns. Loops until all reviewers find 0 issues of any severity.","input":{"hint":"[--effort N] <description of what to implement>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/implement/SKILL.md"}},{"name":"code-review:code-review","description":"Code review a pull request","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.claude/plugins/marketplaces/claude-plugins-official/plugins/code-review/commands/code-review.md"}},{"name":"ultragoal","description":"LFG port of OMX `ultragoal`: Create and execute durable repo-native multi-goal plans over Codex goal mode artifacts.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultragoal/SKILL.md"}},{"name":"cancel","description":"LFG port of OMX `cancel`: Cancel any active OMX mode (autopilot, ralph, ultrawork, ecomode, ultraqa, swarm, ultrapilot, pipeline, team)","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/cancel/SKILL.md"}},{"name":"lfg:design","description":"LFG port of OMX `design`: Canonical repo-local DESIGN.md workflow for product, UI/UX, and frontend decision source of truth","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/design/SKILL.md"}},{"name":"pipeline","description":"LFG port of OMX `pipeline`: Configurable pipeline orchestrator for sequencing stages","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/pipeline/SKILL.md"}},{"name":"autoresearch","description":"LFG port of OMX `autoresearch`: Stateful validator-gated research loop with native-hook persistence","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autoresearch/SKILL.md"}},{"name":"skill","description":"LFG port of OMX `skill`: Manage local skills - list, add, remove, search, edit, setup wizard","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/skill/SKILL.md"}},{"name":"ask","description":"LFG port of OMX `ask`: Ask a local external advisor CLI (Claude or Gemini) and capture a reusable artifact","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ask/SKILL.md"}},{"name":"deep-interview","description":"LFG port of OMX `deep-interview`: Socratic deep interview with mathematical ambiguity gating before execution","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/deep-interview/SKILL.md"}},{"name":"plan","description":"LFG port of OMX `plan`: Strategic planning with optional interview workflow","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/plan/SKILL.md"}},{"name":"ultraqa","description":"LFG port of OMX `ultraqa`: Adversarial dynamic e2e QA workflow - generate hostile scenarios, test, verify, fix, report, and clean up","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultraqa/SKILL.md"}},{"name":"ultrawork","description":"LFG port of OMX `ultrawork`: Parallel execution engine for high-throughput task completion","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultrawork/SKILL.md"}},{"name":"doctor","description":"LFG port of OMX `doctor`: Diagnose and fix oh-my-codex installation issues","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/doctor/SKILL.md"}},{"name":"lfg:code-review","description":"LFG port of OMX `code-review`: Run a comprehensive code review","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/code-review/SKILL.md"}},{"name":"omx-setup","description":"LFG port of OMX `omx-setup`: Setup and configure oh-my-codex using current CLI behavior","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/omx-setup/SKILL.md"}},{"name":"ralph","description":"LFG port of OMX `ralph`: Self-referential loop until task completion with architect verification","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ralph/SKILL.md"}},{"name":"wiki","description":"LFG port of OMX `wiki`: Persistent markdown project wiki stored under repository omx_wiki with keyword search and lifecycle capture","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/wiki/SKILL.md"}},{"name":"visual-ralph","description":"LFG port of OMX `visual-ralph`: Visual Ralph orchestration for frontend UI from generated references, static references, or live URL targets, using $ralph with built-in visual verdict and pixel-diff evidence until the implementation matches and leaves a reproducible design system.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/visual-ralph/SKILL.md"}},{"name":"autoresearch-goal","description":"LFG port of OMX `autoresearch-goal`: Durable professor-critic research workflow over Codex goal mode without reviving deprecated omx autoresearch","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autoresearch-goal/SKILL.md"}},{"name":"ai-slop-cleaner","description":"LFG port of OMX `ai-slop-cleaner`: Run an anti-slop cleanup/refactor/deslop workflow","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ai-slop-cleaner/SKILL.md"}},{"name":"team","description":"Create and manage an explicit LFG team lifecycle, using hermes -z, Claude Code, and Codex workers.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/team/SKILL.md"}},{"name":"lfg","description":"Use this skill when validating the `linalab-io/lfg` plugin package.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/lfg/SKILL.md"}},{"name":"ralplan","description":"LFG port of OMX `ralplan`: Alias for $plan --consensus","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ralplan/SKILL.md"}},{"name":"analyze","description":"LFG port of OMX `analyze`: Run read-only deep repository analysis and return a ranked synthesis with explicit confidence, concrete file references, and clear evidence-vs-inference boundaries. Use when a user says 'analyze', 'investigate', 'why does', 'what's causing', or needs grounded cross-file explanation before any changes are proposed.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/analyze/SKILL.md"}},{"name":"worker","description":"LFG port of OMX `worker`: Team worker protocol (ACK, mailbox, task lifecycle) for tmux-based OMX teams","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/worker/SKILL.md"}},{"name":"performance-goal","description":"LFG port of OMX `performance-goal`: Run an evaluator-gated performance optimization workflow over Codex goal mode with durable OMX artifacts and safe goal handoffs.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/performance-goal/SKILL.md"}},{"name":"autopilot","description":"LFG port of OMX `autopilot`: [OMX] Strict autonomous loop: $ralplan -> $ralph -> $code-review","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autopilot/SKILL.md"}},{"name":"configure-notifications","description":"LFG port of OMX `configure-notifications`: Configure OMX notifications - 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/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:829:{"timestamp":1779167362,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"available_commands_update","availableCommands":[{"name":"compact","description":"Compress conversation history to save context window","input":{"hint":"optional context about what to preserve"}},{"name":"always-approve","description":"Toggle always-approve mode (skip all permission prompts)","input":{"hint":"on|off"}},{"name":"flush","description":"Flush conversation memory to disk now","input":null},{"name":"dream","description":"Run memory consolidation (merge session logs into organized topics)","input":null},{"name":"memory","description":"Browse, view, and manage your memories","input":{"hint":"on|off"}},{"name":"context","description":"Show context window usage and session stats","input":null},{"name":"plugins","description":"Manage plugins (list, reload, trust, add, remove)","input":{"hint":"list | reload | trust <path> | add <path> | remove <path>"}},{"name":"reload-plugins","description":"Reload plugins from disk (alias for /plugins reload)","input":null},{"name":"session-info","description":"Show session details (model, turns, context usage)","input":null},{"name":"imagine","description":"Generate an image from a text description","input":{"hint":"description of the image to generate"}},{"name":"imagine-video","description":"Generate a video from a text description","input":{"hint":"description of the video to generate"}},{"name":"feedback","description":"Send feedback about the current session","input":{"hint":"feedback text"}},{"name":"loop","description":"Run a prompt on a recurring interval","input":{"hint":"[interval] <prompt>"}},{"name":"xlsx","description":"Use this skill any time a spreadsheet file is the primary input or output. 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Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. Supports independent PRs, Graphite stacks, and GitHub stacked PRs (gh-stack).","input":{"hint":"add <number> | remove <number> | list | check"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/pr-babysit/SKILL.md"}},{"name":"review","description":"Run a reviewer subagent against uncommitted local changes, a named branch, or a GitHub PR. Local and branch modes write a review file plus a summary to disk. PR mode posts the findings as a PENDING GitHub review for the user to inspect and submit through the UI.","input":{"hint":"[--local | --branch <name> | --pr <number-or-url> | <auto-detect>]"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/review/SKILL.md"}},{"name":"implement","description":"Run the full implement-review-fix loop using implementer and reviewer personas. Supports effort-based multi-reviewer scaling (1-5 reviewers) with automatic specialization selection. Includes memory-based feedback loop that learns from past review patterns. Loops until all reviewers find 0 issues of any severity.","input":{"hint":"[--effort N] <description of what to implement>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/implement/SKILL.md"}},{"name":"code-review:code-review","description":"Code review a pull request","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.claude/plugins/marketplaces/claude-plugins-official/plugins/code-review/commands/code-review.md"}},{"name":"ultragoal","description":"LFG port of OMX `ultragoal`: Create and execute durable repo-native multi-goal plans over Codex goal mode artifacts.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultragoal/SKILL.md"}},{"name":"cancel","description":"LFG port of OMX `cancel`: Cancel any active OMX mode (autopilot, ralph, ultrawork, ecomode, ultraqa, swarm, ultrapilot, pipeline, team)","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/cancel/SKILL.md"}},{"name":"lfg:design","description":"LFG port of OMX `design`: Canonical repo-local DESIGN.md workflow for product, UI/UX, and frontend decision source of truth","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/design/SKILL.md"}},{"name":"pipeline","description":"LFG port of OMX `pipeline`: Configurable pipeline orchestrator for sequencing stages","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/pipeline/SKILL.md"}},{"name":"autoresearch","description":"LFG port of OMX `autoresearch`: Stateful validator-gated research loop with native-hook persistence","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autoresearch/SKILL.md"}},{"name":"skill","description":"LFG port of OMX `skill`: Manage local skills - list, add, remove, search, edit, setup wizard","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/skill/SKILL.md"}},{"name":"ask","description":"LFG port of OMX `ask`: Ask a local external advisor CLI (Claude or Gemini) and capture a reusable artifact","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ask/SKILL.md"}},{"name":"deep-interview","description":"LFG port of OMX `deep-interview`: Socratic deep interview with mathematical ambiguity gating before execution","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/deep-interview/SKILL.md"}},{"name":"plan","description":"LFG port of OMX `plan`: Strategic planning with optional interview workflow","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/plan/SKILL.md"}},{"name":"ultraqa","description":"LFG port of OMX `ultraqa`: Adversarial dynamic e2e QA workflow - generate hostile scenarios, test, verify, fix, report, and clean up","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultraqa/SKILL.md"}},{"name":"ultrawork","description":"LFG port of OMX `ultrawork`: Parallel execution engine for high-throughput task completion","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultrawork/SKILL.md"}},{"name":"doctor","description":"LFG port of OMX `doctor`: Diagnose and fix oh-my-codex installation issues","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/doctor/SKILL.md"}},{"name":"lfg:code-review","description":"LFG port of OMX `code-review`: Run a comprehensive code review","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/code-review/SKILL.md"}},{"name":"omx-setup","description":"LFG port of OMX `omx-setup`: Setup and configure oh-my-codex using current CLI behavior","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/omx-setup/SKILL.md"}},{"name":"ralph","description":"LFG port of OMX `ralph`: Self-referential loop until task completion with architect verification","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ralph/SKILL.md"}},{"name":"wiki","description":"LFG port of OMX `wiki`: Persistent markdown project wiki stored under repository omx_wiki with keyword search and lifecycle capture","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/wiki/SKILL.md"}},{"name":"visual-ralph","description":"LFG port of OMX `visual-ralph`: Visual Ralph orchestration for frontend UI from generated references, static references, or live URL targets, using $ralph with built-in visual verdict and pixel-diff evidence until the implementation matches and leaves a reproducible design system.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/visual-ralph/SKILL.md"}},{"name":"autoresearch-goal","description":"LFG port of OMX `autoresearch-goal`: Durable professor-critic research workflow over Codex goal mode without reviving deprecated omx autoresearch","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autoresearch-goal/SKILL.md"}},{"name":"ai-slop-cleaner","description":"LFG port of OMX `ai-slop-cleaner`: Run an anti-slop cleanup/refactor/deslop workflow","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ai-slop-cleaner/SKILL.md"}},{"name":"team","description":"Create and manage an explicit LFG team lifecycle, using hermes -z, Claude Code, and Codex workers.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/team/SKILL.md"}},{"name":"lfg","description":"Use this skill when validating the `linalab-io/lfg` plugin package.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/lfg/SKILL.md"}},{"name":"ralplan","description":"LFG port of OMX `ralplan`: Alias for $plan --consensus","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ralplan/SKILL.md"}},{"name":"analyze","description":"LFG port of OMX `analyze`: Run read-only deep repository analysis and return a ranked synthesis with explicit confidence, concrete file references, and clear evidence-vs-inference boundaries. Use when a user says 'analyze', 'investigate', 'why does', 'what's causing', or needs grounded cross-file explanation before any changes are proposed.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/analyze/SKILL.md"}},{"name":"worker","description":"LFG port of OMX `worker`: Team worker protocol (ACK, mailbox, task lifecycle) for tmux-based OMX teams","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/worker/SKILL.md"}},{"name":"performance-goal","description":"LFG port of OMX `performance-goal`: Run an evaluator-gated performance optimization workflow over Codex goal mode with durable OMX artifacts and safe goal handoffs.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/performance-goal/SKILL.md"}},{"name":"autopilot","description":"LFG port of OMX `autopilot`: [OMX] Strict autonomous loop: $ralplan -> $ralph -> $code-review","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autopilot/SKILL.md"}},{"name":"configure-notifications","description":"LFG port of OMX `configure-notifications`: Configure OMX notifications - unified entry point for all platforms","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/configure-notifications/SKILL.md"}},{"name":"hud","description":"LFG port of OMX `hud`: Show or configure the OMX HUD (two-layer statusline)","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/hud/SKILL.md"}}],"_meta":{"tools":["run_terminal_command","read_file","search_replace","list_dir","grep","kill_command_or_subagent","todo_write","get_command_or_subagent_output","wait_commands_or_subagents","spawn_subagent","scheduler_create","scheduler_delete","scheduler_list","monitor","search_tool","use_tool","enter_plan_mode","exit_plan_mode","ask_user_question","memory_search","memory_get","web_search","web_fetch","image_gen","video_gen","write","lfg-harness__grok_build_catalog","lfg-harness__grok_build_status","lfg-harness__grok_build_runtime","lfg-harness__grok_build_doctor","lfg-harness__grok_build_hook_bridge","lfg-harness__grok_build_backend_start","lfg-harness__grok_build_team","lfg-harness__grok_build_ultrawork","lfg-harness__grok_build_agents","lfg-harness__grok_build_ultragoal","lfg-harness__grok_build_ralph","lfg-harness__grok_build_worker","lfg-harness__grok_build_cleanup","lfg-harness__grok_build_autoresearch","lfg-harness__grok_build_deep_interview","lfg-harness__grok_build_design","lfg-harness__grok_build_notifications","lfg-harness__grok_build_ask","lfg-harness__grok_build_analyze","lfg-harness__grok_build_code_review","lfg-harness__grok_build_pipeline","lfg-harness__grok_build_autopilot","lfg-harness__grok_build_performance_goal","lfg-harness__grok_build_visual_ralph","lfg-harness__grok_build_autoresearch_goal","lfg-harness__grok_build_omx_setup","lfg-harness__grok_build_skill","lfg-harness__grok_build_hud","lfg-harness__grok_build_cancel","lfg-harness__grok_build_ultraqa","lfg-harness__grok_build_goal","lfg-harness__grok_build_ralplan","lfg-harness__grok_build_plan","lfg-harness__grok_build_wiki","lfg-harness__grok_build_slash","lfg-harness__grok_build_omo_agent_catalog","lfg-harness__grok_build_omo_team_create","lfg-harness__grok_build_omo_ulw","lfg-harness__grok_build_omo_doctor","grok_com_github__add_comment_to_pending_review","grok_com_github__add_issue_comment","grok_com_github__add_reply_to_pull_request_comment","grok_com_github__assign_copilot_to_issue","grok_com_github__create_branch","grok_com_github__create_or_update_file","grok_com_github__create_pull_request","grok_com_github__create_pull_request_with_copilot","grok_com_github__create_repository","grok_com_github__delete_file","grok_com_github__fork_repository","grok_com_github__get_commit","grok_com_github__get_copilot_job_status","grok_com_github__get_file_contents","grok_com_github__get_label","grok_com_github__get_latest_release","grok_com_github__get_me","grok_com_github__get_release_by_tag","grok_com_github__get_tag","grok_com_github__get_team_members","grok_com_github__get_teams","grok_com_github__issue_read","grok_com_github__issue_write","grok_com_github__list_branches","grok_com_github__list_commits","grok_com_github__list_issue_types","grok_com_github__list_issues","grok_com_github__list_pull_requests","grok_com_github__list_releases","grok_com_github__list_tags","grok_com_github__merge_pull_request","grok_com_github__pull_request_read","grok_com_github__pull_request_review_write","grok_com_github__push_files","grok_com_github__request_copilot_review","grok_com_github__run_secret_scanning","grok_com_github__search_code","grok_com_github__search_issues","grok_com_github__search_pull_requests","grok_com_github__search_repositories","grok_com_github__search_users","grok_com_github__sub_issue_write","grok_com_github__update_pull_request","grok_com_github__update_pull_request_branch"]}},"_meta":{"totalTokens":170533,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-32815","agentTimestampMs":1779167362879,"promptId":"569adfeb-456b-4d88-b9be-8d40d9a93552","streamStartMs":1779167358667,"turnStartMs":1779167326658,"updateType":"AvailableCommandsUpdate","updateParams":{"commandsCount":54}}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:836:{"timestamp":1779167366,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"available_commands_update","availableCommands":[{"name":"compact","description":"Compress conversation history to save context window","input":{"hint":"optional context about what to preserve"}},{"name":"always-approve","description":"Toggle always-approve mode (skip all permission prompts)","input":{"hint":"on|off"}},{"name":"flush","description":"Flush conversation memory to disk now","input":null},{"name":"dream","description":"Run memory consolidation (merge session logs into organized topics)","input":null},{"name":"memory","description":"Browse, view, and manage your memories","input":{"hint":"on|off"}},{"name":"context","description":"Show context window usage and session stats","input":null},{"name":"plugins","description":"Manage plugins (list, reload, trust, add, remove)","input":{"hint":"list | reload | trust <path> | add <path> | remove <path>"}},{"name":"reload-plugins","description":"Reload plugins from disk (alias for /plugins reload)","input":null},{"name":"session-info","description":"Show session details (model, turns, context usage)","input":null},{"name":"imagine","description":"Generate an image from a text description","input":{"hint":"description of the image to generate"}},{"name":"imagine-video","description":"Generate a video from a text description","input":{"hint":"description of the video to generate"}},{"name":"feedback","description":"Send feedback about the current session","input":{"hint":"feedback text"}},{"name":"loop","description":"Run a prompt on a recurring interval","input":{"hint":"[interval] <prompt>"}},{"name":"xlsx","description":"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. Supports independent PRs, Graphite stacks, and GitHub stacked PRs (gh-stack).","input":{"hint":"add <number> | remove <number> | list | check"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/pr-babysit/SKILL.md"}},{"name":"review","description":"Run a reviewer subagent against uncommitted local changes, a named branch, or a GitHub PR. Local and branch modes write a review file plus a summary to disk. PR mode posts the findings as a PENDING GitHub review for the user to inspect and submit through the UI.","input":{"hint":"[--local | --branch <name> | --pr <number-or-url> | <auto-detect>]"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/review/SKILL.md"}},{"name":"implement","description":"Run the full implement-review-fix loop using implementer and reviewer personas. Supports effort-based multi-reviewer scaling (1-5 reviewers) with automatic specialization selection. Includes memory-based feedback loop that learns from past review patterns. 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Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. 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/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:917:{"timestamp":1779167980,"method":"_x.ai/session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"subagent_finished","subagent_id":"019e3eab-10fd-7591-b8c0-4622a6f4e1c5","child_session_id":"019e3eab-10fd-7591-b8c0-4622a6f4e1c5","status":"completed","tool_calls":53,"turns":1,"duration_ms":117731,"output":"**Design for full OMO-style `ulw` keyword triggering in the LFG Grok plugin (Candidate 1 architecture)**\n\n### Overview and Goals\nThe design delivers **early, automatic, production-grade activation** of Ultrawork mode exactly as described in the OMO port context (from session memory and ROADMAP/ARCHITECTURE): \n\n- Detect `ulw` as **prefix** (e.g., `ulw implement X with full verification`) **or strong signal** (standalone \"ulw\", \"ultrawork mode\", \"ulw on\", multilingual equivalents).\n- Auto-activate **Ultrawork mode**.\n- Inject a **Sisyphus (Lina) + IntentGate preamble** (orchestrator role, intent classification, mandatory parallel delegation to eligible agents per the registry, model-aware banners/tool forcing for Grok-4.3, verification/evidence loop, boulder maintenance).\n- **Force separated durable state** under the canonical `.lfg/runs/...` (or aligned `state/runs/ultrawork-<uid>/`) pattern using `TeamStateStore`/`TeamRuntime` (mode=\"ultrawork\") + existing ultrawork records + current pointers + boulder.\n- **Strong continuation**: active-run detection, Lina protocol injection, PreCompact boulder handoff, SessionStart reload, compaction guards, and `ulw ... checkpoint` reporting keep the session alive across turns, windows, sessions, and compactions.\n\nThis is **chat-native** (natural language inside Grok) while remaining fully compatible with explicit surfaces (`lfg ultrawork`, `ulw`, `/ultrawork`, MCP `grok_build_*`, `ultragoal spawn --hyperplan`, skills, slash, `team create`).\n\nIt is **hook-driven** (matching OMO's `chat.message` / first-user-text transform + IntentGate) and leverages the existing LFG harness + TeamRuntime foundation rather than inventing parallel machinery.\n\n### Core Architecture: \"IntentGate Hook + Ultrawork Activator\" (Hook-First, Fail-Open, Monolithic-Runtime-Backed)\n\n**Detection site (primary and only early point):**  \n`plugins/lfg/hooks/scripts/lfg-goal-harness.py` (the UserPromptSubmit harness, already the aggressive per-turn injector and Lina protocol home). Registered via `plugins/lfg/hooks/hooks.json` (UserPromptSubmit entry, already present, timeout=8s).\n\n- Why here (not skill/MCP/runtime/CLI)? \n  - Earliest reliable access to **raw user prompt text** (via `extract_user_prompt_from_payload()` reading the Grok hook stdin payload; keys like `prompt`/`user_prompt`/`input`/`message`/`text` + raw fallback).\n  - Hook runs **before** the model sees the turn → preamble can be prepended cleanly via stdout (Grok hook runner honors this for injection).\n  - Already has `get_goal_snapshot()`, `find_active_runs()`, boulder logic, ambiguity heuristics, and event awareness (UserPromptSubmit, PostToolUse, PreCompact, Stop, SessionStart, etc.).\n  - Matches OMO \"first-user-text keyword detection (multilingual) + chat.message transform hook\" exactly.\n  - Other surfaces (skills, MCP calls, explicit `lfg`/`ulw` CLI, slash) are **post-detection** or explicit; they can still trigger activation via the same helpers.\n\n- Secondary/compatibility sites (for explicit paths + spawned agents):\n  - `plugins/lfg/bin/lfg.py:slash()` (new `/ulw` and `/ultrawork` branches, modeled on the existing `/ultragoal` handler at ~3614).\n  - `plugins/lfg/bin/lfg-mcp.py:handle_tool()` for `grok_build_omo_ulw` (the \"intent\" action at ~1339 and new/expanded paths).\n  - `plugins/lfg/bin/lfg.py` prompt builders (`get_agent_prompt` ~2090, `build_worker_prompt` ~607, team member prompt assembly ~2986 and ~3014) + `spawn_agent`/`spawn_wave` for ensuring preamble context reaches sub-agents.\n  - `lfg.py` internal helpers for CLI consistency (new lightweight `detect_ulw_trigger` + `ensure_ultrawork_run`).\n\n**Activation + enforcement flow (when detection fires):**\n1. `detect_ulw_trigger(user_prompt: str) -> Optional[dict]` (new pure-stdlib function in harness):\n   - Prefix: `raw.strip().lower().startswith((\"ulw \", \"ulw:\", \"/ulw \", \"ulw\\n\"))`.\n   - Strong signal: regex `\\bulw\\b` + verbs (\"start\", \"mode\", \"on\", \"begin\", \"activate\", \"ultrawork\") or standalone in short messages; combo rules (e.g., \"ulw hyperplan\" → mode=\"hyperplan\").\n   - Multilingual signals (table-driven, from OMO evidence): English \"ulw\"/\"ultrawork\", Korean equivalents (e.g., \"울트라\", \"ulw 시작\", \"초월작업\"), plus common variants for hyperplan/team/analyze as combo suppression.\n   - Parse objective = remainder (or whole prompt for strong signals). Return `{\"trigger\": \"prefix\"|\"signal\", \"objective\": \"...\", \"force_new\": bool, \"combo\": [...]}` or None.\n   - Idempotency/guard: if an active ultrawork run (via `find_active_runs()` or `current-ultrawork.json`) already matches the objective closely, treat as continuation (no new uid) unless \"new ulw\" or \"fresh\".\n\n2. If trigger and not already fully active in this context:\n   - Generate uid (e.g., `ultrawork-YYYYMMDD-HHMMSS-xxx`).\n   - **Create separated durable state** (the forcing step):\n     - Call (or inline) enhanced `ultrawork_create` logic.\n     - **Critically**: also instantiate `TeamRuntime(TeamStateStore(mode=\"ultrawork\", mode_id=uid)).create(...)` (see `lfg.py:2466`, `_get_mode_aware_base:2184` returning `STATE_DIR/runs/ultrawork-<uid>/`).\n     - This lands canonical OmO-style layout: `.lfg/state/runs/ultrawork-<uid>/run.json`, `teams/...`, `tasks.json`, `mailbox.json`, `boulder.json` linkage.\n     - Update `STATE_DIR/current-ultrawork.json` + legacy pointer + link to (or auto-create) ultragoal.\n     - Write initial tasks from objective (or parsed).\n   - Align paths: ultrawork_dir() in lfg.py (~661) will be updated to also ensure/populate the mode-aware `state/runs/` tree (or deprecate the flat `runs/ultrawork/*.json` in favor of per-run dirs for full parity). `find_active_runs()` (~113 in harness) already scans `STATE_DIR/runs` and will surface it.\n   - Set LFG_LAUNCHER=ulw branding implicitly via state.\n\n3. **Preamble generation + injection** (Sisyphus + IntentGate):\n   - New `build_sisyphus_intentgate_preamble(trigger, ultrawork_rec, run_dir, active_runs, boulder)` (in harness + mirrored lightweight version callable from lfg.py).\n   - Content (production-grade, authoritative, non-ignorable):\n     - \"You are now Sisyphus / Lina — the Discipline Orchestrator for this Ultrawork (LFG/OMO lineage). Never stop rolling the boulder.\"\n     - IntentGate: Classify the objective, output explicit intent, then **mandatory parallel delegation** using the OMO catalog (Sisyphus lead → Sisyphus-Junior / Hephaestus / Prometheus / Atlas / grok per `AGENT_ELIGIBILITY_REGISTRY` + `validateHyperplanComposition` patterns from port artifacts).\n     - Grok-4.3 specifics: high-reasoning banner, forced `task()` / `spawn` / tool use for delegation waves, verification-before-completion.\n     - References exact paths (`.lfg/state/runs/ultrawork-<uid>/...`), boulder schema, `ulw ultragoal checkpoint --id ...` (or ultrawork equivalent), evidence rules.\n     - Continuation contract: \"At end of every turn output updated boulder + next actions. Use TeamMailbox/Tasklist. Report via ulw commands.\"\n     - Model-aware table (Grok banner + forced call; future Gemini/others).\n   - Hook prints the full block (prepended) + any Lina protocol to stdout (as it already does for `build_aggressive_injection`).\n   - Secondary path: `get_active_harness_injection()` (~312 in lfg.py) + `harness/active_injection.txt` ensures spawned agents/workers also receive it.\n   - For explicit MCP/slash paths: the \"intent\" action or new `lfg ... preamble` subcommand returns the same text.\n\n4. **Enforcement + continuation (lifetime of the run):**\n   - Every subsequent hook event (UserPromptSubmit, PostToolUse, PreCompact, Stop, SessionStart) re-runs snapshot → if active ultrawork run present, full Sisyphus/Lina injection + boulder protocol fires automatically (no keyword needed again).\n   - PreCompact (~257 in harness) gets the special boulder handoff variant.\n   - `TeamRuntime` + mailbox/tasklist enforce delegation/evidence loops for workers (including native `spawn_subagent` Grok sub-agents branded as ULW).\n   - Completion: when all tasks verified + no pending + boulder closed → status=complete, optional archive.\n   - Cross-session: `current-ultrawork.json` + boulder + runs/ dir provide \"never stops\" resumption. `ulw` wrapper + `LFG_LAUNCHER=ulw` reinforce identity.\n   - Combo with existing: ultragoal-linked runs, hyperplan templates, ralph, etc. all continue to work; keyword can spawn a hyperplan-flavored ultrawork.\n\n**Interaction with all existing surfaces (no breakage, additive):**\n- **Natural language / chat**: Primary new path via keyword (the whole point).\n- **Slash (`lfg slash '/ulw ...'` or `/ultrawork`)**: Extended parser in `lfg.py:slash()` (~3592) creates state + (when in Grok context) can request preamble via MCP/harness.\n- **Skills** (`/ultrawork`, lfg skill): Unchanged invocation; docs updated to advertise \"or just say 'ulw <objective>' in chat for automatic Sisyphus activation\".\n- **MCP** (`grok_build_ultrawork`, `grok_build_omo_ulw` with action=\"intent\"/\"create\"): Enhanced to return preamble + trigger state creation; model can call them, but keyword provides the zero-tool \"magic\" prefix experience.\n- **plan / team / ultragoal / ralph / etc.**: If keyword present in their objective or after activation, harness + TeamRuntime pick it up. `ultragoal_spawn --hyperplan` already sets run_mode; keyword generalizes this.\n- **CLI (`lfg ultrawork ...`, `ulw ...`)**: Explicit path unchanged; can be used inside tmux panes spawned by keyword-activated runs. `detect_ulw_trigger` can live in lfg.py too for any future text surfaces.\n- **Hooks / boulder / TeamRuntime / spawn adapter**: Deeply integrated (harness already walks runs/, Lina protocol exists, ULW branding + checkpoint hints exist everywhere).\n- **Agents catalog / eligibility**: Sisyphus as default lead; delegation respects the registry (fully eligible leads, hyperplan roster rules).\n- **Continuation across everything**: Active run scanning + injection + state dirs guarantee it.\n\n### Key File + Call-Site Map (pre-implementation, per AGENTS.md requirement)\nBefore any edit, the following were mapped via `list_dir`, `grep`, `read_file` (multiple passes on lfg.py ~3700+ lines, harness, hooks.json, mcp, agents/*.json, docs/*, ARCHITECTURE, omo-*.md, smoke tests):\n\n**Primary edit targets (hook + detection/injection):**\n- `plugins/lfg/hooks/hooks.json` (UserPromptSubmit + PreCompact/Stop/SessionStart already route to harness).\n- `plugins/lfg/hooks/scripts/lfg-goal-harness.py` (main call sites: ~458 `main()`, ~469 `extract...`, ~503 `has_durable_goal` guard, ~507 `build_aggressive_injection`, ~113 `find_active_runs`, ~361 `compute_heuristic...`, new `detect_ulw_trigger` + activation block at top of main before snapshot, `build_sisyphus...` integrated into injection builder; also ~480 boulder extraction).\n\n**Runtime unification + explicit surfaces:**\n- `plugins/lfg/bin/lfg.py` (ultrawork_* at ~661 (create/update/show + dir), TeamStateStore/TeamRuntime at ~2189/2456 (create with mode), _get_mode_aware_base ~2184, slash ~3592 (add /ulw branch after /ultragoal), get_agent_prompt ~2090, build_worker_prompt ~607, team_create ~2944 and prompt assembly ~2986/3014, spawn_* ~2656, load_agent_definition ~2052, new `ensure_ultrawork_run` + `get_sisyphus_ulw_preamble` helpers callable by hook via subprocess or shared module, `detect_current_ultrawork`, RUNS_DIR/STATE_DIR alignment ~24).\n- `plugins/lfg/bin/lfg-mcp.py` (~1319 `grok_build_omo_ulw` \"intent\" action + create paths; ~85 tool defs).\n\n**Documentation + exposure:**\n- `plugins/lfg/skills/ultrawork/SKILL.md`, `plugins/lfg/docs/features/ultrawork-runtime.md` (user contract + \"keyword prefix support\").\n- `docs/ARCHITECTURE.md` (layer diagram + surfaces), `docs/agent-system/omo-parity-comparison.md` + `omo-runtime-implementation-plan.md` (Slice 9/10), `docs/agent-system/agent-definitions.md`.\n- `plugins/lfg/src/agents/sisyphus.json` (minor role/prompt hints), `src/agents/harness.toml`.\n\n**Verification + tests (must precede runtime changes per plan):**\n- `plugins/lfg/bin/self-test.sh`, `tests/smoke/test_grok_build_runtime.py` (new `test_ulw_keyword_trigger_*` assertions on state + injection strings).\n- `scripts/verify-*` (hook, state-schema, team, release gates), `docs/SMOKE.md`, `docs/TEST_RULES.md`.\n\n**Supporting (no or minimal change):**\n- `plugins/lfg/hooks/scripts/lfg-audit-hook.sh` (optional trigger logging).\n- `plugins/lfg/bin/ulw` (wrapper, already sets LFG_LAUNCHER).\n- Agent JSONs + catalog for Sisyphus lead + delegation targets.\n- Existing boulder/TeamMailbox/Tasklist for continuation.\n\n**Refactoring notes (to keep clean):** Factor tiny shared path/read_json/validate helpers into `plugins/lfg/bin/lfg_common.py` (still stdlib-only) so harness + lfg.py + mcp avoid duplication. ultrawork_create should grow an `ensure_team_run=True` flag that calls TeamRuntime.\n\n### Trade-offs of This Approach\n**Pros (why this is the coherent production-grade choice):**\n- **True early + automatic**: Keyword never reaches the model as raw user text when it should activate mode; preamble is authoritative system-level injection. Matches OMO \"ulw ulw with team mode on\" exactly.\n- **Leverages everything existing**: No new persistence, no new orchestration engine, harness already does 80% (Lina, active runs, boulder, events). TeamRuntime already declares ultrawork support. Minimal surface area.\n- **Strong durability/continuation + parity**: Forces the exact separated `runs/<mode>-<id>/` layout + boulder + checkpoint discipline. Works for Grok-native subagents, tmux workers, cross-session, PreCompact.\n- **Fail-open + safe**: Hook failures are silent (current contract); state writes are atomic + validated. No breakage to legacy CLI/skills/MCP.\n- **Full surface coverage**: Keyword (chat), slash, MCP, skills, explicit commands, and spawned agents all converge on the same state + preamble.\n- **Extensible**: Multilingual table, combo rules (ulw+hyperplan), model-specific banners, future \"transform\" hook type if Grok adds it.\n- **Testable & verifiable**: Deterministic local smoke via harness replay + lfg CLI; evidence strings for self-test/release gates.\n- **Grok-native**: Uses the plugin hook + spawn_adapter + MCP surfaces that the host actually provides.\n\n**Cons / risks (and mitigations):**\n- Hook timeout (8s) + stdin payload size: Detection + create must be <~1-2s and bounded. Mitigation: pure stdlib, early return, subprocess only for heavy lfg calls (or inline the small funcs), payload truncation already present.\n- State mutation from hook (race/partial write): Mitigation: idempotent uid generation, try/except everywhere, atomic write_json patterns already used, audit logging.\n- False positives on \"ulw\" token: Mitigation: prefix priority + verb/context signals + confidence heuristic (reuse existing ambiguity code); document escape (e.g., \"the variable ulw\").\n- Preamble length / injection reliability: Mitigation: secondary `active_injection.txt` consumption in all prompt paths; keep preamble focused + reference external state.\n- Path unification (flat ultrawork/ vs state/runs/): One-time migration in ultrawork_create + find_active_runs enhancement (backward compat kept).\n- Duplication for harness vs lfg.py: Addressed by small common module (acceptable; keeps \"no external deps\").\n- Not a full \"transform hook\" primitive (yet): Command hook + stdout is the current supported mechanism; design is forward-compatible.\n- Explicit vs implicit: Users who want pure CLI never see preamble (correct — preamble is chat-context only); explicit commands still create the durable state.\n\nThis is a single coherent, minimal-delta, high-parity design that makes \"just say ulw ...\" feel like real OMO inside Grok while preserving every existing LFG surface and the \"never stops\" durable engine.\n\n**Summary of proposed design**: Hook-centric IntentGate in the existing UserPromptSubmit harness (lfg-goal-harness.py + hooks.json) performs `detect_ulw_trigger` → `ultrawork_create` + `TeamRuntime.create(mode=\"ultrawork\")` for forced `.lfg/state/runs/ultrawork-<uid>/` state → `build_sisyphus_intentgate_preamble` stdout injection. All other surfaces (slash in lfg.py:3592, MCP omo_ulw:1319, prompt builders in lfg.py:2090/607, active-run walking in harness:113 and TeamRuntime:2466) are updated for consistency and continuation. Pros dominate for early activation, durability, and integration; risks are bounded by existing fail-open contracts and timeouts.\n\nThis completes the design task with full file/call-site specificity. (No code was edited; only exploration per project rules.)"}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:919:{"timestamp":1779167996,"method":"_x.ai/session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"subagent_finished","subagent_id":"019e3eab-10fd-7591-b8c0-463df6f03d14","child_session_id":"019e3eab-10fd-7591-b8c0-463df6f03d14","status":"completed","tool_calls":51,"turns":1,"duration_ms":134075,"output":"**Design: Full OMO-Style `ulw` Keyword Triggering as First-Class Grok-Native Activation in the LFG Grok Plugin (Candidate 2)**\n\n### Overview and Goals\nThe design makes the magic `ulw` (or `ultrawork`, `ulw mode`, `ulw ulw with team mode on`, `Sisyphus ultrawork`, \"enter full OMO ultrawork\", etc.) a **natural-language, first-class activation** inside Grok chat — exactly as in original OMO/OMX IntentGate bootstrap. \n\n- **Grok itself** (via its semantic understanding) detects the keyword and routes into Ultrawork/IntentGate mode.\n- Heavy reliance on **MCP tool contracts** (`grok_build_omo_ulw` + siblings) and **skill contracts** (SKILL.md files surfaced by the plugin system) for routing, state changes, preamble delivery, and orchestration.\n- No (or minimal) brittle string-matching inside Python runtimes for chat messages.\n- Achieves durable \"mode\" via state + per-turn injection (extending the existing goal harness), OMO agent hierarchy (Sisyphus lead + delegation), rich plan previews (from the new `plan` skill), and TeamRuntime modes.\n- Fully forward-compatible with real Grok `spawn_subagent` (currently manual-gate) and the OMO agent registry in `plugins/lfg/src/agents/`.\n- Preserves all existing CLI surfaces (`bin/ulw`, `lfg ultrawork`, explicit `lfg team create`, etc.).\n\nThis is **one coherent architecture** (Grok-semantic + MCP contract + durable state + harness injection). It directly addresses the ultrawork IntentGate item in the OMO port checklist (README + memory of `.lfg/ultragoal/omo-full-real-port...` artifacts) while aligning with the current hybrid-but-parity-focused runtime in `lfg.py` / `lfg-mcp.py`.\n\nI performed a full mapping (per AGENTS.md requirement for non-trivial work) using `list_dir`, `grep`, `read_file`, and targeted searches before synthesizing:\n\n**Mapped files / components (read and analyzed):**\n- Core runtime + state: `plugins/lfg/bin/lfg.py` (ultrawork_*, TeamRuntime/TeamStateStore/TeamMailbox/TeamTasklist with `mode=\"ultrawork\"|\"hyperplan\"`, ultragoal_spawn, spawn_agent/spawn_wave, get_active_harness_injection, load_omo_agent_registry / OMO_AGENT_REGISTRY / _OMO_REGISTRY_INDEX, resolve_omo_model_profile, prompt branding for ULW workers, CLI dispatch).\n- MCP surface: `plugins/lfg/bin/lfg-mcp.py` (TOOLS list including `grok_build_ultrawork`, `grok_build_omo_ulw` (actions: create/run/intent/hyperplan-sim/show), `grok_build_omo_team_create`, `grok_build_omo_agent_catalog`, `grok_build_plan`, etc.; handle_tool stubs for omo_ulw \"intent\").\n- Skills & contracts (the primary Grok routing surface): `plugins/lfg/skills/ultrawork/SKILL.md`, `plugins/lfg/skills/ultragoal/SKILL.md`, `plugins/lfg/skills/plan/SKILL.md` (rich `preview` + `render: {style:\"rich_card\", popup:true}`), `plugins/lfg/skills/team/SKILL.md`, `plugins/lfg/skills/lfg/SKILL.md`; `plugins/lfg/catalog/omx-skill-map.json` (ultrawork description + trigger phrases like in \"analyze\").\n- Plugin manifest & discovery: `plugins/lfg/.grok-plugin/plugin.json` (skills, agents, mcpServers), `plugins/lfg/.mcp.json` (lfg-harness → lfg-mcp.py).\n- State / durability: `.lfg/` conventions (ultrawork/, runs/<mode>-<id>/, state/current-*.json, ultragoal/ with boulder/ledger/goals, harness/active_injection.txt); TeamStateStore separated dirs.\n- OMO agents: `plugins/lfg/src/agents/{sisyphus.json, sisyphus-junior.json, prometheus.json, hephaestus.json, atlas.json, builtin-agents.json}` (metadata + categories; loaded by load_omo... and spawn); legacy/ for compat.\n- Hooks & injection (per-turn durability): `plugins/lfg/hooks/hooks.json` (UserPromptSubmit, PostToolUse, PreCompact etc. → lfg-goal-harness.*), `plugins/lfg/hooks/scripts/lfg-goal-harness.py` (boulder, ultragoal current, Ambiguity/Completion-Doubt gates, active_injection.txt), `lfg-goal-harness.sh`.\n- Docs & verification (for parity claims): `plugins/lfg/docs/features/ultrawork-runtime.md`, `plugins/lfg/docs/features/plan-runtime.md`, `docs/ARCHITECTURE.md`, `README.md` (IntentGate `ulw` bootstrap, magic entrypoints, \"ulw ulw with team mode on\"), `ROADMAP.md`, agent-system/ docs, scripts/verify-*.sh (including team/launch/hook ones), tests/smoke/test_grok_build_runtime.py.\n- Wrappers: `plugins/lfg/bin/ulw` (sets `LFG_LAUNCHER=ulw` + delegates to lfg.py), `plugins/lfg/bin/lfg`.\n- Related/parallel (not primary): `plugins/grok-harnessing/...` (similar bin/ulw + docs; deprioritized as lfg/ is the OMO-parity active tree per AGENTS.md + src/agents + MCP names).\n- Rust side (secondary, for core CLI/MCP stdio): `src/mcp/`, `src/agent/`, but plugin activation is Python + Grok surfaces.\n- No user/uncommitted changes observed that conflict.\n\nDirect callers/dependents: Grok chat (skill + MCP dispatch), `lfg`/`ulw` CLI, harness hooks, TeamRuntime consumers (ultragoal_spawn, team_create), doctor/status/hud, spawn paths, plan/preview consumers, OMO catalog + eligibility (from memory of port artifacts).\n\nExisting patterns followed: Skill-driven flows (ultragoal SKILL.md is the model), MCP-as-backend (subprocess to ulw/lfg --json), mode-separated durable state under `.lfg/runs/`, ULW branding + checkpoint protocol, rich preview self-contained objects, OMO registry + spawn_wave, harness injection for \"never stops\".\n\n### Coherent Architecture\n\n**1. Detection Strategy (Grok's understanding + MCP contracts, not runtime string hacks)**\n\n- **Primary path (Grok-native, semantic)**: The `ultrawork` skill contract (and catalog entry) explicitly teaches the model the trigger set. Grok's LLM sees the full SKILL.md (via plugin skill discovery) + tool descriptions. When a user message contains the `ulw` keyword (standalone, \"ulw [objective]\", \"ulw mode on\", \"full OMO ultrawork\", \"IntentGate ulw\", \"Sisyphus lead this as ulw\", \"ulw ulw with team mode on\", etc. — fuzzy, context-aware, case-insensitive), Grok **must**:\n  - Recognize it as first-class activation (parallel to how `/ultragoal` or \"analyze\" triggers are documented in their SKILL.md/catalog entries).\n  - Call MCP `grok_build_omo_ulw` (preferred entry) or `grok_build_ultrawork` with `action=\"intent\"` (or new `action=\"bootstrap\"` for clarity), passing `objective`, `deep`, `hyperplan`, `model`, etc.\n  - Follow the returned contract: adopt preamble, create state, possibly chain to plan/OMO team/spawn.\n  - This is \"Grok itself helps route\" — flexible, no false-positive regex, handles nuance (\"ulw the boulder\" vs. mention of the binary).\n\n- **Reinforcement / safety (lightweight, non-authoritative)**: `lfg-goal-harness.py` (on UserPromptSubmit etc.) does a cheap scan of the *current user prompt* for `ulw` token. If an active ulw state does *not* yet exist, it can suggest/ auto-call the MCP intent path (or write a marker). This catches edge cases where skill context is weak but is **never** the sole detector.\n\n- **Explicit fallback**: `/ultrawork`, `lfg ultrawork ...`, `ulw ...` continue to work exactly as today (MCP/CLI paths unchanged).\n\n- **MCP tools involved** (specific):\n  - `grok_build_omo_ulw` (already documented as \"OMO Ultrawork / ULW entrypoint... apply OMO IntentGate preambles (Sisyphus lead + parallel delegation)\"): primary. Enhance the \"intent\" arm.\n  - Supporting: `grok_build_ultrawork`, `grok_build_omo_team_create` (with `spec` using OMO names or \"hyperplan\"), `grok_build_omo_agent_catalog`, `grok_build_plan` (for preview), `grok_build_omo_doctor`.\n\n**2. Ultrawork Mode + Preamble Injection**\n\n- On `action=\"intent\"` (or bootstrap), the MCP handler in `lfg-mcp.py` calls a new (or extended) `ulw_intent_bootstrap` / `generate_omo_ulw_preamble` in `lfg.py`.\n- This function:\n  - Resolves/creates durable state (see below).\n  - Loads OMO registry (Sisyphus as lead orchestrator owning intent/Boulder, delegates via waves to prometheus (planning), hephaestus (deep), atlas (checklist/dependency), sisyphus-junior (category-bounded), builtin-agents (policy)).\n  - Constructs **full OMO-style preamble** (model-specific Grok-4.3 harness + \"ulw branding\" + SYSTEM DIRECTIVE (\"the boulder never stops... evidence + gates\"), delegation protocol (report via `ulw ultragoal checkpoint` or equivalent MCP `grok_build_omo_ulw` + mailbox), hyperplan 3-round adversarial if requested, IntentGate bootstrap text).\n  - Optionally pulls snippets from extended agent JSONs.\n  - Returns rich result: `{ok, ulw_id, preamble: \"<long authoritative block>\", state_path, linked_plan_preview?, suggested_mcp_calls: [\"grok_build_plan...\", \"grok_build_omo_team_create sisyphus...\"], render_hints}`.\n- Grok adopts the `preamble` (prints it or uses it as effective system directive for the run). The conversation becomes \"in Ultrawork mode\".\n- **Durable stickiness**: Harness (see state) re-injects (truncated) preamble + current ledger/boulder/task status on every turn. Matches existing `get_active_harness_injection` + goal harness pattern.\n- Mode ends via `cancel` skill/MCP or explicit `ulw` close (marks complete, optionally archives).\n\n**3. State Management for Durable Ultrawork Runs**\n\n- Primary location: `.lfg/ultrawork/<uid>/` (or `runs/ultrawork-<uid>/` for TeamRuntime consistency) + `state/current-ultrawork.json` pointer (reused/enhanced).\n- Contents (parity with ultragoal + OMO port artifacts):\n  - `intent.json` / `mode.json`: {id, objective, activated_at, preamble (or hash), active_omo_agents, status, hyperplan?, linked_ultragoal_id?, plan_id?}\n  - `boulder.json` (Sisyphus state: open_questions, blockers, next_actions, sisyphus_notes — reuse/extend existing ultragoal boulder code).\n  - `ledger.jsonl` (immutable checkpoints, evidence).\n  - `plan.md` + structured (if Prometheus involved).\n  - `teams/`, `mailbox/`, `tasks.json` via `TeamStateStore(mode=\"ultrawork\", mode_id=uid)`.\n  - `evidence/`, sub-runs.\n- `ultrawork_create/update/show` (and new `ulw_intent_activate`) in `lfg.py` + MCP wrappers write the same files.\n- `lfg doctor`, `lfg status`, `lfg hud`, `grok_build_omo_doctor` surface \"active ULW IntentGate + <uid>\".\n- Separated dirs + TeamRuntime already support this (see `if ... in (\"hyperplan\", \"ultrawork\")` paths). Extend for full OMO ledger/boulder under ultrawork/.\n\n**4. Interaction with Rich Plan Preview + OMO Agents**\n\n- **Plan preview**: In the skill flow for ulw activation (documented in updated ultrawork/SKILL.md), if planning or \"plan\" appears, Grok **must** call `grok_build_plan create` (or `lfg plan create`). The tool response includes the full `preview` object (`markdown` with task-list checkboxes, `steps`, `interactive`, `render: {style:\"rich_card\", popup:true, header, ...}`) + `markdown_content`. Grok renders the beautiful card/popup (as required by plan/SKILL.md) instead of raw dump. The preview can embed \"Spawn ULW/OMO team\" actions that trigger the next MCP calls. Ultrawork state links the plan id.\n- **OMO agents**: \n  - Activation flow starts with (or includes) `grok_build_omo_agent_catalog` (or `lfg agents list/inspect sisyphus --category deep`).\n  - Delegation uses `grok_build_omo_team_create` (spec with sisyphus:lead or hyperplan roster + providers=\"grok,subagent\") or direct `spawn_wave` + `spawn_agent` (which already enforces xai/grok-4.3 + ULW branding + category resolution + manual-gate records under `runs/spawns/`).\n  - Workers always get ULW identity (`LFG_LAUNCHER=ulw`, \"report via ulw ... checkpoint or MCP\", mailbox integration).\n  - Sisyphus owns the boulder/ledger; parallel waves + evidence verification + quality gates (ai-slop-cleaner + code-review + APPROVE) enforced as in ultragoal skill.\n\n**5. Files, MCP Tools, Skill Behavior — Specific Changes (Implementation Map)**\n\n- **Skill behavior (most important for \"Grok routes itself\")**:\n  - `plugins/lfg/skills/ultrawork/SKILL.md`: Expand dramatically (modeled on ultragoal/SKILL.md). Add sections: \"Keyword Activation (Grok-Native)\", \"IntentGate Bootstrap Flow\", \"Preamble Adoption + Mode Stickiness\", \"OMO Agent Hierarchy (Sisyphus leads...)\", \"Rich Plan Preview Integration\", \"Durable State + Reporting Protocol\", \"Exit / Cancel\". Make descriptions in catalog match trigger phrases.\n  - `plugins/lfg/catalog/omx-skill-map.json`: Update ultrawork `description` with explicit \"Use when user says 'ulw', 'ultrawork mode', ... (see full SKILL.md)\".\n  - Minor cross-refs in plan/team/ultragoal SKILL.mds.\n\n- **MCP tools**:\n  - `plugins/lfg/bin/lfg-mcp.py`: Replace the stub \"intent\" return in `grok_build_omo_ulw` with real call (e.g. to a Python entrypoint or `ulw --json ultrawork intent ...`). Return the full preamble + state + preview hints. Possibly register a dedicated `grok_build_ulw_activate` alias for clarity. Keep backward compat.\n\n- **Runtime (lfg.py)**:\n  - New/expanded: `ulw_intent_bootstrap`, `generate_omo_ulw_preamble` (pulls OMO registry + branding + Sisyphus directives), enhanced `ultrawork_*` to support `full_omo=True` / intent fields.\n  - Wire into existing `ultrawork` CLI path + TeamRuntime.\n  - Possibly expose `lfg ulw intent ...` or keep under `ultrawork`.\n\n- **Durability injection**:\n  - `plugins/lfg/hooks/scripts/lfg-goal-harness.py`: Extend `load_current...` + injection logic to also read current-ultrawork + its intent/boulder/ledger and prepend the ULW preamble block (with \"You are in active OMO Ultrawork IntentGate...\").\n\n- **Docs / agents / verification**:\n  - `plugins/lfg/docs/features/ultrawork-runtime.md`: Add \"Grok-Native Keyword + MCP IntentGate\" section + matrix.\n  - Optionally: `src/agents/*.json` (add `ulw_role`, `preamble_snippet` fields).\n  - Update ARCHITECTURE/README for \"ulw keyword IntentGate =ok\".\n  - Extend smoke/verify scripts for the new path (MCP simulation is sufficient).\n\n- **No changes needed** (or minimal): Core Rust MCP/stdio (Python is the plugin surface), existing ultrawork batch semantics, plan preview rendering contract.\n\n### Trade-offs\n\n**Pros**:\n- Maximally Grok-native and OMO-faithful: keyword is semantic (robust, user-friendly, \"magic\" like original), routing intelligence lives in the model guided by explicit contracts (skills/MCP) rather than hidden Python.\n- High reuse + low risk: leverages 90%+ existing (TeamRuntime modes, ultrawork state + current- pointers, harness injection pattern, OMO registry + spawn, rich preview self-contained objects, ULW branding/checkpoint protocol, MCP subprocess pattern). Achieves \"ulw ulw with team mode on\" + Sisyphus-led parallel delegation + Boulder/Ralph persistence.\n- Durable, observable, auditable: state + ledger + doctor + harness makes runs survive chat resets; everything tool-callable.\n- Excellent UX with plan previews + OMO agents: rich cards + named hierarchy feel production-grade.\n- Future-proof: works today (manual gate) and perfectly once real `spawn_subagent` + full eligibility contracts land.\n- Consistent across surfaces (chat keyword, /ultrawork, CLI `ulw`, MCP).\n\n**Cons / Mitigations**:\n- Skill doc length / context: Long SKILL.md could be truncated by plugin loader. **Mitigation**: Keep trigger table + \"MUST call MCP intent on ulw keyword\" concise at top; detailed flow in runtime.md + \"see ultrawork-runtime.md\". Test with real Grok.\n- Extra tool roundtrip on entry: Negligible for mode bootstrap (one-time).\n- Harness injection is best-effort (some Grok surfaces limit hook stdout). **Mitigation**: Primary adoption is conversational (Grok keeps preamble in thread state + explicit output); harness is reinforcement only. Verify scripts already cover hook limitations.\n- Over-trigger risk (Grok hallucinating ulw): Skill mandates clarification question on ambiguity (\"Enter full durable OMO Ultrawork IntentGate with Sisyphus lead?\"). Explicit cancel always available.\n- Preamble size: Truncate intelligently in injection (existing `max_chars` pattern).\n- Dual maintenance (lfg/ + grok-harnessing/): Scope design + impl to `plugins/lfg/` (the OMO parity tree); grok-harnessing is auxiliary.\n- Still gated on real spawn: Design explicitly documents \"manual_gate_required\" records and the forward path.\n\nThis design is complete, production-grade, specific (files + tools + behaviors), and directly implements the requested \"ulw as first-class Grok-native activation using MCP layer and skill contracts heavily\".\n\n**Summary**: Keyword detection = Grok (via enhanced ultrawork skill contract + catalog) + MCP `grok_build_omo_ulw action=intent` contract. Mode/preamble = generated OMO Sisyphus-led text returned by the tool + persisted + re-injected by extended harness. State = durable .lfg/ultrawork/<uid>/ + TeamRuntime(\"ultrawork\") + current pointer + boulder/ledger. Plan/OMO integration = explicit chaining to `grok_build_plan` (rich preview) + `grok_build_omo_*` + spawn. Trade-off: maximum native intelligence and reuse vs. reliance on skill context quality (mitigated).\n\nAll mapped files are ready for a follow-up implementation PR that touches only the listed surfaces while preserving every existing contract. This would ship the missing \"ultrawork-intentgate-impl=ok\" evidence string for the full OMO port. \n\n(References: All paths above are absolute from repo root in the current worktree.)"}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:920:{"timestamp":1779167999,"method":"_x.ai/session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"subagent_finished","subagent_id":"019e3eab-10fd-7591-b8c0-464b7ab8a71a","child_session_id":"019e3eab-10fd-7591-b8c0-464b7ab8a71a","status":"completed","tool_calls":54,"turns":1,"duration_ms":137300,"output":"**Coherent Architecture Proposal: Hybrid OMO-Style `ulw` Keyword Triggering for the LFG Grok Plugin (Candidate 3 of 3)**\n\n**Core Goal** (from task + project context in `AGENTS.md`, `README.md`, `ROADMAP.md`, `docs/ARCHITECTURE.md`, `docs/agent-system/omo-runtime-implementation-plan.md`, `docs/reference.md`, and code): Deliver the \"magic\" IntentGate bootstrap (`ulw` / `ultrawork` keyword + model-specific Grok preambles) as a first-class, production-grade entrypoint. This activates **Ultrawork mode** (durable batch/task state under `.lfg/runs/ultrawork/...` + `current-ultrawork.json`, mode-aware `TeamRuntime`/`TeamStateStore`/`TeamMailbox`/`TeamTasklist`, Boulder linkage) + **Sisyphus lead preamble** (orchestrator owning intent, dispatching via OMO catalog to Prometheus/Atlas/Hephaestus/Sisyphus-Junior/etc., evidence/verification discipline, `ulw ultragoal checkpoint` or MCP reporting).\n\nIt must be a **hybrid**:\n- **Flexible keyword detection** (natural language in Grok chat, explicit `ulw \"goal\"`, implicit \"ulw energy\" phrases) for the delightful chat UX.\n- **Strong runtime enforcement** (mandatory state changes, injection blocks that are loud/authoritative/fail-closed where possible, verification gates, plan preview requirement for non-trivial work, LFG_LAUNCHER=ulw identity branding for all workers).\n- **Full backward compatibility** with existing `bin/ulw` (identity wrapper), `bin/lfg`, `lfg ultrawork create/update/show`, `ultragoal spawn`, `team create`, slash surfaces, hooks, MCP (`grok_build_omo_ulw`), and legacy paths. No breakage for current callers.\n\nThis completes the \"Ultrawork IntentGate\" slice (referenced as already \"impl=ok\" aspirationally in `README.md` but only partially present as batch CLI + stubs; see `docs/agent-system/omo-runtime-implementation-plan.md:Slice 9` targeting `src/features/ultrawork.py` semantics + harness).\n\n**Key References Consulted (Mapping Before Design)**:\n- **Primary runtime**: `plugins/lfg/bin/lfg.py` (monolithic ~4.2k LOC central authority: argparse, `ultrawork_*` funcs at ~661+, `TeamRuntime` ~2453+, `ultragoal_spawn` ~489+, `slash` ~3592+, `lfg_launch`/`main` ~1979/3742+, `get_agent_prompt` + ULW branding ~2091+, `spawn_agent`/`resolve_omo_model_profile` ~2573+, OMO registry ~3216+, `mk_plan` ~1699+, harness injection points).\n- **Hook/IntentGate surface (chat detection)**: `plugins/lfg/hooks/scripts/lfg-goal-harness.py` (UserPromptSubmit handler, `extract_user_prompt_from_payload`, `get_goal_snapshot`, aggressive injection, Sisyphus/Lina lineage, ambiguity gate; already scans for ultrawork runs + writes to `HARNESS_DIR`).\n- **MCP exposure**: `plugins/lfg/bin/lfg-mcp.py` (~601 `grok_build_omo_ulw` with \"intent\" stub at ~1339 that currently just notes \"preamble handling... by lfg/ulw runtime\"; also calls `bin/ulw`).\n- **Launchers (backward compat + identity)**: `plugins/lfg/bin/ulw` (sets `LFG_LAUNCHER=ulw`, `GROK_PLUGIN_DATA`, execs `lfg.py`; duplicate legacy in `plugins/grok-harnessing/bin/ulw`), `plugins/lfg/bin/lfg`.\n- **State/Ultravork/Team**: `.lfg/` layout (separated `runs/ultrawork-<id>/`, `ultrawork/*.json`, Boulder in `ultragoal/`, `TeamStateStore._get_mode_aware_base` ~2176+).\n- **Plan preview + Prometheus tie-in**: `mk_plan`, `/plan` slash, OMO agents (`src/agents/prometheus.json` etc.), `ultragoal_spawn` seeding.\n- **Grok/xAI substrate (Responses API + multi-agent caution)**: `docs/reference.md` (stateful `previous_response_id`, function calling, no free named `spawn_subagent`; `grok-4.3` + reasoning levels from `OMO_CATEGORY_MODEL_PROFILES`; internal multi-agent model is beta/opaque—use as substrate only, not replacement for OMO hierarchy).\n- **Surfaces/docs/tests**: `plugins/lfg/skills/ultrawork/SKILL.md`, `plugins/lfg/docs/features/ultrawork-runtime.md`, `plugins/lfg/hooks/hooks.json` (UserPromptSubmit etc.), `tests/smoke/test_grok_build_runtime.py` (ULW alias tests ~519+, ultrawork ~614+), `docs/ARCHITECTURE.md` (current hybrid state), `docs/agent-system/omo-runtime-implementation-plan.md` (Slice 9 targets), `README.md`, `AGENTS.md`.\n- **Callers/dependents** (via subprocess + env): All verify scripts (`scripts/verify-*.sh`), smoke tests, global hook bridges (`scripts/install-lfg-global-hook-bridge.sh`), MCP tools (`grok_build_*`), skills. `LFG_LAUNCHER` propagates ULW branding into prompts/workers (e.g., ~610, ~2644, ~3057).\n- **No new files created** (per guidelines + \"prefer editing\"). All logic centralized or lightly duplicated for hook self-containment. Rust side (`src/`) unaffected except possible future Responses client usage for stateful handoffs.\n\n**One Coherent Architecture: \"IntentGate Hybrid\" (3-Layer Detection + State-First Activation + Preamble Enforcement)**\n\n**Layered Detection (Multiple, Redundant for Reliability + Defense-in-Depth)**:\n1. **Hook Layer (Primary for Chat — `UserPromptSubmit` etc.)** — Strongest for implicit/explicit in Grok conversation. In `lfg-goal-harness.py`:\n   - Extend `extract_user_prompt_from_payload()` + add `detect_ulw_intent(text: str) -> dict` (return `{ \"triggered\": bool, \"explicit\": bool, \"goal\": str|None, \"confidence\": float, \"reason\": \"...\" }`).\n   - Regex + heuristic (production-grade, no external NLP): \n     - Explicit: `re.search(r'(?i)^\\s*ulw[\\s:,\"\\'`]+(.+)|[\"\\']ulw[\"\\']\\s*[\"\\']([^\"\\']+)[\"\\']', text)` or `/ulw` after slash normalization; captures `\"goal\"` or following words.\n     - Implicit \"ulw energy\": `re.search(r'(?i)\\bulw\\b.*?(energy|mode|go|full|hard|swarm|it|this|now|activate|on|engage|push|boulder)', text)` or standalone \"ulw\" in context of action verbs + length > 10 chars. Lower confidence (0.6–0.85 threshold).\n     - Context filters: ignore in code blocks, \"ulw\" as var name, quoted non-commands, recent \"ulw status\" etc. Use existing `compute_heuristic_ambiguity` patterns + direct signals.\n   - On detection (before or alongside `get_goal_snapshot`): If confidence high or explicit, **immediately activate** (see below). Then emit loud injection block (current style, lines ~360+): authoritative Sisyphus preamble + \"ULW MODE ACTIVE\" + current ultrawork id + plan preview + \"report via `ulw ... checkpoint` or `grok_build_omo_ulw`\". Fail-open (as today).\n   - Also arm \"ulw continuation\" on Stop/PreCompact etc.\n\n2. **MCP / Tool Layer (Grok-Native Routing + Self-Correction)** — For model-driven or explicit tool use. Enhance `grok_build_omo_ulw` \"intent\" action (~1319–1341) in `lfg-mcp.py`:\n   - Accept `{\"action\": \"intent\", \"message\": \"...\", \"model\": \"grok-4.3\", \"explicit\": bool}`.\n   - Call `lfg --json ulw --detect-only` (new hidden path) or inline equivalent, then `activate_ulw_mode`.\n   - Return activation record + Sisyphus preamble snippet + `previous_response_id` hint for stateful continuation. Grok (via system instructions in preamble or skill) is told: \"On seeing ulw keyword, prefer calling this tool for clean activation.\"\n   - Ties directly to Responses API: activation can store/return a conversation thread id.\n\n3. **CLI / Launcher Layer (Explicit `ulw \"goal\"`, Full Backward + Magic UX)** — In `plugins/lfg/bin/lfg.py` `main()` (~4205) + `lfg_launch`:\n   - Before `p.parse_args`: \n     ```python\n     launcher = effective_launcher()  # already reads LFG_LAUNCHER\n     if launcher == \"ulw\" and len(argv or sys.argv) > 1:\n         first = (argv or sys.argv)[1]\n         known = {\"ultrawork\",\"team\",\"ultragoal\",\"spawn\",\"agents\",\"status\",\"doctor\",\"plan\",...}\n         if not first.startswith(\"-\") and first not in known:\n             goal = \" \".join((argv or sys.argv)[1:]).strip().strip('\"\\'')\n             # optional: if looks like subcmd, fall through\n             return emit(activate_ulw_mode(goal, explicit=True, launcher=\"ulw\"), json=...)\n     ```\n   - Register `ulw` subparser (for `lfg ulw \"goal\"` or `/ulw` via slash) delegating to same `activate_ulw_mode` (or `ulw_intent`).\n   - `bin/ulw` unchanged (still just env + exec); now gains first-class magic goal support without parser breakage.\n   - Also supports `ulw ultrawork ...` (normal path preserved).\n\n**Clean Activation of Ultrawork Mode + Sisyphus Preamble**:\n- New central (pure) helpers in `lfg.py` (callable from CLI/MCP/hook via subprocess or direct if same process):\n  - `detect_ulw_intent(text)` (shareable logic; harness duplicates minimal regex or calls `lfg --json --internal ulw-detect` for single-source).\n  - `activate_ulw_mode(goal: str, explicit: bool = True, cwd=..., link_ultragoal=True) -> dict`:\n    1. Ensure dirs; create/reuse ultrawork record (reuse `ultrawork_create` logic, or enhance for \"goal-only\" mode with auto-tasks from Sisyphus).\n    2. Set `current-ultrawork.json`; optionally create/link Boulder + ultragoal if none active (or reuse current).\n    3. If non-trivial (heuristic or Prometheus-eligible): call `mk_plan` (or dispatch to Prometheus agent via spawn) for **mandatory plan preview** (rich `.md` + structured JSON under `.lfg/plans/`). Return preview in activation result + injection.\n    4. Write activation metadata (timestamp, explicit/implicit, launcher, initial Sisyphus notes).\n    5. Return `{ \"ulw_id\": , \"mode\": \"ultrawork\", \"preamble\": full_text, \"plan_preview\": md, \"boulder_ref\": , \"next\": \"sisyphus dispatch or /team\" }`.\n- **Sisyphus Preamble** (injected): Base from legacy `lina-orchestrator.json` (Sisyphus lineage, \"never stop\", boulder, classification, delegation, verification) + modern OMO registry flavor:\n  ```\n  You are Sisyphus (lead orchestrator, ULW mode, LFG_LAUNCHER=ulw). ...\n  Current ultrawork: {id}. Objective: {goal}.\n  [Plan preview if present — review/revise then execute via Atlas waves or spawn.]\n  Always: use `ulw ultragoal checkpoint`, persist to Boulder, dispatch to OMO agents (Prometheus first for planning, etc.) via spawn/MCP/grok_build_omo_*.\n  Enforce evidence. This session is durable.\n  ```\n  Appended to all worker prompts (extend `get_agent_prompt`, `build_worker_prompt`).\n- **Enforcement**: State flag drives harness injections on every turn. \"Strong\" = injection is non-negotiable text; model must acknowledge in reasoning. On completion/block, require explicit checkpoint before exit. Ralph-loop style \"never stops\" continuation via existing harness.\n\n**Explicit `ulw \"goal\"` vs. Implicit \"ulw energy\" in Chat**:\n- Explicit (`ulw \"foo\"`, starts with ulw, `/ulw foo`, quoted goal): Immediate full activation + plan preview (if > trivial) + Sisyphus lead. High confidence.\n- Implicit (contains \"ulw energy\", \"let's ulw this hard\", \"ulw mode\", \"ulw go\", etc. in sentence): Detect, but:\n  - Soft-enter: Activate lightweight ultrawork + injection that says \"ULW energy detected — Sisyphus taking lead. Confirm with 'ulw proceed' or provide more details?\"\n  - Or auto-activate + low-priority note.\n  - Threshold + allow user toggle (`.lfg/config/ulw-keyword.json` or env `LFG_ULW_AUTO=0`).\n- Both feed the same activation path.\n\n**Integration with Responses API / Multi-Agent Work + Plan Preview**:\n- **Responses API**: Activation stores `initial_response_id` (if provided via MCP/context) in ultrawork record. Preamble instructs: \"For stateful delegation/hand-offs to sub-agents, prefer continuing with `previous_response_id` via available tools or direct xAI client where the runtime exposes it (see `docs/reference.md`).\" Future: Rust `models/client.rs` + Python adapter paths can consume this for direct API loops outside pure Grok chat.\n- **Multi-agent**: Preamble + `grok_build_omo_ulw` / `grok_build_omo_team_create` encourage OMO catalog delegation (Sisyphus spawns via `spawn_agent` adapter). For Grok's internal `grok-*-multi-agent` model (beta, leader+subs, reasoning.effort): optional via `--providers` or modelProfile, but **never claim \"native\" without verification** (per `docs/reference.md` anti-patterns). Primary is LFG's OMO + mailbox + MCP + tmux viz. Hyperplan (adversarial 3-round) already wired in team_create.\n- **Plan Preview**: Always on activation for scope > quick (reuse `mk_plan` + steps from Prometheus agent def). Returns rich preview (current md checkbox format) in result + first injection. User/model must \"proceed\" (explicit or via checkpoint) before full swarm/execution. Ties to `/plan` slash + existing preview popup support.\n- MCP \"intent\" becomes the bridge: Grok chat can trigger it, get preview + preamble back in one turn.\n\n**Migration Path (Incremental, Zero-Breakage)**:\n1. **Immediate (this change)**: Add detectors/activation/`ulw` handler + slash support + harness integration + MCP intent flesh-out. Existing `lfg ultrawork create`, `bin/ulw status`, team/ultragoal all 100% unchanged. Keyword is opt-in via detection (or always-on with config).\n2. **Docs + tests**: Update `ultrawork-runtime.md`, `SKILL.md`, `ARCHITECTURE.md` (\"IntentGate now live\"), smoke tests (assert detection + activation from prompt text + `ulw \"goal\"` CLI), release notes.\n3. **Adoption**: Users discover via `/ulw`, natural \"ulw ...\" in chat, or `ulw \"...\"` shell. Legacy CLI continues.\n4. **Later (post-M slice)**: Wire deeper into OMO spawn waves (replace manual_gate in adapter using stateful Responses where possible); make Sisyphus the default lead for all new ultrawork; deprecate non-ulw paths only after evidence; add user-facing `/ulw on|off` + doctor check.\n5. **Verification**: Extend `self-test.sh`, `test_grok_build_runtime.py`, `verify-state-schema.sh`, hook smoke scripts. New evidence strings: `ulw-intentgate-detection=ok`, `ulw-sisyphus-preamble-active=ok`, `ulw-plan-preview-enforced=ok`.\n6. **Config/Doctor**: `doctor` reports keyword status + active ulw sessions.\n\n**Concrete Implementation Locations (Exact Edits Proposed)**:\n- `plugins/lfg/bin/lfg.py`: \n  - Add `detect_ulw_intent`, `activate_ulw_mode`, `ulw_intent` / `build_sisyphus_ulw_preamble` near ultrawork_* (~661) and team (~2930).\n  - Special-case in `main` (~4205) + `ulw` subparser registration.\n  - Wire into `slash` (~3592, add /ulw case), `lfg_launch` (status now mentions active ulw), `get_agent_prompt` / branding.\n  - Call `mk_plan` + plan preview logic from activation.\n  - Update `ultrawork_create` to accept goal-only path.\n  - ~10–15 small edits + new helpers (all in one file).\n- `plugins/lfg/bin/lfg-mcp.py`: Flesh out \"intent\" branch (~1339); delegate to `ulw --json` or direct activation result. Update tool schema description.\n- `plugins/lfg/hooks/scripts/lfg-goal-harness.py`: Add `detect_ulw_intent` (lite copy or subprocess), call activation on UserPromptSubmit extract, extend injection generator with Sisyphus block (~360 area) + ultrawork snapshot.\n- `plugins/lfg/bin/ulw` + `plugins/lfg/bin/lfg`: No change (or tiny comment).\n- `plugins/lfg/skills/ultrawork/SKILL.md` + `plugins/lfg/docs/features/ultrawork-runtime.md`: Expand user contract to include keyword chat usage + plan preview.\n- `docs/ARCHITECTURE.md` (Current Runtime section + surfaces), `docs/agent-system/omo-runtime-implementation-plan.md` (mark Slice 9 complete, add verification commands), `README.md` (example usage).\n- Tests: `tests/smoke/test_grok_build_runtime.py` (new methods for keyword activation, CLI `ulw \"goal\"`, harness simulation).\n- Optional light touches: hook bridge install scripts (comments), `doctor` output.\n\n**Pros / Cons**:\n**Pros**:\n- True hybrid: chat-flexible (\"magic\" OMO entry as advertised in README) + ironclad runtime (state + injection + preview + checkpoints = real Sisyphus discipline, never \"just preamble\").\n- Excellent backward compat + incremental migration (existing surfaces untouched; `LFG_LAUNCHER=ulw` identity preserved for all workers).\n- Leverages existing primitives perfectly (harness injection, TeamRuntime modes, mk_plan, OMO registry, MCP stubs, Responses substrate per `docs/reference.md`).\n- Production-grade: multi-layer detection (redundancy), confidence/heuristics, explicit toggle, evidence strings, plan enforcement, durable `.lfg/` linkage.\n- Enables full OMO loop in Grok chat with minimal host changes.\n- Respects xAI limits (no over-claim on native multi-agent spawning).\n\n**Cons**:\n- Detection heuristics require tuning (false positives on casual \"ulw\" mentions — mitigated by context filters + confirmation paths; still needs ongoing maintenance).\n- Monolithic `lfg.py` grows (acceptable; matches current style); harness duplication for detector (or subprocess indirection adds latency).\n- Hook injection power is double-edged (Grok may sometimes deprioritize; current harness already solves this with \"aggressive\" design).\n- Plan preview + activation adds turns/latency for simple cases (configurable \"quick mode\" mitigates).\n- Full stateful Responses handoff across agents still gated by adapter progress (design prepares the path without over-promising).\n- More surface area for verification (but aligns with existing smoke/release gates).\n\nThis design is complete, concrete, and directly realizable by editing the mapped files while honoring all project constraints (no new files, OMO parity, Grok-native via Responses + catalog, ULW identity, etc.). It makes `ulw` the canonical \"ulw ulw with team mode on\" bootstrap exactly as intended in the ultragoal and Phase 2 port.\n\n**Next (if approved)**: Implement via targeted `search_replace` on the listed locations, starting with detectors + activation in `lfg.py`, then harness + MCP. All changes would be accompanied by updated tests/docs + evidence strings. \n\nAbsolute paths referenced above are from the current workspace root. This proposal was derived only after full mapping via directory listings, targeted greps, and reads of every critical file."}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:922:{"timestamp":1779167999,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"tool_call_update","toolCallId":"call-0c91310f-c6bc-48bc-a3f6-6adeab6209b7-158","status":"completed","content":[{"type":"content","content":{"type":"text","text":"**Design for full OMO-style `ulw` keyword triggering in the LFG Grok plugin (Candidate 1 architecture)**\n\n### Overview and Goals\nThe design delivers **early, automatic, production-grade activation** of Ultrawork mode exactly as described in the OMO port context (from session memory and ROADMAP/ARCHITECTURE): \n\n- Detect `ulw` as **prefix** (e.g., `ulw implement X with full verification`) **or strong signal** (standalone \"ulw\", \"ultrawork mode\", \"ulw on\", multilingual equivalents).\n- Auto-activate **Ultrawork mode**.\n- Inject a **Sisyphus (Lina) + IntentGate preamble** (orchestrator role, intent classification, mandatory parallel delegation to eligible agents per the registry, model-aware banners/tool forcing for Grok-4.3, verification/evidence loop, boulder maintenance).\n- **Force separated durable state** under the canonical `.lfg/runs/...` (or aligned `state/runs/ultrawork-<uid>/`) pattern using `TeamStateStore`/`TeamRuntime` (mode=\"ultrawork\") + existing ultrawork records + current pointers + boulder.\n- **Strong continuation**: active-run detection, Lina protocol injection, PreCompact boulder handoff, SessionStart reload, compaction guards, and `ulw ... checkpoint` reporting keep the session alive across turns, windows, sessions, and compactions.\n\nThis is **chat-native** (natural language inside Grok) while remaining fully compatible with explicit surfaces (`lfg ultrawork`, `ulw`, `/ultrawork`, MCP `grok_build_*`, `ultragoal spawn --hyperplan`, skills, slash, `team create`).\n\nIt is **hook-driven** (matching OMO's `chat.message` / first-user-text transform + IntentGate) and leverages the existing LFG harness + TeamRuntime foundation rather than inventing parallel machinery.\n\n### Core Architecture: \"IntentGate Hook + Ultrawork Activator\" (Hook-First, Fail-Open, Monolithic-Runtime-Backed)\n\n**Detection site (primary and only early point):**  \n`plugins/lfg/hooks/scripts/lfg-goal-harness.py` (the UserPromptSubmit harness, already the aggressive per-turn injector and Lina protocol home). Registered via `plugins/lfg/hooks/hooks.json` (UserPromptSubmit entry, already present, timeout=8s).\n\n- Why here (not skill/MCP/runtime/CLI)? \n  - Earliest reliable access to **raw user prompt text** (via `extract_user_prompt_from_payload()` reading the Grok hook stdin payload; keys like `prompt`/`user_prompt`/`input`/`message`/`text` + raw fallback).\n  - Hook runs **before** the model sees the turn → preamble can be prepended cleanly via stdout (Grok hook runner honors this for injection).\n  - Already has `get_goal_snapshot()`, `find_active_runs()`, boulder logic, ambiguity heuristics, and event awareness (UserPromptSubmit, PostToolUse, PreCompact, Stop, SessionStart, etc.).\n  - Matches OMO \"first-user-text keyword detection (multilingual) + chat.message transform hook\" exactly.\n  - Other surfaces (skills, MCP calls, explicit `lfg`/`ulw` CLI, slash) are **post-detection** or explicit; they can still trigger activation via the same helpers.\n\n- Secondary/compatibility sites (for explicit paths + spawned agents):\n  - `plugins/lfg/bin/lfg.py:slash()` (new `/ulw` and `/ultrawork` branches, modeled on the existing `/ultragoal` handler at ~3614).\n  - `plugins/lfg/bin/lfg-mcp.py:handle_tool()` for `grok_build_omo_ulw` (the \"intent\" action at ~1339 and new/expanded paths).\n  - `plugins/lfg/bin/lfg.py` prompt builders (`get_agent_prompt` ~2090, `build_worker_prompt` ~607, team member prompt assembly ~2986 and ~3014) + `spawn_agent`/`spawn_wave` for ensuring preamble context reaches sub-agents.\n  - `lfg.py` internal helpers for CLI consistency (new lightweight `detect_ulw_trigger` + `ensure_ultrawork_run`).\n\n**Activation + enforcement flow (when detection fires):**\n1. `detect_ulw_trigger(user_prompt: str) -> Optional[dict]` (new pure-stdlib function in harness):\n   - Prefix: `raw.strip().lower().startswith((\"ulw \", \"ulw:\", \"/ulw \", \"ulw\\n\"))`.\n   - Strong signal: regex `\\bulw\\b` + verbs (\"start\", \"mode\", \"on\", \"begin\", \"activate\", \"ultrawork\") or standalone in short messages; combo rules (e.g., \"ulw hyperplan\" → mode=\"hyperplan\").\n   - Multilingual signals (table-driven, from OMO evidence): English \"ulw\"/\"ultrawork\", Korean equivalents (e.g., \"울트라\", \"ulw 시작\", \"초월작업\"), plus common variants for hyperplan/team/analyze as combo suppression.\n   - Parse objective = remainder (or whole prompt for strong signals). Return `{\"trigger\": \"prefix\"|\"signal\", \"objective\": \"...\", \"force_new\": bool, \"combo\": [...]}` or None.\n   - Idempotency/guard: if an active ultrawork run (via `find_active_runs()` or `current-ultrawork.json`) already matches the objective closely, treat as continuation (no new uid) unless \"new ulw\" or \"fresh\".\n\n2. If trigger and not already fully active in this context:\n   - Generate uid (e.g., `ultrawork-YYYYMMDD-HHMMSS-xxx`).\n   - **Create separated durable state** (the forcing step):\n     - Call (or inline) enhanced `ultrawork_create` logic.\n     - **Critically**: also instantiate `TeamRuntime(TeamStateStore(mode=\"ultrawork\", mode_id=uid)).create(...)` (see `lfg.py:2466`, `_get_mode_aware_base:2184` returning `STATE_DIR/runs/ultrawork-<uid>/`).\n     - This lands canonical OmO-style layout: `.lfg/state/runs/ultrawork-<uid>/run.json`, `teams/...`, `tasks.json`, `mailbox.json`, `boulder.json` linkage.\n     - Update `STATE_DIR/current-ultrawork.json` + legacy pointer + link to (or auto-create) ultragoal.\n     - Write initial tasks from objective (or parsed).\n   - Align paths: ultrawork_dir() in lfg.py (~661) will be updated to also ensure/populate the mode-aware `state/runs/` tree (or deprecate the flat `runs/ultrawork/*.json` in favor of per-run dirs for full parity). `find_active_runs()` (~113 in harness) already scans `STATE_DIR/runs` and will surface it.\n   - Set LFG_LAUNCHER=ulw branding implicitly via state.\n\n3. **Preamble generation + injection** (Sisyphus + IntentGate):\n   - New `build_sisyphus_intentgate_preamble(trigger, ultrawork_rec, run_dir, active_runs, boulder)` (in harness + mirrored lightweight version callable from lfg.py).\n   - Content (production-grade, authoritative, non-ignorable):\n     - \"You are now Sisyphus / Lina — the Discipline Orchestrator for this Ultrawork (LFG/OMO lineage). Never stop rolling the boulder.\"\n     - IntentGate: Classify the objective, output explicit intent, then **mandatory parallel delegation** using the OMO catalog (Sisyphus lead → Sisyphus-Junior / Hephaestus / Prometheus / Atlas / grok per `AGENT_ELIGIBILITY_REGISTRY` + `validateHyperplanComposition` patterns from port artifacts).\n     - Grok-4.3 specifics: high-reasoning banner, forced `task()` / `spawn` / tool use for delegation waves, verification-before-completion.\n     - References exact paths (`.lfg/state/runs/ultrawork-<uid>/...`), boulder schema, `ulw ultragoal checkpoint --id ...` (or ultrawork equivalent), evidence rules.\n     - Continuation contract: \"At end of every turn output updated boulder + next actions. Use TeamMailbox/Tasklist. Report via ulw commands.\"\n     - Model-aware table (Grok banner + forced call; future Gemini/others).\n   - Hook prints the full block (prepended) + any Lina protocol to stdout (as it already does for `build_aggressive_injection`).\n   - Secondary path: `get_active_harness_injection()` (~312 in lfg.py) + `harness/active_injection.txt` ensures spawned agents/workers also receive it.\n   - For explicit MCP/slash paths: the \"intent\" action or new `lfg ... preamble` subcommand returns the same text.\n\n4. **Enforcement + continuation (lifetime of the run):**\n   - Every subsequent hook event (UserPromptSubmit, PostToolUse, PreCompact, Stop, SessionStart) re-runs snapshot → if active ultrawork run present, full Sisyphus/Lina injection + boulder protocol fires automatically (no keyword needed again).\n   - PreCompact (~257 in harness) gets the special boulder handoff variant.\n   - `TeamRuntime` + mailbox/tasklist enforce delegation/evidence loops for workers (including native `spawn_subagent` Grok sub-agents branded as ULW).\n   - Completion: when all tasks verified + no pending + boulder closed → status=complete, optional archive.\n   - Cross-session: `current-ultrawork.json` + boulder + runs/ dir provide \"never stops\" resumption. `ulw` wrapper + `LFG_LAUNCHER=ulw` reinforce identity.\n   - Combo with existing: ultragoal-linked runs, hyperplan templates, ralph, etc. all continue to work; keyword can spawn a hyperplan-flavored ultrawork.\n\n**Interaction with all existing surfaces (no breakage, additive):**\n- **Natural language / chat**: Primary new path via keyword (the whole point).\n- **Slash (`lfg slash '/ulw ...'` or `/ultrawork`)**: Extended parser in `lfg.py:slash()` (~3592) creates state + (when in Grok context) can request preamble via MCP/harness.\n- **Skills** (`/ultrawork`, lfg skill): Unchanged invocation; docs updated to advertise \"or just say 'ulw <objective>' in chat for automatic Sisyphus activation\".\n- **MCP** (`grok_build_ultrawork`, `grok_build_omo_ulw` with action=\"intent\"/\"create\"): Enhanced to return preamble + trigger state creation; model can call them, but keyword provides the zero-tool \"magic\" prefix experience.\n- **plan / team / ultragoal / ralph / etc.**: If keyword present in their objective or after activation, harness + TeamRuntime pick it up. `ultragoal_spawn --hyperplan` already sets run_mode; keyword generalizes this.\n- **CLI (`lfg ultrawork ...`, `ulw ...`)**: Explicit path unchanged; can be used inside tmux panes spawned by keyword-activated runs. `detect_ulw_trigger` can live in lfg.py too for any future text surfaces.\n- **Hooks / boulder / TeamRuntime / spawn adapter**: Deeply integrated (harness already walks runs/, Lina protocol exists, ULW branding + checkpoint hints exist everywhere).\n- **Agents catalog / eligibility**: Sisyphus as default lead; delegation respects the registry (fully eligible leads, hyperplan roster rules).\n- **Continuation across everything**: Active run scanning + injection + state dirs guarantee it.\n\n### Key File + Call-Site Map (pre-implementation, per AGENTS.md requirement)\nBefore any edit, the following were mapped via `list_dir`, `grep`, `read_file` (multiple passes on lfg.py ~3700+ lines, harness, hooks.json, mcp, agents/*.json, docs/*, ARCHITECTURE, omo-*.md, smoke tests):\n\n**Primary edit targets (hook + detection/injection):**\n- `plugins/lfg/hooks/hooks.json` (UserPromptSubmit + PreCompact/Stop/SessionStart already route to harness).\n- `plugins/lfg/hooks/scripts/lfg-goal-harness.py` (main call sites: ~458 `main()`, ~469 `extract...`, ~503 `has_durable_goal` guard, ~507 `build_aggressive_injection`, ~113 `find_active_runs`, ~361 `compute_heuristic...`, new `detect_ulw_trigger` + activation block at top of main before snapshot, `build_sisyphus...` integrated into injection builder; also ~480 boulder extraction).\n\n**Runtime unification + explicit surfaces:**\n- `plugins/lfg/bin/lfg.py` (ultrawork_* at ~661 (create/update/show + dir), TeamStateStore/TeamRuntime at ~2189/2456 (create with mode), _get_mode_aware_base ~2184, slash ~3592 (add /ulw branch after /ultragoal), get_agent_prompt ~2090, build_worker_prompt ~607, team_create ~2944 and prompt assembly ~2986/3014, spawn_* ~2656, load_agent_definition ~2052, new `ensure_ultrawork_run` + `get_sisyphus_ulw_preamble` helpers callable by hook via subprocess or shared module, `detect_current_ultrawork`, RUNS_DIR/STATE_DIR alignment ~24).\n- `plugins/lfg/bin/lfg-mcp.py` (~1319 `grok_build_omo_ulw` \"intent\" action + create paths; ~85 tool defs).\n\n**Documentation + exposure:**\n- `plugins/lfg/skills/ultrawork/SKILL.md`, `plugins/lfg/docs/features/ultrawork-runtime.md` (user contract + \"keyword prefix support\").\n- `docs/ARCHITECTURE.md` (layer diagram + surfaces), `docs/agent-system/omo-parity-comparison.md` + `omo-runtime-implementation-plan.md` (Slice 9/10), `docs/agent-system/agent-definitions.md`.\n- `plugins/lfg/src/agents/sisyphus.json` (minor role/prompt hints), `src/agents/harness.toml`.\n\n**Verification + tests (must precede runtime changes per plan):**\n- `plugins/lfg/bin/self-test.sh`, `tests/smoke/test_grok_build_runtime.py` (new `test_ulw_keyword_trigger_*` assertions on state + injection strings).\n- `scripts/verify-*` (hook, state-schema, team, release gates), `docs/SMOKE.md`, `docs/TEST_RULES.md`.\n\n**Supporting (no or minimal change):**\n- `plugins/lfg/hooks/scripts/lfg-audit-hook.sh` (optional trigger logging).\n- `plugins/lfg/bin/ulw` (wrapper, already sets LFG_LAUNCHER).\n- Agent JSONs + catalog for Sisyphus lead + delegation targets.\n- Existing boulder/TeamMailbox/Tasklist for continuation.\n\n**Refactoring notes (to keep clean):** Factor tiny shared path/read_json/validate helpers into `plugins/lfg/bin/lfg_common.py` (still stdlib-only) so harness + lfg.py + mcp avoid duplication. ultrawork_create should grow an `ensure_team_run=True` flag that calls TeamRuntime.\n\n### Trade-offs of This Approach\n**Pros (why this is the coherent production-grade choice):**\n- **True early + automatic**: Keyword never reaches the model as raw user text when it should activate mode; preamble is authoritative system-level injection. Matches OMO \"ulw ulw with team mode on\" exactly.\n- **Leverages everything existing**: No new persistence, no new orchestration engine, harness already does 80% (Lina, active runs, boulder, events). TeamRuntime already declares ultrawork support. Minimal surface area.\n- **Strong durability/continuation + parity**: Forces the exact separated `runs/<mode>-<id>/` layout + boulder + checkpoint discipline. Works for Grok-native subagents, tmux workers, cross-session, PreCompact.\n- **Fail-open + safe**: Hook failures are silent (current contract); state writes are atomic + validated. No breakage to legacy CLI/skills/MCP.\n- **Full surface coverage**: Keyword (chat), slash, MCP, skills, explicit commands, and spawned agents all converge on the same state + preamble.\n- **Extensible**: Multilingual table, combo rules (ulw+hyperplan), model-specific banners, future \"transform\" hook type if Grok adds it.\n- **Testable & verifiable**: Deterministic local smoke via harness replay + lfg CLI; evidence strings for self-test/release gates.\n- **Grok-native**: Uses the plugin hook + spawn_adapter + MCP surfaces that the host actually provides.\n\n**Cons / risks (and mitigations):**\n- Hook timeout (8s) + stdin payload size: Detection + create must be <~1-2s and bounded. Mitigation: pure stdlib, early return, subprocess only for heavy lfg calls (or inline the small funcs), payload truncation already present.\n- State mutation from hook (race/partial write): Mitigation: idempotent uid generation, try/except everywhere, atomic write_json patterns already used, audit logging.\n- False positives on \"ulw\" token: Mitigation: prefix priority + verb/context signals + confidence heuristic (reuse existing ambiguity code); document escape (e.g., \"the variable ulw\").\n- Preamble length / injection reliability: Mitigation: secondary `active_injection.txt` consumption in all prompt paths; keep preamble focused + reference external state.\n- Path unification (flat ultrawork/ vs state/runs/): One-time migration in ultrawork_create + find_active_runs enhancement (backward compat kept).\n- Duplication for harness vs lfg.py: Addressed by small common module (acceptable; keeps \"no external deps\").\n- Not a full \"transform hook\" primitive (yet): Command hook + stdout is the current supported mechanism; design is forward-compatible.\n- Explicit vs implicit: Users who want pure CLI never see preamble (correct — preamble is chat-context only); explicit commands still create the durable state.\n\nThis is a single coherent, minimal-delta, high-parity design that makes \"just say ulw ...\" feel like real OMO inside Grok while preserving every existing LFG surface and the \"never stops\" durable engine.\n\n**Summary of proposed design**: Hook-centric IntentGate in the existing UserPromptSubmit harness (lfg-goal-harness.py + hooks.json) performs `detect_ulw_trigger` → `ultrawork_create` + `TeamRuntime.create(mode=\"ultrawork\")` for forced `.lfg/state/runs/ultrawork-<uid>/` state → `build_sisyphus_intentgate_preamble` stdout injection. All other surfaces (slash in lfg.py:3592, MCP omo_ulw:1319, prompt builders in lfg.py:2090/607, active-run walking in harness:113 and TeamRuntime:2466) are updated for consistency and continuation. Pros dominate for early activation, durability, and integration; risks are bounded by existing fail-open contracts and timeouts.\n\nThis completes the design task with full file/call-site specificity. (No code was edited; only exploration per project rules.)\n\n<subagent_meta>id=019e3eab-10fd-7591-b8c0-4622a6f4e1c5, type=general-purpose, tool_calls=53, turns=1, duration_ms=117731</subagent_meta>\n\n<subagent_result>\nsubagent_id: 019e3eab-10fd-7591-b8c0-4622a6f4e1c5\nsubagent_type: general-purpose\nTo continue this subagent's conversation, use resume_from=\"019e3eab-10fd-7591-b8c0-4622a6f4e1c5\".\n</subagent_result>"}}],"rawOutput":{"type":"SubagentCompleted","output":"**Design for full OMO-style `ulw` keyword triggering in the LFG Grok plugin (Candidate 1 architecture)**\n\n### Overview and Goals\nThe design delivers **early, automatic, production-grade activation** of Ultrawork mode exactly as described in the OMO port context (from session memory and ROADMAP/ARCHITECTURE): \n\n- Detect `ulw` as **prefix** (e.g., `ulw implement X with full verification`) **or strong signal** (standalone \"ulw\", \"ultrawork mode\", \"ulw on\", multilingual equivalents).\n- Auto-activate **Ultrawork mode**.\n- Inject a **Sisyphus (Lina) + IntentGate preamble** (orchestrator role, intent classification, mandatory parallel delegation to eligible agents per the registry, model-aware banners/tool forcing for Grok-4.3, verification/evidence loop, boulder maintenance).\n- **Force separated durable state** under the canonical `.lfg/runs/...` (or aligned `state/runs/ultrawork-<uid>/`) pattern using `TeamStateStore`/`TeamRuntime` (mode=\"ultrawork\") + existing ultrawork records + current pointers + boulder.\n- **Strong continuation**: active-run detection, Lina protocol injection, PreCompact boulder handoff, SessionStart reload, compaction guards, and `ulw ... checkpoint` reporting keep the session alive across turns, windows, sessions, and compactions.\n\nThis is **chat-native** (natural language inside Grok) while remaining fully compatible with explicit surfaces (`lfg ultrawork`, `ulw`, `/ultrawork`, MCP `grok_build_*`, `ultragoal spawn --hyperplan`, skills, slash, `team create`).\n\nIt is **hook-driven** (matching OMO's `chat.message` / first-user-text transform + IntentGate) and leverages the existing LFG harness + TeamRuntime foundation rather than inventing parallel machinery.\n\n### Core Architecture: \"IntentGate Hook + Ultrawork Activator\" (Hook-First, Fail-Open, Monolithic-Runtime-Backed)\n\n**Detection site (primary and only early point):**  \n`plugins/lfg/hooks/scripts/lfg-goal-harness.py` (the UserPromptSubmit harness, already the aggressive per-turn injector and Lina protocol home). Registered via `plugins/lfg/hooks/hooks.json` (UserPromptSubmit entry, already present, timeout=8s).\n\n- Why here (not skill/MCP/runtime/CLI)? \n  - Earliest reliable access to **raw user prompt text** (via `extract_user_prompt_from_payload()` reading the Grok hook stdin payload; keys like `prompt`/`user_prompt`/`input`/`message`/`text` + raw fallback).\n  - Hook runs **before** the model sees the turn → preamble can be prepended cleanly via stdout (Grok hook runner honors this for injection).\n  - Already has `get_goal_snapshot()`, `find_active_runs()`, boulder logic, ambiguity heuristics, and event awareness (UserPromptSubmit, PostToolUse, PreCompact, Stop, SessionStart, etc.).\n  - Matches OMO \"first-user-text keyword detection (multilingual) + chat.message transform hook\" exactly.\n  - Other surfaces (skills, MCP calls, explicit `lfg`/`ulw` CLI, slash) are **post-detection** or explicit; they can still trigger activation via the same helpers.\n\n- Secondary/compatibility sites (for explicit paths + spawned agents):\n  - `plugins/lfg/bin/lfg.py:slash()` (new `/ulw` and `/ultrawork` branches, modeled on the existing `/ultragoal` handler at ~3614).\n  - `plugins/lfg/bin/lfg-mcp.py:handle_tool()` for `grok_build_omo_ulw` (the \"intent\" action at ~1339 and new/expanded paths).\n  - `plugins/lfg/bin/lfg.py` prompt builders (`get_agent_prompt` ~2090, `build_worker_prompt` ~607, team member prompt assembly ~2986 and ~3014) + `spawn_agent`/`spawn_wave` for ensuring preamble context reaches sub-agents.\n  - `lfg.py` internal helpers for CLI consistency (new lightweight `detect_ulw_trigger` + `ensure_ultrawork_run`).\n\n**Activation + enforcement flow (when detection fires):**\n1. `detect_ulw_trigger(user_prompt: str) -> Optional[dict]` (new pure-stdlib function in harness):\n   - Prefix: `raw.strip().lower().startswith((\"ulw \", \"ulw:\", \"/ulw \", \"ulw\\n\"))`.\n   - Strong signal: regex `\\bulw\\b` + verbs (\"start\", \"mode\", \"on\", \"begin\", \"activate\", \"ultrawork\") or standalone in short messages; combo rules (e.g., \"ulw hyperplan\" → mode=\"hyperplan\").\n   - Multilingual signals (table-driven, from OMO evidence): English \"ulw\"/\"ultrawork\", Korean equivalents (e.g., \"울트라\", \"ulw 시작\", \"초월작업\"), plus common variants for hyperplan/team/analyze as combo suppression.\n   - Parse objective = remainder (or whole prompt for strong signals). Return `{\"trigger\": \"prefix\"|\"signal\", \"objective\": \"...\", \"force_new\": bool, \"combo\": [...]}` or None.\n   - Idempotency/guard: if an active ultrawork run (via `find_active_runs()` or `current-ultrawork.json`) already matches the objective closely, treat as continuation (no new uid) unless \"new ulw\" or \"fresh\".\n\n2. If trigger and not already fully active in this context:\n   - Generate uid (e.g., `ultrawork-YYYYMMDD-HHMMSS-xxx`).\n   - **Create separated durable state** (the forcing step):\n     - Call (or inline) enhanced `ultrawork_create` logic.\n     - **Critically**: also instantiate `TeamRuntime(TeamStateStore(mode=\"ultrawork\", mode_id=uid)).create(...)` (see `lfg.py:2466`, `_get_mode_aware_base:2184` returning `STATE_DIR/runs/ultrawork-<uid>/`).\n     - This lands canonical OmO-style layout: `.lfg/state/runs/ultrawork-<uid>/run.json`, `teams/...`, `tasks.json`, `mailbox.json`, `boulder.json` linkage.\n     - Update `STATE_DIR/current-ultrawork.json` + legacy pointer + link to (or auto-create) ultragoal.\n     - Write initial tasks from objective (or parsed).\n   - Align paths: ultrawork_dir() in lfg.py (~661) will be updated to also ensure/populate the mode-aware `state/runs/` tree (or deprecate the flat `runs/ultrawork/*.json` in favor of per-run dirs for full parity). `find_active_runs()` (~113 in harness) already scans `STATE_DIR/runs` and will surface it.\n   - Set LFG_LAUNCHER=ulw branding implicitly via state.\n\n3. **Preamble generation + injection** (Sisyphus + IntentGate):\n   - New `build_sisyphus_intentgate_preamble(trigger, ultrawork_rec, run_dir, active_runs, boulder)` (in harness + mirrored lightweight version callable from lfg.py).\n   - Content (production-grade, authoritative, non-ignorable):\n     - \"You are now Sisyphus / Lina — the Discipline Orchestrator for this Ultrawork (LFG/OMO lineage). Never stop rolling the boulder.\"\n     - IntentGate: Classify the objective, output explicit intent, then **mandatory parallel delegation** using the OMO catalog (Sisyphus lead → Sisyphus-Junior / Hephaestus / Prometheus / Atlas / grok per `AGENT_ELIGIBILITY_REGISTRY` + `validateHyperplanComposition` patterns from port artifacts).\n     - Grok-4.3 specifics: high-reasoning banner, forced `task()` / `spawn` / tool use for delegation waves, verification-before-completion.\n     - References exact paths (`.lfg/state/runs/ultrawork-<uid>/...`), boulder schema, `ulw ultragoal checkpoint --id ...` (or ultrawork equivalent), evidence rules.\n     - Continuation contract: \"At end of every turn output updated boulder + next actions. Use TeamMailbox/Tasklist. Report via ulw commands.\"\n     - Model-aware table (Grok banner + forced call; future Gemini/others).\n   - Hook prints the full block (prepended) + any Lina protocol to stdout (as it already does for `build_aggressive_injection`).\n   - Secondary path: `get_active_harness_injection()` (~312 in lfg.py) + `harness/active_injection.txt` ensures spawned agents/workers also receive it.\n   - For explicit MCP/slash paths: the \"intent\" action or new `lfg ... preamble` subcommand returns the same text.\n\n4. **Enforcement + continuation (lifetime of the run):**\n   - Every subsequent hook event (UserPromptSubmit, PostToolUse, PreCompact, Stop, SessionStart) re-runs snapshot → if active ultrawork run present, full Sisyphus/Lina injection + boulder protocol fires automatically (no keyword needed again).\n   - PreCompact (~257 in harness) gets the special boulder handoff variant.\n   - `TeamRuntime` + mailbox/tasklist enforce delegation/evidence loops for workers (including native `spawn_subagent` Grok sub-agents branded as ULW).\n   - Completion: when all tasks verified + no pending + boulder closed → status=complete, optional archive.\n   - Cross-session: `current-ultrawork.json` + boulder + runs/ dir provide \"never stops\" resumption. `ulw` wrapper + `LFG_LAUNCHER=ulw` reinforce identity.\n   - Combo with existing: ultragoal-linked runs, hyperplan templates, ralph, etc. all continue to work; keyword can spawn a hyperplan-flavored ultrawork.\n\n**Interaction with all existing surfaces (no breakage, additive):**\n- **Natural language / chat**: Primary new path via keyword (the whole point).\n- **Slash (`lfg slash '/ulw ...'` or `/ultrawork`)**: Extended parser in `lfg.py:slash()` (~3592) creates state + (when in Grok context) can request preamble via MCP/harness.\n- **Skills** (`/ultrawork`, lfg skill): Unchanged invocation; docs updated to advertise \"or just say 'ulw <objective>' in chat for automatic Sisyphus activation\".\n- **MCP** (`grok_build_ultrawork`, `grok_build_omo_ulw` with action=\"intent\"/\"create\"): Enhanced to return preamble + trigger state creation; model can call them, but keyword provides the zero-tool \"magic\" prefix experience.\n- **plan / team / ultragoal / ralph / etc.**: If keyword present in their objective or after activation, harness + TeamRuntime pick it up. `ultragoal_spawn --hyperplan` already sets run_mode; keyword generalizes this.\n- **CLI (`lfg ultrawork ...`, `ulw ...`)**: Explicit path unchanged; can be used inside tmux panes spawned by keyword-activated runs. `detect_ulw_trigger` can live in lfg.py too for any future text surfaces.\n- **Hooks / boulder / TeamRuntime / spawn adapter**: Deeply integrated (harness already walks runs/, Lina protocol exists, ULW branding + checkpoint hints exist everywhere).\n- **Agents catalog / eligibility**: Sisyphus as default lead; delegation respects the registry (fully eligible leads, hyperplan roster rules).\n- **Continuation across everything**: Active run scanning + injection + state dirs guarantee it.\n\n### Key File + Call-Site Map (pre-implementation, per AGENTS.md requirement)\nBefore any edit, the following were mapped via `list_dir`, `grep`, `read_file` (multiple passes on lfg.py ~3700+ lines, harness, hooks.json, mcp, agents/*.json, docs/*, ARCHITECTURE, omo-*.md, smoke tests):\n\n**Primary edit targets (hook + detection/injection):**\n- `plugins/lfg/hooks/hooks.json` (UserPromptSubmit + PreCompact/Stop/SessionStart already route to harness).\n- `plugins/lfg/hooks/scripts/lfg-goal-harness.py` (main call sites: ~458 `main()`, ~469 `extract...`, ~503 `has_durable_goal` guard, ~507 `build_aggressive_injection`, ~113 `find_active_runs`, ~361 `compute_heuristic...`, new `detect_ulw_trigger` + activation block at top of main before snapshot, `build_sisyphus...` integrated into injection builder; also ~480 boulder extraction).\n\n**Runtime unification + explicit surfaces:**\n- `plugins/lfg/bin/lfg.py` (ultrawork_* at ~661 (create/update/show + dir), TeamStateStore/TeamRuntime at ~2189/2456 (create with mode), _get_mode_aware_base ~2184, slash ~3592 (add /ulw branch after /ultragoal), get_agent_prompt ~2090, build_worker_prompt ~607, team_create ~2944 and prompt assembly ~2986/3014, spawn_* ~2656, load_agent_definition ~2052, new `ensure_ultrawork_run` + `get_sisyphus_ulw_preamble` helpers callable by hook via subprocess or shared module, `detect_current_ultrawork`, RUNS_DIR/STATE_DIR alignment ~24).\n- `plugins/lfg/bin/lfg-mcp.py` (~1319 `grok_build_omo_ulw` \"intent\" action + create paths; ~85 tool defs).\n\n**Documentation + exposure:**\n- `plugins/lfg/skills/ultrawork/SKILL.md`, `plugins/lfg/docs/features/ultrawork-runtime.md` (user contract + \"keyword prefix support\").\n- `docs/ARCHITECTURE.md` (layer diagram + surfaces), `docs/agent-system/omo-parity-comparison.md` + `omo-runtime-implementation-plan.md` (Slice 9/10), `docs/agent-system/agent-definitions.md`.\n- `plugins/lfg/src/agents/sisyphus.json` (minor role/prompt hints), `src/agents/harness.toml`.\n\n**Verification + tests (must precede runtime changes per plan):**\n- `plugins/lfg/bin/self-test.sh`, `tests/smoke/test_grok_build_runtime.py` (new `test_ulw_keyword_trigger_*` assertions on state + injection strings).\n- `scripts/verify-*` (hook, state-schema, team, release gates), `docs/SMOKE.md`, `docs/TEST_RULES.md`.\n\n**Supporting (no or minimal change):**\n- `plugins/lfg/hooks/scripts/lfg-audit-hook.sh` (optional trigger logging).\n- `plugins/lfg/bin/ulw` (wrapper, already sets LFG_LAUNCHER).\n- Agent JSONs + catalog for Sisyphus lead + delegation targets.\n- Existing boulder/TeamMailbox/Tasklist for continuation.\n\n**Refactoring notes (to keep clean):** Factor tiny shared path/read_json/validate helpers into `plugins/lfg/bin/lfg_common.py` (still stdlib-only) so harness + lfg.py + mcp avoid duplication. ultrawork_create should grow an `ensure_team_run=True` flag that calls TeamRuntime.\n\n### Trade-offs of This Approach\n**Pros (why this is the coherent production-grade choice):**\n- **True early + automatic**: Keyword never reaches the model as raw user text when it should activate mode; preamble is authoritative system-level injection. Matches OMO \"ulw ulw with team mode on\" exactly.\n- **Leverages everything existing**: No new persistence, no new orchestration engine, harness already does 80% (Lina, active runs, boulder, events). TeamRuntime already declares ultrawork support. Minimal surface area.\n- **Strong durability/continuation + parity**: Forces the exact separated `runs/<mode>-<id>/` layout + boulder + checkpoint discipline. Works for Grok-native subagents, tmux workers, cross-session, PreCompact.\n- **Fail-open + safe**: Hook failures are silent (current contract); state writes are atomic + validated. No breakage to legacy CLI/skills/MCP.\n- **Full surface coverage**: Keyword (chat), slash, MCP, skills, explicit commands, and spawned agents all converge on the same state + preamble.\n- **Extensible**: Multilingual table, combo rules (ulw+hyperplan), model-specific banners, future \"transform\" hook type if Grok adds it.\n- **Testable & verifiable**: Deterministic local smoke via harness replay + lfg CLI; evidence strings for self-test/release gates.\n- **Grok-native**: Uses the plugin hook + spawn_adapter + MCP surfaces that the host actually provides.\n\n**Cons / risks (and mitigations):**\n- Hook timeout (8s) + stdin payload size: Detection + create must be <~1-2s and bounded. Mitigation: pure stdlib, early return, subprocess only for heavy lfg calls (or inline the small funcs), payload truncation already present.\n- State mutation from hook (race/partial write): Mitigation: idempotent uid generation, try/except everywhere, atomic write_json patterns already used, audit logging.\n- False positives on \"ulw\" token: Mitigation: prefix priority + verb/context signals + confidence heuristic (reuse existing ambiguity code); document escape (e.g., \"the variable ulw\").\n- Preamble length / injection reliability: Mitigation: secondary `active_injection.txt` consumption in all prompt paths; keep preamble focused + reference external state.\n- Path unification (flat ultrawork/ vs state/runs/): One-time migration in ultrawork_create + find_active_runs enhancement (backward compat kept).\n- Duplication for harness vs lfg.py: Addressed by small common module (acceptable; keeps \"no external deps\").\n- Not a full \"transform hook\" primitive (yet): Command hook + stdout is the current supported mechanism; design is forward-compatible.\n- Explicit vs implicit: Users who want pure CLI never see preamble (correct — preamble is chat-context only); explicit commands still create the durable state.\n\nThis is a single coherent, minimal-delta, high-parity design that makes \"just say ulw ...\" feel like real OMO inside Grok while preserving every existing LFG surface and the \"never stops\" durable engine.\n\n**Summary of proposed design**: Hook-centric IntentGate in the existing UserPromptSubmit harness (lfg-goal-harness.py + hooks.json) performs `detect_ulw_trigger` → `ultrawork_create` + `TeamRuntime.create(mode=\"ultrawork\")` for forced `.lfg/state/runs/ultrawork-<uid>/` state → `build_sisyphus_intentgate_preamble` stdout injection. All other surfaces (slash in lfg.py:3592, MCP omo_ulw:1319, prompt builders in lfg.py:2090/607, active-run walking in harness:113 and TeamRuntime:2466) are updated for consistency and continuation. Pros dominate for early activation, durability, and integration; risks are bounded by existing fail-open contracts and timeouts.\n\nThis completes the design task with full file/call-site specificity. 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/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:923:{"timestamp":1779167999,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"tool_call_update","toolCallId":"call-0c91310f-c6bc-48bc-a3f6-6adeab6209b7-159","status":"completed","content":[{"type":"content","content":{"type":"text","text":"**Design: Full OMO-Style `ulw` Keyword Triggering as First-Class Grok-Native Activation in the LFG Grok Plugin (Candidate 2)**\n\n### Overview and Goals\nThe design makes the magic `ulw` (or `ultrawork`, `ulw mode`, `ulw ulw with team mode on`, `Sisyphus ultrawork`, \"enter full OMO ultrawork\", etc.) a **natural-language, first-class activation** inside Grok chat — exactly as in original OMO/OMX IntentGate bootstrap. \n\n- **Grok itself** (via its semantic understanding) detects the keyword and routes into Ultrawork/IntentGate mode.\n- Heavy reliance on **MCP tool contracts** (`grok_build_omo_ulw` + siblings) and **skill contracts** (SKILL.md files surfaced by the plugin system) for routing, state changes, preamble delivery, and orchestration.\n- No (or minimal) brittle string-matching inside Python runtimes for chat messages.\n- Achieves durable \"mode\" via state + per-turn injection (extending the existing goal harness), OMO agent hierarchy (Sisyphus lead + delegation), rich plan previews (from the new `plan` skill), and TeamRuntime modes.\n- Fully forward-compatible with real Grok `spawn_subagent` (currently manual-gate) and the OMO agent registry in `plugins/lfg/src/agents/`.\n- Preserves all existing CLI surfaces (`bin/ulw`, `lfg ultrawork`, explicit `lfg team create`, etc.).\n\nThis is **one coherent architecture** (Grok-semantic + MCP contract + durable state + harness injection). It directly addresses the ultrawork IntentGate item in the OMO port checklist (README + memory of `.lfg/ultragoal/omo-full-real-port...` artifacts) while aligning with the current hybrid-but-parity-focused runtime in `lfg.py` / `lfg-mcp.py`.\n\nI performed a full mapping (per AGENTS.md requirement for non-trivial work) using `list_dir`, `grep`, `read_file`, and targeted searches before synthesizing:\n\n**Mapped files / components (read and analyzed):**\n- Core runtime + state: `plugins/lfg/bin/lfg.py` (ultrawork_*, TeamRuntime/TeamStateStore/TeamMailbox/TeamTasklist with `mode=\"ultrawork\"|\"hyperplan\"`, ultragoal_spawn, spawn_agent/spawn_wave, get_active_harness_injection, load_omo_agent_registry / OMO_AGENT_REGISTRY / _OMO_REGISTRY_INDEX, resolve_omo_model_profile, prompt branding for ULW workers, CLI dispatch).\n- MCP surface: `plugins/lfg/bin/lfg-mcp.py` (TOOLS list including `grok_build_ultrawork`, `grok_build_omo_ulw` (actions: create/run/intent/hyperplan-sim/show), `grok_build_omo_team_create`, `grok_build_omo_agent_catalog`, `grok_build_plan`, etc.; handle_tool stubs for omo_ulw \"intent\").\n- Skills & contracts (the primary Grok routing surface): `plugins/lfg/skills/ultrawork/SKILL.md`, `plugins/lfg/skills/ultragoal/SKILL.md`, `plugins/lfg/skills/plan/SKILL.md` (rich `preview` + `render: {style:\"rich_card\", popup:true}`), `plugins/lfg/skills/team/SKILL.md`, `plugins/lfg/skills/lfg/SKILL.md`; `plugins/lfg/catalog/omx-skill-map.json` (ultrawork description + trigger phrases like in \"analyze\").\n- Plugin manifest & discovery: `plugins/lfg/.grok-plugin/plugin.json` (skills, agents, mcpServers), `plugins/lfg/.mcp.json` (lfg-harness → lfg-mcp.py).\n- State / durability: `.lfg/` conventions (ultrawork/, runs/<mode>-<id>/, state/current-*.json, ultragoal/ with boulder/ledger/goals, harness/active_injection.txt); TeamStateStore separated dirs.\n- OMO agents: `plugins/lfg/src/agents/{sisyphus.json, sisyphus-junior.json, prometheus.json, hephaestus.json, atlas.json, builtin-agents.json}` (metadata + categories; loaded by load_omo... and spawn); legacy/ for compat.\n- Hooks & injection (per-turn durability): `plugins/lfg/hooks/hooks.json` (UserPromptSubmit, PostToolUse, PreCompact etc. → lfg-goal-harness.*), `plugins/lfg/hooks/scripts/lfg-goal-harness.py` (boulder, ultragoal current, Ambiguity/Completion-Doubt gates, active_injection.txt), `lfg-goal-harness.sh`.\n- Docs & verification (for parity claims): `plugins/lfg/docs/features/ultrawork-runtime.md`, `plugins/lfg/docs/features/plan-runtime.md`, `docs/ARCHITECTURE.md`, `README.md` (IntentGate `ulw` bootstrap, magic entrypoints, \"ulw ulw with team mode on\"), `ROADMAP.md`, agent-system/ docs, scripts/verify-*.sh (including team/launch/hook ones), tests/smoke/test_grok_build_runtime.py.\n- Wrappers: `plugins/lfg/bin/ulw` (sets `LFG_LAUNCHER=ulw` + delegates to lfg.py), `plugins/lfg/bin/lfg`.\n- Related/parallel (not primary): `plugins/grok-harnessing/...` (similar bin/ulw + docs; deprioritized as lfg/ is the OMO-parity active tree per AGENTS.md + src/agents + MCP names).\n- Rust side (secondary, for core CLI/MCP stdio): `src/mcp/`, `src/agent/`, but plugin activation is Python + Grok surfaces.\n- No user/uncommitted changes observed that conflict.\n\nDirect callers/dependents: Grok chat (skill + MCP dispatch), `lfg`/`ulw` CLI, harness hooks, TeamRuntime consumers (ultragoal_spawn, team_create), doctor/status/hud, spawn paths, plan/preview consumers, OMO catalog + eligibility (from memory of port artifacts).\n\nExisting patterns followed: Skill-driven flows (ultragoal SKILL.md is the model), MCP-as-backend (subprocess to ulw/lfg --json), mode-separated durable state under `.lfg/runs/`, ULW branding + checkpoint protocol, rich preview self-contained objects, OMO registry + spawn_wave, harness injection for \"never stops\".\n\n### Coherent Architecture\n\n**1. Detection Strategy (Grok's understanding + MCP contracts, not runtime string hacks)**\n\n- **Primary path (Grok-native, semantic)**: The `ultrawork` skill contract (and catalog entry) explicitly teaches the model the trigger set. Grok's LLM sees the full SKILL.md (via plugin skill discovery) + tool descriptions. When a user message contains the `ulw` keyword (standalone, \"ulw [objective]\", \"ulw mode on\", \"full OMO ultrawork\", \"IntentGate ulw\", \"Sisyphus lead this as ulw\", \"ulw ulw with team mode on\", etc. — fuzzy, context-aware, case-insensitive), Grok **must**:\n  - Recognize it as first-class activation (parallel to how `/ultragoal` or \"analyze\" triggers are documented in their SKILL.md/catalog entries).\n  - Call MCP `grok_build_omo_ulw` (preferred entry) or `grok_build_ultrawork` with `action=\"intent\"` (or new `action=\"bootstrap\"` for clarity), passing `objective`, `deep`, `hyperplan`, `model`, etc.\n  - Follow the returned contract: adopt preamble, create state, possibly chain to plan/OMO team/spawn.\n  - This is \"Grok itself helps route\" — flexible, no false-positive regex, handles nuance (\"ulw the boulder\" vs. mention of the binary).\n\n- **Reinforcement / safety (lightweight, non-authoritative)**: `lfg-goal-harness.py` (on UserPromptSubmit etc.) does a cheap scan of the *current user prompt* for `ulw` token. If an active ulw state does *not* yet exist, it can suggest/ auto-call the MCP intent path (or write a marker). This catches edge cases where skill context is weak but is **never** the sole detector.\n\n- **Explicit fallback**: `/ultrawork`, `lfg ultrawork ...`, `ulw ...` continue to work exactly as today (MCP/CLI paths unchanged).\n\n- **MCP tools involved** (specific):\n  - `grok_build_omo_ulw` (already documented as \"OMO Ultrawork / ULW entrypoint... apply OMO IntentGate preambles (Sisyphus lead + parallel delegation)\"): primary. Enhance the \"intent\" arm.\n  - Supporting: `grok_build_ultrawork`, `grok_build_omo_team_create` (with `spec` using OMO names or \"hyperplan\"), `grok_build_omo_agent_catalog`, `grok_build_plan` (for preview), `grok_build_omo_doctor`.\n\n**2. Ultrawork Mode + Preamble Injection**\n\n- On `action=\"intent\"` (or bootstrap), the MCP handler in `lfg-mcp.py` calls a new (or extended) `ulw_intent_bootstrap` / `generate_omo_ulw_preamble` in `lfg.py`.\n- This function:\n  - Resolves/creates durable state (see below).\n  - Loads OMO registry (Sisyphus as lead orchestrator owning intent/Boulder, delegates via waves to prometheus (planning), hephaestus (deep), atlas (checklist/dependency), sisyphus-junior (category-bounded), builtin-agents (policy)).\n  - Constructs **full OMO-style preamble** (model-specific Grok-4.3 harness + \"ulw branding\" + SYSTEM DIRECTIVE (\"the boulder never stops... evidence + gates\"), delegation protocol (report via `ulw ultragoal checkpoint` or equivalent MCP `grok_build_omo_ulw` + mailbox), hyperplan 3-round adversarial if requested, IntentGate bootstrap text).\n  - Optionally pulls snippets from extended agent JSONs.\n  - Returns rich result: `{ok, ulw_id, preamble: \"<long authoritative block>\", state_path, linked_plan_preview?, suggested_mcp_calls: [\"grok_build_plan...\", \"grok_build_omo_team_create sisyphus...\"], render_hints}`.\n- Grok adopts the `preamble` (prints it or uses it as effective system directive for the run). The conversation becomes \"in Ultrawork mode\".\n- **Durable stickiness**: Harness (see state) re-injects (truncated) preamble + current ledger/boulder/task status on every turn. Matches existing `get_active_harness_injection` + goal harness pattern.\n- Mode ends via `cancel` skill/MCP or explicit `ulw` close (marks complete, optionally archives).\n\n**3. State Management for Durable Ultrawork Runs**\n\n- Primary location: `.lfg/ultrawork/<uid>/` (or `runs/ultrawork-<uid>/` for TeamRuntime consistency) + `state/current-ultrawork.json` pointer (reused/enhanced).\n- Contents (parity with ultragoal + OMO port artifacts):\n  - `intent.json` / `mode.json`: {id, objective, activated_at, preamble (or hash), active_omo_agents, status, hyperplan?, linked_ultragoal_id?, plan_id?}\n  - `boulder.json` (Sisyphus state: open_questions, blockers, next_actions, sisyphus_notes — reuse/extend existing ultragoal boulder code).\n  - `ledger.jsonl` (immutable checkpoints, evidence).\n  - `plan.md` + structured (if Prometheus involved).\n  - `teams/`, `mailbox/`, `tasks.json` via `TeamStateStore(mode=\"ultrawork\", mode_id=uid)`.\n  - `evidence/`, sub-runs.\n- `ultrawork_create/update/show` (and new `ulw_intent_activate`) in `lfg.py` + MCP wrappers write the same files.\n- `lfg doctor`, `lfg status`, `lfg hud`, `grok_build_omo_doctor` surface \"active ULW IntentGate + <uid>\".\n- Separated dirs + TeamRuntime already support this (see `if ... in (\"hyperplan\", \"ultrawork\")` paths). Extend for full OMO ledger/boulder under ultrawork/.\n\n**4. Interaction with Rich Plan Preview + OMO Agents**\n\n- **Plan preview**: In the skill flow for ulw activation (documented in updated ultrawork/SKILL.md), if planning or \"plan\" appears, Grok **must** call `grok_build_plan create` (or `lfg plan create`). The tool response includes the full `preview` object (`markdown` with task-list checkboxes, `steps`, `interactive`, `render: {style:\"rich_card\", popup:true, header, ...}`) + `markdown_content`. Grok renders the beautiful card/popup (as required by plan/SKILL.md) instead of raw dump. The preview can embed \"Spawn ULW/OMO team\" actions that trigger the next MCP calls. Ultrawork state links the plan id.\n- **OMO agents**: \n  - Activation flow starts with (or includes) `grok_build_omo_agent_catalog` (or `lfg agents list/inspect sisyphus --category deep`).\n  - Delegation uses `grok_build_omo_team_create` (spec with sisyphus:lead or hyperplan roster + providers=\"grok,subagent\") or direct `spawn_wave` + `spawn_agent` (which already enforces xai/grok-4.3 + ULW branding + category resolution + manual-gate records under `runs/spawns/`).\n  - Workers always get ULW identity (`LFG_LAUNCHER=ulw`, \"report via ulw ... checkpoint or MCP\", mailbox integration).\n  - Sisyphus owns the boulder/ledger; parallel waves + evidence verification + quality gates (ai-slop-cleaner + code-review + APPROVE) enforced as in ultragoal skill.\n\n**5. Files, MCP Tools, Skill Behavior — Specific Changes (Implementation Map)**\n\n- **Skill behavior (most important for \"Grok routes itself\")**:\n  - `plugins/lfg/skills/ultrawork/SKILL.md`: Expand dramatically (modeled on ultragoal/SKILL.md). Add sections: \"Keyword Activation (Grok-Native)\", \"IntentGate Bootstrap Flow\", \"Preamble Adoption + Mode Stickiness\", \"OMO Agent Hierarchy (Sisyphus leads...)\", \"Rich Plan Preview Integration\", \"Durable State + Reporting Protocol\", \"Exit / Cancel\". Make descriptions in catalog match trigger phrases.\n  - `plugins/lfg/catalog/omx-skill-map.json`: Update ultrawork `description` with explicit \"Use when user says 'ulw', 'ultrawork mode', ... (see full SKILL.md)\".\n  - Minor cross-refs in plan/team/ultragoal SKILL.mds.\n\n- **MCP tools**:\n  - `plugins/lfg/bin/lfg-mcp.py`: Replace the stub \"intent\" return in `grok_build_omo_ulw` with real call (e.g. to a Python entrypoint or `ulw --json ultrawork intent ...`). Return the full preamble + state + preview hints. Possibly register a dedicated `grok_build_ulw_activate` alias for clarity. Keep backward compat.\n\n- **Runtime (lfg.py)**:\n  - New/expanded: `ulw_intent_bootstrap`, `generate_omo_ulw_preamble` (pulls OMO registry + branding + Sisyphus directives), enhanced `ultrawork_*` to support `full_omo=True` / intent fields.\n  - Wire into existing `ultrawork` CLI path + TeamRuntime.\n  - Possibly expose `lfg ulw intent ...` or keep under `ultrawork`.\n\n- **Durability injection**:\n  - `plugins/lfg/hooks/scripts/lfg-goal-harness.py`: Extend `load_current...` + injection logic to also read current-ultrawork + its intent/boulder/ledger and prepend the ULW preamble block (with \"You are in active OMO Ultrawork IntentGate...\").\n\n- **Docs / agents / verification**:\n  - `plugins/lfg/docs/features/ultrawork-runtime.md`: Add \"Grok-Native Keyword + MCP IntentGate\" section + matrix.\n  - Optionally: `src/agents/*.json` (add `ulw_role`, `preamble_snippet` fields).\n  - Update ARCHITECTURE/README for \"ulw keyword IntentGate =ok\".\n  - Extend smoke/verify scripts for the new path (MCP simulation is sufficient).\n\n- **No changes needed** (or minimal): Core Rust MCP/stdio (Python is the plugin surface), existing ultrawork batch semantics, plan preview rendering contract.\n\n### Trade-offs\n\n**Pros**:\n- Maximally Grok-native and OMO-faithful: keyword is semantic (robust, user-friendly, \"magic\" like original), routing intelligence lives in the model guided by explicit contracts (skills/MCP) rather than hidden Python.\n- High reuse + low risk: leverages 90%+ existing (TeamRuntime modes, ultrawork state + current- pointers, harness injection pattern, OMO registry + spawn, rich preview self-contained objects, ULW branding/checkpoint protocol, MCP subprocess pattern). Achieves \"ulw ulw with team mode on\" + Sisyphus-led parallel delegation + Boulder/Ralph persistence.\n- Durable, observable, auditable: state + ledger + doctor + harness makes runs survive chat resets; everything tool-callable.\n- Excellent UX with plan previews + OMO agents: rich cards + named hierarchy feel production-grade.\n- Future-proof: works today (manual gate) and perfectly once real `spawn_subagent` + full eligibility contracts land.\n- Consistent across surfaces (chat keyword, /ultrawork, CLI `ulw`, MCP).\n\n**Cons / Mitigations**:\n- Skill doc length / context: Long SKILL.md could be truncated by plugin loader. **Mitigation**: Keep trigger table + \"MUST call MCP intent on ulw keyword\" concise at top; detailed flow in runtime.md + \"see ultrawork-runtime.md\". Test with real Grok.\n- Extra tool roundtrip on entry: Negligible for mode bootstrap (one-time).\n- Harness injection is best-effort (some Grok surfaces limit hook stdout). **Mitigation**: Primary adoption is conversational (Grok keeps preamble in thread state + explicit output); harness is reinforcement only. Verify scripts already cover hook limitations.\n- Over-trigger risk (Grok hallucinating ulw): Skill mandates clarification question on ambiguity (\"Enter full durable OMO Ultrawork IntentGate with Sisyphus lead?\"). Explicit cancel always available.\n- Preamble size: Truncate intelligently in injection (existing `max_chars` pattern).\n- Dual maintenance (lfg/ + grok-harnessing/): Scope design + impl to `plugins/lfg/` (the OMO parity tree); grok-harnessing is auxiliary.\n- Still gated on real spawn: Design explicitly documents \"manual_gate_required\" records and the forward path.\n\nThis design is complete, production-grade, specific (files + tools + behaviors), and directly implements the requested \"ulw as first-class Grok-native activation using MCP layer and skill contracts heavily\".\n\n**Summary**: Keyword detection = Grok (via enhanced ultrawork skill contract + catalog) + MCP `grok_build_omo_ulw action=intent` contract. Mode/preamble = generated OMO Sisyphus-led text returned by the tool + persisted + re-injected by extended harness. State = durable .lfg/ultrawork/<uid>/ + TeamRuntime(\"ultrawork\") + current pointer + boulder/ledger. Plan/OMO integration = explicit chaining to `grok_build_plan` (rich preview) + `grok_build_omo_*` + spawn. Trade-off: maximum native intelligence and reuse vs. reliance on skill context quality (mitigated).\n\nAll mapped files are ready for a follow-up implementation PR that touches only the listed surfaces while preserving every existing contract. This would ship the missing \"ultrawork-intentgate-impl=ok\" evidence string for the full OMO port. \n\n(References: All paths above are absolute from repo root in the current worktree.)\n\n<subagent_meta>id=019e3eab-10fd-7591-b8c0-463df6f03d14, type=general-purpose, tool_calls=51, turns=1, duration_ms=134075</subagent_meta>\n\n<subagent_result>\nsubagent_id: 019e3eab-10fd-7591-b8c0-463df6f03d14\nsubagent_type: general-purpose\nTo continue this subagent's conversation, use resume_from=\"019e3eab-10fd-7591-b8c0-463df6f03d14\".\n</subagent_result>"}}],"rawOutput":{"type":"SubagentCompleted","output":"**Design: Full OMO-Style `ulw` Keyword Triggering as First-Class Grok-Native Activation in the LFG Grok Plugin (Candidate 2)**\n\n### Overview and Goals\nThe design makes the magic `ulw` (or `ultrawork`, `ulw mode`, `ulw ulw with team mode on`, `Sisyphus ultrawork`, \"enter full OMO ultrawork\", etc.) a **natural-language, first-class activation** inside Grok chat — exactly as in original OMO/OMX IntentGate bootstrap. \n\n- **Grok itself** (via its semantic understanding) detects the keyword and routes into Ultrawork/IntentGate mode.\n- Heavy reliance on **MCP tool contracts** (`grok_build_omo_ulw` + siblings) and **skill contracts** (SKILL.md files surfaced by the plugin system) for routing, state changes, preamble delivery, and orchestration.\n- No (or minimal) brittle string-matching inside Python runtimes for chat messages.\n- Achieves durable \"mode\" via state + per-turn injection (extending the existing goal harness), OMO agent hierarchy (Sisyphus lead + delegation), rich plan previews (from the new `plan` skill), and TeamRuntime modes.\n- Fully forward-compatible with real Grok `spawn_subagent` (currently manual-gate) and the OMO agent registry in `plugins/lfg/src/agents/`.\n- Preserves all existing CLI surfaces (`bin/ulw`, `lfg ultrawork`, explicit `lfg team create`, etc.).\n\nThis is **one coherent architecture** (Grok-semantic + MCP contract + durable state + harness injection). It directly addresses the ultrawork IntentGate item in the OMO port checklist (README + memory of `.lfg/ultragoal/omo-full-real-port...` artifacts) while aligning with the current hybrid-but-parity-focused runtime in `lfg.py` / `lfg-mcp.py`.\n\nI performed a full mapping (per AGENTS.md requirement for non-trivial work) using `list_dir`, `grep`, `read_file`, and targeted searches before synthesizing:\n\n**Mapped files / components (read and analyzed):**\n- Core runtime + state: `plugins/lfg/bin/lfg.py` (ultrawork_*, TeamRuntime/TeamStateStore/TeamMailbox/TeamTasklist with `mode=\"ultrawork\"|\"hyperplan\"`, ultragoal_spawn, spawn_agent/spawn_wave, get_active_harness_injection, load_omo_agent_registry / OMO_AGENT_REGISTRY / _OMO_REGISTRY_INDEX, resolve_omo_model_profile, prompt branding for ULW workers, CLI dispatch).\n- MCP surface: `plugins/lfg/bin/lfg-mcp.py` (TOOLS list including `grok_build_ultrawork`, `grok_build_omo_ulw` (actions: create/run/intent/hyperplan-sim/show), `grok_build_omo_team_create`, `grok_build_omo_agent_catalog`, `grok_build_plan`, etc.; handle_tool stubs for omo_ulw \"intent\").\n- Skills & contracts (the primary Grok routing surface): `plugins/lfg/skills/ultrawork/SKILL.md`, `plugins/lfg/skills/ultragoal/SKILL.md`, `plugins/lfg/skills/plan/SKILL.md` (rich `preview` + `render: {style:\"rich_card\", popup:true}`), `plugins/lfg/skills/team/SKILL.md`, `plugins/lfg/skills/lfg/SKILL.md`; `plugins/lfg/catalog/omx-skill-map.json` (ultrawork description + trigger phrases like in \"analyze\").\n- Plugin manifest & discovery: `plugins/lfg/.grok-plugin/plugin.json` (skills, agents, mcpServers), `plugins/lfg/.mcp.json` (lfg-harness → lfg-mcp.py).\n- State / durability: `.lfg/` conventions (ultrawork/, runs/<mode>-<id>/, state/current-*.json, ultragoal/ with boulder/ledger/goals, harness/active_injection.txt); TeamStateStore separated dirs.\n- OMO agents: `plugins/lfg/src/agents/{sisyphus.json, sisyphus-junior.json, prometheus.json, hephaestus.json, atlas.json, builtin-agents.json}` (metadata + categories; loaded by load_omo... and spawn); legacy/ for compat.\n- Hooks & injection (per-turn durability): `plugins/lfg/hooks/hooks.json` (UserPromptSubmit, PostToolUse, PreCompact etc. → lfg-goal-harness.*), `plugins/lfg/hooks/scripts/lfg-goal-harness.py` (boulder, ultragoal current, Ambiguity/Completion-Doubt gates, active_injection.txt), `lfg-goal-harness.sh`.\n- Docs & verification (for parity claims): `plugins/lfg/docs/features/ultrawork-runtime.md`, `plugins/lfg/docs/features/plan-runtime.md`, `docs/ARCHITECTURE.md`, `README.md` (IntentGate `ulw` bootstrap, magic entrypoints, \"ulw ulw with team mode on\"), `ROADMAP.md`, agent-system/ docs, scripts/verify-*.sh (including team/launch/hook ones), tests/smoke/test_grok_build_runtime.py.\n- Wrappers: `plugins/lfg/bin/ulw` (sets `LFG_LAUNCHER=ulw` + delegates to lfg.py), `plugins/lfg/bin/lfg`.\n- Related/parallel (not primary): `plugins/grok-harnessing/...` (similar bin/ulw + docs; deprioritized as lfg/ is the OMO-parity active tree per AGENTS.md + src/agents + MCP names).\n- Rust side (secondary, for core CLI/MCP stdio): `src/mcp/`, `src/agent/`, but plugin activation is Python + Grok surfaces.\n- No user/uncommitted changes observed that conflict.\n\nDirect callers/dependents: Grok chat (skill + MCP dispatch), `lfg`/`ulw` CLI, harness hooks, TeamRuntime consumers (ultragoal_spawn, team_create), doctor/status/hud, spawn paths, plan/preview consumers, OMO catalog + eligibility (from memory of port artifacts).\n\nExisting patterns followed: Skill-driven flows (ultragoal SKILL.md is the model), MCP-as-backend (subprocess to ulw/lfg --json), mode-separated durable state under `.lfg/runs/`, ULW branding + checkpoint protocol, rich preview self-contained objects, OMO registry + spawn_wave, harness injection for \"never stops\".\n\n### Coherent Architecture\n\n**1. Detection Strategy (Grok's understanding + MCP contracts, not runtime string hacks)**\n\n- **Primary path (Grok-native, semantic)**: The `ultrawork` skill contract (and catalog entry) explicitly teaches the model the trigger set. Grok's LLM sees the full SKILL.md (via plugin skill discovery) + tool descriptions. When a user message contains the `ulw` keyword (standalone, \"ulw [objective]\", \"ulw mode on\", \"full OMO ultrawork\", \"IntentGate ulw\", \"Sisyphus lead this as ulw\", \"ulw ulw with team mode on\", etc. — fuzzy, context-aware, case-insensitive), Grok **must**:\n  - Recognize it as first-class activation (parallel to how `/ultragoal` or \"analyze\" triggers are documented in their SKILL.md/catalog entries).\n  - Call MCP `grok_build_omo_ulw` (preferred entry) or `grok_build_ultrawork` with `action=\"intent\"` (or new `action=\"bootstrap\"` for clarity), passing `objective`, `deep`, `hyperplan`, `model`, etc.\n  - Follow the returned contract: adopt preamble, create state, possibly chain to plan/OMO team/spawn.\n  - This is \"Grok itself helps route\" — flexible, no false-positive regex, handles nuance (\"ulw the boulder\" vs. mention of the binary).\n\n- **Reinforcement / safety (lightweight, non-authoritative)**: `lfg-goal-harness.py` (on UserPromptSubmit etc.) does a cheap scan of the *current user prompt* for `ulw` token. If an active ulw state does *not* yet exist, it can suggest/ auto-call the MCP intent path (or write a marker). This catches edge cases where skill context is weak but is **never** the sole detector.\n\n- **Explicit fallback**: `/ultrawork`, `lfg ultrawork ...`, `ulw ...` continue to work exactly as today (MCP/CLI paths unchanged).\n\n- **MCP tools involved** (specific):\n  - `grok_build_omo_ulw` (already documented as \"OMO Ultrawork / ULW entrypoint... apply OMO IntentGate preambles (Sisyphus lead + parallel delegation)\"): primary. Enhance the \"intent\" arm.\n  - Supporting: `grok_build_ultrawork`, `grok_build_omo_team_create` (with `spec` using OMO names or \"hyperplan\"), `grok_build_omo_agent_catalog`, `grok_build_plan` (for preview), `grok_build_omo_doctor`.\n\n**2. Ultrawork Mode + Preamble Injection**\n\n- On `action=\"intent\"` (or bootstrap), the MCP handler in `lfg-mcp.py` calls a new (or extended) `ulw_intent_bootstrap` / `generate_omo_ulw_preamble` in `lfg.py`.\n- This function:\n  - Resolves/creates durable state (see below).\n  - Loads OMO registry (Sisyphus as lead orchestrator owning intent/Boulder, delegates via waves to prometheus (planning), hephaestus (deep), atlas (checklist/dependency), sisyphus-junior (category-bounded), builtin-agents (policy)).\n  - Constructs **full OMO-style preamble** (model-specific Grok-4.3 harness + \"ulw branding\" + SYSTEM DIRECTIVE (\"the boulder never stops... evidence + gates\"), delegation protocol (report via `ulw ultragoal checkpoint` or equivalent MCP `grok_build_omo_ulw` + mailbox), hyperplan 3-round adversarial if requested, IntentGate bootstrap text).\n  - Optionally pulls snippets from extended agent JSONs.\n  - Returns rich result: `{ok, ulw_id, preamble: \"<long authoritative block>\", state_path, linked_plan_preview?, suggested_mcp_calls: [\"grok_build_plan...\", \"grok_build_omo_team_create sisyphus...\"], render_hints}`.\n- Grok adopts the `preamble` (prints it or uses it as effective system directive for the run). The conversation becomes \"in Ultrawork mode\".\n- **Durable stickiness**: Harness (see state) re-injects (truncated) preamble + current ledger/boulder/task status on every turn. Matches existing `get_active_harness_injection` + goal harness pattern.\n- Mode ends via `cancel` skill/MCP or explicit `ulw` close (marks complete, optionally archives).\n\n**3. State Management for Durable Ultrawork Runs**\n\n- Primary location: `.lfg/ultrawork/<uid>/` (or `runs/ultrawork-<uid>/` for TeamRuntime consistency) + `state/current-ultrawork.json` pointer (reused/enhanced).\n- Contents (parity with ultragoal + OMO port artifacts):\n  - `intent.json` / `mode.json`: {id, objective, activated_at, preamble (or hash), active_omo_agents, status, hyperplan?, linked_ultragoal_id?, plan_id?}\n  - `boulder.json` (Sisyphus state: open_questions, blockers, next_actions, sisyphus_notes — reuse/extend existing ultragoal boulder code).\n  - `ledger.jsonl` (immutable checkpoints, evidence).\n  - `plan.md` + structured (if Prometheus involved).\n  - `teams/`, `mailbox/`, `tasks.json` via `TeamStateStore(mode=\"ultrawork\", mode_id=uid)`.\n  - `evidence/`, sub-runs.\n- `ultrawork_create/update/show` (and new `ulw_intent_activate`) in `lfg.py` + MCP wrappers write the same files.\n- `lfg doctor`, `lfg status`, `lfg hud`, `grok_build_omo_doctor` surface \"active ULW IntentGate + <uid>\".\n- Separated dirs + TeamRuntime already support this (see `if ... in (\"hyperplan\", \"ultrawork\")` paths). Extend for full OMO ledger/boulder under ultrawork/.\n\n**4. Interaction with Rich Plan Preview + OMO Agents**\n\n- **Plan preview**: In the skill flow for ulw activation (documented in updated ultrawork/SKILL.md), if planning or \"plan\" appears, Grok **must** call `grok_build_plan create` (or `lfg plan create`). The tool response includes the full `preview` object (`markdown` with task-list checkboxes, `steps`, `interactive`, `render: {style:\"rich_card\", popup:true, header, ...}`) + `markdown_content`. Grok renders the beautiful card/popup (as required by plan/SKILL.md) instead of raw dump. The preview can embed \"Spawn ULW/OMO team\" actions that trigger the next MCP calls. Ultrawork state links the plan id.\n- **OMO agents**: \n  - Activation flow starts with (or includes) `grok_build_omo_agent_catalog` (or `lfg agents list/inspect sisyphus --category deep`).\n  - Delegation uses `grok_build_omo_team_create` (spec with sisyphus:lead or hyperplan roster + providers=\"grok,subagent\") or direct `spawn_wave` + `spawn_agent` (which already enforces xai/grok-4.3 + ULW branding + category resolution + manual-gate records under `runs/spawns/`).\n  - Workers always get ULW identity (`LFG_LAUNCHER=ulw`, \"report via ulw ... checkpoint or MCP\", mailbox integration).\n  - Sisyphus owns the boulder/ledger; parallel waves + evidence verification + quality gates (ai-slop-cleaner + code-review + APPROVE) enforced as in ultragoal skill.\n\n**5. Files, MCP Tools, Skill Behavior — Specific Changes (Implementation Map)**\n\n- **Skill behavior (most important for \"Grok routes itself\")**:\n  - `plugins/lfg/skills/ultrawork/SKILL.md`: Expand dramatically (modeled on ultragoal/SKILL.md). Add sections: \"Keyword Activation (Grok-Native)\", \"IntentGate Bootstrap Flow\", \"Preamble Adoption + Mode Stickiness\", \"OMO Agent Hierarchy (Sisyphus leads...)\", \"Rich Plan Preview Integration\", \"Durable State + Reporting Protocol\", \"Exit / Cancel\". Make descriptions in catalog match trigger phrases.\n  - `plugins/lfg/catalog/omx-skill-map.json`: Update ultrawork `description` with explicit \"Use when user says 'ulw', 'ultrawork mode', ... (see full SKILL.md)\".\n  - Minor cross-refs in plan/team/ultragoal SKILL.mds.\n\n- **MCP tools**:\n  - `plugins/lfg/bin/lfg-mcp.py`: Replace the stub \"intent\" return in `grok_build_omo_ulw` with real call (e.g. to a Python entrypoint or `ulw --json ultrawork intent ...`). Return the full preamble + state + preview hints. Possibly register a dedicated `grok_build_ulw_activate` alias for clarity. Keep backward compat.\n\n- **Runtime (lfg.py)**:\n  - New/expanded: `ulw_intent_bootstrap`, `generate_omo_ulw_preamble` (pulls OMO registry + branding + Sisyphus directives), enhanced `ultrawork_*` to support `full_omo=True` / intent fields.\n  - Wire into existing `ultrawork` CLI path + TeamRuntime.\n  - Possibly expose `lfg ulw intent ...` or keep under `ultrawork`.\n\n- **Durability injection**:\n  - `plugins/lfg/hooks/scripts/lfg-goal-harness.py`: Extend `load_current...` + injection logic to also read current-ultrawork + its intent/boulder/ledger and prepend the ULW preamble block (with \"You are in active OMO Ultrawork IntentGate...\").\n\n- **Docs / agents / verification**:\n  - `plugins/lfg/docs/features/ultrawork-runtime.md`: Add \"Grok-Native Keyword + MCP IntentGate\" section + matrix.\n  - Optionally: `src/agents/*.json` (add `ulw_role`, `preamble_snippet` fields).\n  - Update ARCHITECTURE/README for \"ulw keyword IntentGate =ok\".\n  - Extend smoke/verify scripts for the new path (MCP simulation is sufficient).\n\n- **No changes needed** (or minimal): Core Rust MCP/stdio (Python is the plugin surface), existing ultrawork batch semantics, plan preview rendering contract.\n\n### Trade-offs\n\n**Pros**:\n- Maximally Grok-native and OMO-faithful: keyword is semantic (robust, user-friendly, \"magic\" like original), routing intelligence lives in the model guided by explicit contracts (skills/MCP) rather than hidden Python.\n- High reuse + low risk: leverages 90%+ existing (TeamRuntime modes, ultrawork state + current- pointers, harness injection pattern, OMO registry + spawn, rich preview self-contained objects, ULW branding/checkpoint protocol, MCP subprocess pattern). Achieves \"ulw ulw with team mode on\" + Sisyphus-led parallel delegation + Boulder/Ralph persistence.\n- Durable, observable, auditable: state + ledger + doctor + harness makes runs survive chat resets; everything tool-callable.\n- Excellent UX with plan previews + OMO agents: rich cards + named hierarchy feel production-grade.\n- Future-proof: works today (manual gate) and perfectly once real `spawn_subagent` + full eligibility contracts land.\n- Consistent across surfaces (chat keyword, /ultrawork, CLI `ulw`, MCP).\n\n**Cons / Mitigations**:\n- Skill doc length / context: Long SKILL.md could be truncated by plugin loader. **Mitigation**: Keep trigger table + \"MUST call MCP intent on ulw keyword\" concise at top; detailed flow in runtime.md + \"see ultrawork-runtime.md\". Test with real Grok.\n- Extra tool roundtrip on entry: Negligible for mode bootstrap (one-time).\n- Harness injection is best-effort (some Grok surfaces limit hook stdout). **Mitigation**: Primary adoption is conversational (Grok keeps preamble in thread state + explicit output); harness is reinforcement only. Verify scripts already cover hook limitations.\n- Over-trigger risk (Grok hallucinating ulw): Skill mandates clarification question on ambiguity (\"Enter full durable OMO Ultrawork IntentGate with Sisyphus lead?\"). Explicit cancel always available.\n- Preamble size: Truncate intelligently in injection (existing `max_chars` pattern).\n- Dual maintenance (lfg/ + grok-harnessing/): Scope design + impl to `plugins/lfg/` (the OMO parity tree); grok-harnessing is auxiliary.\n- Still gated on real spawn: Design explicitly documents \"manual_gate_required\" records and the forward path.\n\nThis design is complete, production-grade, specific (files + tools + behaviors), and directly implements the requested \"ulw as first-class Grok-native activation using MCP layer and skill contracts heavily\".\n\n**Summary**: Keyword detection = Grok (via enhanced ultrawork skill contract + catalog) + MCP `grok_build_omo_ulw action=intent` contract. Mode/preamble = generated OMO Sisyphus-led text returned by the tool + persisted + re-injected by extended harness. State = durable .lfg/ultrawork/<uid>/ + TeamRuntime(\"ultrawork\") + current pointer + boulder/ledger. Plan/OMO integration = explicit chaining to `grok_build_plan` (rich preview) + `grok_build_omo_*` + spawn. Trade-off: maximum native intelligence and reuse vs. reliance on skill context quality (mitigated).\n\nAll mapped files are ready for a follow-up implementation PR that touches only the listed surfaces while preserving every existing contract. This would ship the missing \"ultrawork-intentgate-impl=ok\" evidence string for the full OMO port. \n\n(References: All paths above are absolute from repo root in the current worktree.)","subagent_id":"019e3eab-10fd-7591-b8c0-463df6f03d14","subagent_type":"general-purpose","tool_calls":51,"turns":1,"duration_ms":134075,"worktree_path":"/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3eab-10fd-7591-b8c0-463df6f03d14","resume_from_hint":"019e3eab-10fd-7591-b8c0-463df6f03d14"}},"_meta":{"totalTokens":184727,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-53844","agentTimestampMs":1779167999714,"promptId":"71513f08-de84-4dcf-9ceb-f8a4d819cc20","streamStartMs":1779167852758,"turnStartMs":1779167851974,"updateType":"ToolCallUpdate","updateParams":{"toolCallId":"call-0c91310f-c6bc-48bc-a3f6-6adeab6209b7-159","status":"Completed"}}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:924:{"timestamp":1779168002,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"tool_call_update","toolCallId":"call-0c91310f-c6bc-48bc-a3f6-6adeab6209b7-160","status":"completed","content":[{"type":"content","content":{"type":"text","text":"**Coherent Architecture Proposal: Hybrid OMO-Style `ulw` Keyword Triggering for the LFG Grok Plugin (Candidate 3 of 3)**\n\n**Core Goal** (from task + project context in `AGENTS.md`, `README.md`, `ROADMAP.md`, `docs/ARCHITECTURE.md`, `docs/agent-system/omo-runtime-implementation-plan.md`, `docs/reference.md`, and code): Deliver the \"magic\" IntentGate bootstrap (`ulw` / `ultrawork` keyword + model-specific Grok preambles) as a first-class, production-grade entrypoint. This activates **Ultrawork mode** (durable batch/task state under `.lfg/runs/ultrawork/...` + `current-ultrawork.json`, mode-aware `TeamRuntime`/`TeamStateStore`/`TeamMailbox`/`TeamTasklist`, Boulder linkage) + **Sisyphus lead preamble** (orchestrator owning intent, dispatching via OMO catalog to Prometheus/Atlas/Hephaestus/Sisyphus-Junior/etc., evidence/verification discipline, `ulw ultragoal checkpoint` or MCP reporting).\n\nIt must be a **hybrid**:\n- **Flexible keyword detection** (natural language in Grok chat, explicit `ulw \"goal\"`, implicit \"ulw energy\" phrases) for the delightful chat UX.\n- **Strong runtime enforcement** (mandatory state changes, injection blocks that are loud/authoritative/fail-closed where possible, verification gates, plan preview requirement for non-trivial work, LFG_LAUNCHER=ulw identity branding for all workers).\n- **Full backward compatibility** with existing `bin/ulw` (identity wrapper), `bin/lfg`, `lfg ultrawork create/update/show`, `ultragoal spawn`, `team create`, slash surfaces, hooks, MCP (`grok_build_omo_ulw`), and legacy paths. No breakage for current callers.\n\nThis completes the \"Ultrawork IntentGate\" slice (referenced as already \"impl=ok\" aspirationally in `README.md` but only partially present as batch CLI + stubs; see `docs/agent-system/omo-runtime-implementation-plan.md:Slice 9` targeting `src/features/ultrawork.py` semantics + harness).\n\n**Key References Consulted (Mapping Before Design)**:\n- **Primary runtime**: `plugins/lfg/bin/lfg.py` (monolithic ~4.2k LOC central authority: argparse, `ultrawork_*` funcs at ~661+, `TeamRuntime` ~2453+, `ultragoal_spawn` ~489+, `slash` ~3592+, `lfg_launch`/`main` ~1979/3742+, `get_agent_prompt` + ULW branding ~2091+, `spawn_agent`/`resolve_omo_model_profile` ~2573+, OMO registry ~3216+, `mk_plan` ~1699+, harness injection points).\n- **Hook/IntentGate surface (chat detection)**: `plugins/lfg/hooks/scripts/lfg-goal-harness.py` (UserPromptSubmit handler, `extract_user_prompt_from_payload`, `get_goal_snapshot`, aggressive injection, Sisyphus/Lina lineage, ambiguity gate; already scans for ultrawork runs + writes to `HARNESS_DIR`).\n- **MCP exposure**: `plugins/lfg/bin/lfg-mcp.py` (~601 `grok_build_omo_ulw` with \"intent\" stub at ~1339 that currently just notes \"preamble handling... by lfg/ulw runtime\"; also calls `bin/ulw`).\n- **Launchers (backward compat + identity)**: `plugins/lfg/bin/ulw` (sets `LFG_LAUNCHER=ulw`, `GROK_PLUGIN_DATA`, execs `lfg.py`; duplicate legacy in `plugins/grok-harnessing/bin/ulw`), `plugins/lfg/bin/lfg`.\n- **State/Ultravork/Team**: `.lfg/` layout (separated `runs/ultrawork-<id>/`, `ultrawork/*.json`, Boulder in `ultragoal/`, `TeamStateStore._get_mode_aware_base` ~2176+).\n- **Plan preview + Prometheus tie-in**: `mk_plan`, `/plan` slash, OMO agents (`src/agents/prometheus.json` etc.), `ultragoal_spawn` seeding.\n- **Grok/xAI substrate (Responses API + multi-agent caution)**: `docs/reference.md` (stateful `previous_response_id`, function calling, no free named `spawn_subagent`; `grok-4.3` + reasoning levels from `OMO_CATEGORY_MODEL_PROFILES`; internal multi-agent model is beta/opaque—use as substrate only, not replacement for OMO hierarchy).\n- **Surfaces/docs/tests**: `plugins/lfg/skills/ultrawork/SKILL.md`, `plugins/lfg/docs/features/ultrawork-runtime.md`, `plugins/lfg/hooks/hooks.json` (UserPromptSubmit etc.), `tests/smoke/test_grok_build_runtime.py` (ULW alias tests ~519+, ultrawork ~614+), `docs/ARCHITECTURE.md` (current hybrid state), `docs/agent-system/omo-runtime-implementation-plan.md` (Slice 9 targets), `README.md`, `AGENTS.md`.\n- **Callers/dependents** (via subprocess + env): All verify scripts (`scripts/verify-*.sh`), smoke tests, global hook bridges (`scripts/install-lfg-global-hook-bridge.sh`), MCP tools (`grok_build_*`), skills. `LFG_LAUNCHER` propagates ULW branding into prompts/workers (e.g., ~610, ~2644, ~3057).\n- **No new files created** (per guidelines + \"prefer editing\"). All logic centralized or lightly duplicated for hook self-containment. Rust side (`src/`) unaffected except possible future Responses client usage for stateful handoffs.\n\n**One Coherent Architecture: \"IntentGate Hybrid\" (3-Layer Detection + State-First Activation + Preamble Enforcement)**\n\n**Layered Detection (Multiple, Redundant for Reliability + Defense-in-Depth)**:\n1. **Hook Layer (Primary for Chat — `UserPromptSubmit` etc.)** — Strongest for implicit/explicit in Grok conversation. In `lfg-goal-harness.py`:\n   - Extend `extract_user_prompt_from_payload()` + add `detect_ulw_intent(text: str) -> dict` (return `{ \"triggered\": bool, \"explicit\": bool, \"goal\": str|None, \"confidence\": float, \"reason\": \"...\" }`).\n   - Regex + heuristic (production-grade, no external NLP): \n     - Explicit: `re.search(r'(?i)^\\s*ulw[\\s:,\"\\'`]+(.+)|[\"\\']ulw[\"\\']\\s*[\"\\']([^\"\\']+)[\"\\']', text)` or `/ulw` after slash normalization; captures `\"goal\"` or following words.\n     - Implicit \"ulw energy\": `re.search(r'(?i)\\bulw\\b.*?(energy|mode|go|full|hard|swarm|it|this|now|activate|on|engage|push|boulder)', text)` or standalone \"ulw\" in context of action verbs + length > 10 chars. Lower confidence (0.6–0.85 threshold).\n     - Context filters: ignore in code blocks, \"ulw\" as var name, quoted non-commands, recent \"ulw status\" etc. Use existing `compute_heuristic_ambiguity` patterns + direct signals.\n   - On detection (before or alongside `get_goal_snapshot`): If confidence high or explicit, **immediately activate** (see below). Then emit loud injection block (current style, lines ~360+): authoritative Sisyphus preamble + \"ULW MODE ACTIVE\" + current ultrawork id + plan preview + \"report via `ulw ... checkpoint` or `grok_build_omo_ulw`\". Fail-open (as today).\n   - Also arm \"ulw continuation\" on Stop/PreCompact etc.\n\n2. **MCP / Tool Layer (Grok-Native Routing + Self-Correction)** — For model-driven or explicit tool use. Enhance `grok_build_omo_ulw` \"intent\" action (~1319–1341) in `lfg-mcp.py`:\n   - Accept `{\"action\": \"intent\", \"message\": \"...\", \"model\": \"grok-4.3\", \"explicit\": bool}`.\n   - Call `lfg --json ulw --detect-only` (new hidden path) or inline equivalent, then `activate_ulw_mode`.\n   - Return activation record + Sisyphus preamble snippet + `previous_response_id` hint for stateful continuation. Grok (via system instructions in preamble or skill) is told: \"On seeing ulw keyword, prefer calling this tool for clean activation.\"\n   - Ties directly to Responses API: activation can store/return a conversation thread id.\n\n3. **CLI / Launcher Layer (Explicit `ulw \"goal\"`, Full Backward + Magic UX)** — In `plugins/lfg/bin/lfg.py` `main()` (~4205) + `lfg_launch`:\n   - Before `p.parse_args`: \n     ```python\n     launcher = effective_launcher()  # already reads LFG_LAUNCHER\n     if launcher == \"ulw\" and len(argv or sys.argv) > 1:\n         first = (argv or sys.argv)[1]\n         known = {\"ultrawork\",\"team\",\"ultragoal\",\"spawn\",\"agents\",\"status\",\"doctor\",\"plan\",...}\n         if not first.startswith(\"-\") and first not in known:\n             goal = \" \".join((argv or sys.argv)[1:]).strip().strip('\"\\'')\n             # optional: if looks like subcmd, fall through\n             return emit(activate_ulw_mode(goal, explicit=True, launcher=\"ulw\"), json=...)\n     ```\n   - Register `ulw` subparser (for `lfg ulw \"goal\"` or `/ulw` via slash) delegating to same `activate_ulw_mode` (or `ulw_intent`).\n   - `bin/ulw` unchanged (still just env + exec); now gains first-class magic goal support without parser breakage.\n   - Also supports `ulw ultrawork ...` (normal path preserved).\n\n**Clean Activation of Ultrawork Mode + Sisyphus Preamble**:\n- New central (pure) helpers in `lfg.py` (callable from CLI/MCP/hook via subprocess or direct if same process):\n  - `detect_ulw_intent(text)` (shareable logic; harness duplicates minimal regex or calls `lfg --json --internal ulw-detect` for single-source).\n  - `activate_ulw_mode(goal: str, explicit: bool = True, cwd=..., link_ultragoal=True) -> dict`:\n    1. Ensure dirs; create/reuse ultrawork record (reuse `ultrawork_create` logic, or enhance for \"goal-only\" mode with auto-tasks from Sisyphus).\n    2. Set `current-ultrawork.json`; optionally create/link Boulder + ultragoal if none active (or reuse current).\n    3. If non-trivial (heuristic or Prometheus-eligible): call `mk_plan` (or dispatch to Prometheus agent via spawn) for **mandatory plan preview** (rich `.md` + structured JSON under `.lfg/plans/`). Return preview in activation result + injection.\n    4. Write activation metadata (timestamp, explicit/implicit, launcher, initial Sisyphus notes).\n    5. Return `{ \"ulw_id\": , \"mode\": \"ultrawork\", \"preamble\": full_text, \"plan_preview\": md, \"boulder_ref\": , \"next\": \"sisyphus dispatch or /team\" }`.\n- **Sisyphus Preamble** (injected): Base from legacy `lina-orchestrator.json` (Sisyphus lineage, \"never stop\", boulder, classification, delegation, verification) + modern OMO registry flavor:\n  ```\n  You are Sisyphus (lead orchestrator, ULW mode, LFG_LAUNCHER=ulw). ...\n  Current ultrawork: {id}. Objective: {goal}.\n  [Plan preview if present — review/revise then execute via Atlas waves or spawn.]\n  Always: use `ulw ultragoal checkpoint`, persist to Boulder, dispatch to OMO agents (Prometheus first for planning, etc.) via spawn/MCP/grok_build_omo_*.\n  Enforce evidence. This session is durable.\n  ```\n  Appended to all worker prompts (extend `get_agent_prompt`, `build_worker_prompt`).\n- **Enforcement**: State flag drives harness injections on every turn. \"Strong\" = injection is non-negotiable text; model must acknowledge in reasoning. On completion/block, require explicit checkpoint before exit. Ralph-loop style \"never stops\" continuation via existing harness.\n\n**Explicit `ulw \"goal\"` vs. Implicit \"ulw energy\" in Chat**:\n- Explicit (`ulw \"foo\"`, starts with ulw, `/ulw foo`, quoted goal): Immediate full activation + plan preview (if > trivial) + Sisyphus lead. High confidence.\n- Implicit (contains \"ulw energy\", \"let's ulw this hard\", \"ulw mode\", \"ulw go\", etc. in sentence): Detect, but:\n  - Soft-enter: Activate lightweight ultrawork + injection that says \"ULW energy detected — Sisyphus taking lead. Confirm with 'ulw proceed' or provide more details?\"\n  - Or auto-activate + low-priority note.\n  - Threshold + allow user toggle (`.lfg/config/ulw-keyword.json` or env `LFG_ULW_AUTO=0`).\n- Both feed the same activation path.\n\n**Integration with Responses API / Multi-Agent Work + Plan Preview**:\n- **Responses API**: Activation stores `initial_response_id` (if provided via MCP/context) in ultrawork record. Preamble instructs: \"For stateful delegation/hand-offs to sub-agents, prefer continuing with `previous_response_id` via available tools or direct xAI client where the runtime exposes it (see `docs/reference.md`).\" Future: Rust `models/client.rs` + Python adapter paths can consume this for direct API loops outside pure Grok chat.\n- **Multi-agent**: Preamble + `grok_build_omo_ulw` / `grok_build_omo_team_create` encourage OMO catalog delegation (Sisyphus spawns via `spawn_agent` adapter). For Grok's internal `grok-*-multi-agent` model (beta, leader+subs, reasoning.effort): optional via `--providers` or modelProfile, but **never claim \"native\" without verification** (per `docs/reference.md` anti-patterns). Primary is LFG's OMO + mailbox + MCP + tmux viz. Hyperplan (adversarial 3-round) already wired in team_create.\n- **Plan Preview**: Always on activation for scope > quick (reuse `mk_plan` + steps from Prometheus agent def). Returns rich preview (current md checkbox format) in result + first injection. User/model must \"proceed\" (explicit or via checkpoint) before full swarm/execution. Ties to `/plan` slash + existing preview popup support.\n- MCP \"intent\" becomes the bridge: Grok chat can trigger it, get preview + preamble back in one turn.\n\n**Migration Path (Incremental, Zero-Breakage)**:\n1. **Immediate (this change)**: Add detectors/activation/`ulw` handler + slash support + harness integration + MCP intent flesh-out. Existing `lfg ultrawork create`, `bin/ulw status`, team/ultragoal all 100% unchanged. Keyword is opt-in via detection (or always-on with config).\n2. **Docs + tests**: Update `ultrawork-runtime.md`, `SKILL.md`, `ARCHITECTURE.md` (\"IntentGate now live\"), smoke tests (assert detection + activation from prompt text + `ulw \"goal\"` CLI), release notes.\n3. **Adoption**: Users discover via `/ulw`, natural \"ulw ...\" in chat, or `ulw \"...\"` shell. Legacy CLI continues.\n4. **Later (post-M slice)**: Wire deeper into OMO spawn waves (replace manual_gate in adapter using stateful Responses where possible); make Sisyphus the default lead for all new ultrawork; deprecate non-ulw paths only after evidence; add user-facing `/ulw on|off` + doctor check.\n5. **Verification**: Extend `self-test.sh`, `test_grok_build_runtime.py`, `verify-state-schema.sh`, hook smoke scripts. New evidence strings: `ulw-intentgate-detection=ok`, `ulw-sisyphus-preamble-active=ok`, `ulw-plan-preview-enforced=ok`.\n6. **Config/Doctor**: `doctor` reports keyword status + active ulw sessions.\n\n**Concrete Implementation Locations (Exact Edits Proposed)**:\n- `plugins/lfg/bin/lfg.py`: \n  - Add `detect_ulw_intent`, `activate_ulw_mode`, `ulw_intent` / `build_sisyphus_ulw_preamble` near ultrawork_* (~661) and team (~2930).\n  - Special-case in `main` (~4205) + `ulw` subparser registration.\n  - Wire into `slash` (~3592, add /ulw case), `lfg_launch` (status now mentions active ulw), `get_agent_prompt` / branding.\n  - Call `mk_plan` + plan preview logic from activation.\n  - Update `ultrawork_create` to accept goal-only path.\n  - ~10–15 small edits + new helpers (all in one file).\n- `plugins/lfg/bin/lfg-mcp.py`: Flesh out \"intent\" branch (~1339); delegate to `ulw --json` or direct activation result. Update tool schema description.\n- `plugins/lfg/hooks/scripts/lfg-goal-harness.py`: Add `detect_ulw_intent` (lite copy or subprocess), call activation on UserPromptSubmit extract, extend injection generator with Sisyphus block (~360 area) + ultrawork snapshot.\n- `plugins/lfg/bin/ulw` + `plugins/lfg/bin/lfg`: No change (or tiny comment).\n- `plugins/lfg/skills/ultrawork/SKILL.md` + `plugins/lfg/docs/features/ultrawork-runtime.md`: Expand user contract to include keyword chat usage + plan preview.\n- `docs/ARCHITECTURE.md` (Current Runtime section + surfaces), `docs/agent-system/omo-runtime-implementation-plan.md` (mark Slice 9 complete, add verification commands), `README.md` (example usage).\n- Tests: `tests/smoke/test_grok_build_runtime.py` (new methods for keyword activation, CLI `ulw \"goal\"`, harness simulation).\n- Optional light touches: hook bridge install scripts (comments), `doctor` output.\n\n**Pros / Cons**:\n**Pros**:\n- True hybrid: chat-flexible (\"magic\" OMO entry as advertised in README) + ironclad runtime (state + injection + preview + checkpoints = real Sisyphus discipline, never \"just preamble\").\n- Excellent backward compat + incremental migration (existing surfaces untouched; `LFG_LAUNCHER=ulw` identity preserved for all workers).\n- Leverages existing primitives perfectly (harness injection, TeamRuntime modes, mk_plan, OMO registry, MCP stubs, Responses substrate per `docs/reference.md`).\n- Production-grade: multi-layer detection (redundancy), confidence/heuristics, explicit toggle, evidence strings, plan enforcement, durable `.lfg/` linkage.\n- Enables full OMO loop in Grok chat with minimal host changes.\n- Respects xAI limits (no over-claim on native multi-agent spawning).\n\n**Cons**:\n- Detection heuristics require tuning (false positives on casual \"ulw\" mentions — mitigated by context filters + confirmation paths; still needs ongoing maintenance).\n- Monolithic `lfg.py` grows (acceptable; matches current style); harness duplication for detector (or subprocess indirection adds latency).\n- Hook injection power is double-edged (Grok may sometimes deprioritize; current harness already solves this with \"aggressive\" design).\n- Plan preview + activation adds turns/latency for simple cases (configurable \"quick mode\" mitigates).\n- Full stateful Responses handoff across agents still gated by adapter progress (design prepares the path without over-promising).\n- More surface area for verification (but aligns with existing smoke/release gates).\n\nThis design is complete, concrete, and directly realizable by editing the mapped files while honoring all project constraints (no new files, OMO parity, Grok-native via Responses + catalog, ULW identity, etc.). It makes `ulw` the canonical \"ulw ulw with team mode on\" bootstrap exactly as intended in the ultragoal and Phase 2 port.\n\n**Next (if approved)**: Implement via targeted `search_replace` on the listed locations, starting with detectors + activation in `lfg.py`, then harness + MCP. All changes would be accompanied by updated tests/docs + evidence strings. \n\nAbsolute paths referenced above are from the current workspace root. This proposal was derived only after full mapping via directory listings, targeted greps, and reads of every critical file.\n\n<subagent_meta>id=019e3eab-10fd-7591-b8c0-464b7ab8a71a, type=general-purpose, tool_calls=54, turns=1, duration_ms=137300</subagent_meta>\n\n<subagent_result>\nsubagent_id: 019e3eab-10fd-7591-b8c0-464b7ab8a71a\nsubagent_type: general-purpose\nTo continue this subagent's conversation, use resume_from=\"019e3eab-10fd-7591-b8c0-464b7ab8a71a\".\n</subagent_result>"}}],"rawOutput":{"type":"SubagentCompleted","output":"**Coherent Architecture Proposal: Hybrid OMO-Style `ulw` Keyword Triggering for the LFG Grok Plugin (Candidate 3 of 3)**\n\n**Core Goal** (from task + project context in `AGENTS.md`, `README.md`, `ROADMAP.md`, `docs/ARCHITECTURE.md`, `docs/agent-system/omo-runtime-implementation-plan.md`, `docs/reference.md`, and code): Deliver the \"magic\" IntentGate bootstrap (`ulw` / `ultrawork` keyword + model-specific Grok preambles) as a first-class, production-grade entrypoint. This activates **Ultrawork mode** (durable batch/task state under `.lfg/runs/ultrawork/...` + `current-ultrawork.json`, mode-aware `TeamRuntime`/`TeamStateStore`/`TeamMailbox`/`TeamTasklist`, Boulder linkage) + **Sisyphus lead preamble** (orchestrator owning intent, dispatching via OMO catalog to Prometheus/Atlas/Hephaestus/Sisyphus-Junior/etc., evidence/verification discipline, `ulw ultragoal checkpoint` or MCP reporting).\n\nIt must be a **hybrid**:\n- **Flexible keyword detection** (natural language in Grok chat, explicit `ulw \"goal\"`, implicit \"ulw energy\" phrases) for the delightful chat UX.\n- **Strong runtime enforcement** (mandatory state changes, injection blocks that are loud/authoritative/fail-closed where possible, verification gates, plan preview requirement for non-trivial work, LFG_LAUNCHER=ulw identity branding for all workers).\n- **Full backward compatibility** with existing `bin/ulw` (identity wrapper), `bin/lfg`, `lfg ultrawork create/update/show`, `ultragoal spawn`, `team create`, slash surfaces, hooks, MCP (`grok_build_omo_ulw`), and legacy paths. No breakage for current callers.\n\nThis completes the \"Ultrawork IntentGate\" slice (referenced as already \"impl=ok\" aspirationally in `README.md` but only partially present as batch CLI + stubs; see `docs/agent-system/omo-runtime-implementation-plan.md:Slice 9` targeting `src/features/ultrawork.py` semantics + harness).\n\n**Key References Consulted (Mapping Before Design)**:\n- **Primary runtime**: `plugins/lfg/bin/lfg.py` (monolithic ~4.2k LOC central authority: argparse, `ultrawork_*` funcs at ~661+, `TeamRuntime` ~2453+, `ultragoal_spawn` ~489+, `slash` ~3592+, `lfg_launch`/`main` ~1979/3742+, `get_agent_prompt` + ULW branding ~2091+, `spawn_agent`/`resolve_omo_model_profile` ~2573+, OMO registry ~3216+, `mk_plan` ~1699+, harness injection points).\n- **Hook/IntentGate surface (chat detection)**: `plugins/lfg/hooks/scripts/lfg-goal-harness.py` (UserPromptSubmit handler, `extract_user_prompt_from_payload`, `get_goal_snapshot`, aggressive injection, Sisyphus/Lina lineage, ambiguity gate; already scans for ultrawork runs + writes to `HARNESS_DIR`).\n- **MCP exposure**: `plugins/lfg/bin/lfg-mcp.py` (~601 `grok_build_omo_ulw` with \"intent\" stub at ~1339 that currently just notes \"preamble handling... by lfg/ulw runtime\"; also calls `bin/ulw`).\n- **Launchers (backward compat + identity)**: `plugins/lfg/bin/ulw` (sets `LFG_LAUNCHER=ulw`, `GROK_PLUGIN_DATA`, execs `lfg.py`; duplicate legacy in `plugins/grok-harnessing/bin/ulw`), `plugins/lfg/bin/lfg`.\n- **State/Ultravork/Team**: `.lfg/` layout (separated `runs/ultrawork-<id>/`, `ultrawork/*.json`, Boulder in `ultragoal/`, `TeamStateStore._get_mode_aware_base` ~2176+).\n- **Plan preview + Prometheus tie-in**: `mk_plan`, `/plan` slash, OMO agents (`src/agents/prometheus.json` etc.), `ultragoal_spawn` seeding.\n- **Grok/xAI substrate (Responses API + multi-agent caution)**: `docs/reference.md` (stateful `previous_response_id`, function calling, no free named `spawn_subagent`; `grok-4.3` + reasoning levels from `OMO_CATEGORY_MODEL_PROFILES`; internal multi-agent model is beta/opaque—use as substrate only, not replacement for OMO hierarchy).\n- **Surfaces/docs/tests**: `plugins/lfg/skills/ultrawork/SKILL.md`, `plugins/lfg/docs/features/ultrawork-runtime.md`, `plugins/lfg/hooks/hooks.json` (UserPromptSubmit etc.), `tests/smoke/test_grok_build_runtime.py` (ULW alias tests ~519+, ultrawork ~614+), `docs/ARCHITECTURE.md` (current hybrid state), `docs/agent-system/omo-runtime-implementation-plan.md` (Slice 9 targets), `README.md`, `AGENTS.md`.\n- **Callers/dependents** (via subprocess + env): All verify scripts (`scripts/verify-*.sh`), smoke tests, global hook bridges (`scripts/install-lfg-global-hook-bridge.sh`), MCP tools (`grok_build_*`), skills. `LFG_LAUNCHER` propagates ULW branding into prompts/workers (e.g., ~610, ~2644, ~3057).\n- **No new files created** (per guidelines + \"prefer editing\"). All logic centralized or lightly duplicated for hook self-containment. Rust side (`src/`) unaffected except possible future Responses client usage for stateful handoffs.\n\n**One Coherent Architecture: \"IntentGate Hybrid\" (3-Layer Detection + State-First Activation + Preamble Enforcement)**\n\n**Layered Detection (Multiple, Redundant for Reliability + Defense-in-Depth)**:\n1. **Hook Layer (Primary for Chat — `UserPromptSubmit` etc.)** — Strongest for implicit/explicit in Grok conversation. In `lfg-goal-harness.py`:\n   - Extend `extract_user_prompt_from_payload()` + add `detect_ulw_intent(text: str) -> dict` (return `{ \"triggered\": bool, \"explicit\": bool, \"goal\": str|None, \"confidence\": float, \"reason\": \"...\" }`).\n   - Regex + heuristic (production-grade, no external NLP): \n     - Explicit: `re.search(r'(?i)^\\s*ulw[\\s:,\"\\'`]+(.+)|[\"\\']ulw[\"\\']\\s*[\"\\']([^\"\\']+)[\"\\']', text)` or `/ulw` after slash normalization; captures `\"goal\"` or following words.\n     - Implicit \"ulw energy\": `re.search(r'(?i)\\bulw\\b.*?(energy|mode|go|full|hard|swarm|it|this|now|activate|on|engage|push|boulder)', text)` or standalone \"ulw\" in context of action verbs + length > 10 chars. Lower confidence (0.6–0.85 threshold).\n     - Context filters: ignore in code blocks, \"ulw\" as var name, quoted non-commands, recent \"ulw status\" etc. Use existing `compute_heuristic_ambiguity` patterns + direct signals.\n   - On detection (before or alongside `get_goal_snapshot`): If confidence high or explicit, **immediately activate** (see below). Then emit loud injection block (current style, lines ~360+): authoritative Sisyphus preamble + \"ULW MODE ACTIVE\" + current ultrawork id + plan preview + \"report via `ulw ... checkpoint` or `grok_build_omo_ulw`\". Fail-open (as today).\n   - Also arm \"ulw continuation\" on Stop/PreCompact etc.\n\n2. **MCP / Tool Layer (Grok-Native Routing + Self-Correction)** — For model-driven or explicit tool use. Enhance `grok_build_omo_ulw` \"intent\" action (~1319–1341) in `lfg-mcp.py`:\n   - Accept `{\"action\": \"intent\", \"message\": \"...\", \"model\": \"grok-4.3\", \"explicit\": bool}`.\n   - Call `lfg --json ulw --detect-only` (new hidden path) or inline equivalent, then `activate_ulw_mode`.\n   - Return activation record + Sisyphus preamble snippet + `previous_response_id` hint for stateful continuation. Grok (via system instructions in preamble or skill) is told: \"On seeing ulw keyword, prefer calling this tool for clean activation.\"\n   - Ties directly to Responses API: activation can store/return a conversation thread id.\n\n3. **CLI / Launcher Layer (Explicit `ulw \"goal\"`, Full Backward + Magic UX)** — In `plugins/lfg/bin/lfg.py` `main()` (~4205) + `lfg_launch`:\n   - Before `p.parse_args`: \n     ```python\n     launcher = effective_launcher()  # already reads LFG_LAUNCHER\n     if launcher == \"ulw\" and len(argv or sys.argv) > 1:\n         first = (argv or sys.argv)[1]\n         known = {\"ultrawork\",\"team\",\"ultragoal\",\"spawn\",\"agents\",\"status\",\"doctor\",\"plan\",...}\n         if not first.startswith(\"-\") and first not in known:\n             goal = \" \".join((argv or sys.argv)[1:]).strip().strip('\"\\'')\n             # optional: if looks like subcmd, fall through\n             return emit(activate_ulw_mode(goal, explicit=True, launcher=\"ulw\"), json=...)\n     ```\n   - Register `ulw` subparser (for `lfg ulw \"goal\"` or `/ulw` via slash) delegating to same `activate_ulw_mode` (or `ulw_intent`).\n   - `bin/ulw` unchanged (still just env + exec); now gains first-class magic goal support without parser breakage.\n   - Also supports `ulw ultrawork ...` (normal path preserved).\n\n**Clean Activation of Ultrawork Mode + Sisyphus Preamble**:\n- New central (pure) helpers in `lfg.py` (callable from CLI/MCP/hook via subprocess or direct if same process):\n  - `detect_ulw_intent(text)` (shareable logic; harness duplicates minimal regex or calls `lfg --json --internal ulw-detect` for single-source).\n  - `activate_ulw_mode(goal: str, explicit: bool = True, cwd=..., link_ultragoal=True) -> dict`:\n    1. Ensure dirs; create/reuse ultrawork record (reuse `ultrawork_create` logic, or enhance for \"goal-only\" mode with auto-tasks from Sisyphus).\n    2. Set `current-ultrawork.json`; optionally create/link Boulder + ultragoal if none active (or reuse current).\n    3. If non-trivial (heuristic or Prometheus-eligible): call `mk_plan` (or dispatch to Prometheus agent via spawn) for **mandatory plan preview** (rich `.md` + structured JSON under `.lfg/plans/`). Return preview in activation result + injection.\n    4. Write activation metadata (timestamp, explicit/implicit, launcher, initial Sisyphus notes).\n    5. Return `{ \"ulw_id\": , \"mode\": \"ultrawork\", \"preamble\": full_text, \"plan_preview\": md, \"boulder_ref\": , \"next\": \"sisyphus dispatch or /team\" }`.\n- **Sisyphus Preamble** (injected): Base from legacy `lina-orchestrator.json` (Sisyphus lineage, \"never stop\", boulder, classification, delegation, verification) + modern OMO registry flavor:\n  ```\n  You are Sisyphus (lead orchestrator, ULW mode, LFG_LAUNCHER=ulw). ...\n  Current ultrawork: {id}. Objective: {goal}.\n  [Plan preview if present — review/revise then execute via Atlas waves or spawn.]\n  Always: use `ulw ultragoal checkpoint`, persist to Boulder, dispatch to OMO agents (Prometheus first for planning, etc.) via spawn/MCP/grok_build_omo_*.\n  Enforce evidence. This session is durable.\n  ```\n  Appended to all worker prompts (extend `get_agent_prompt`, `build_worker_prompt`).\n- **Enforcement**: State flag drives harness injections on every turn. \"Strong\" = injection is non-negotiable text; model must acknowledge in reasoning. On completion/block, require explicit checkpoint before exit. Ralph-loop style \"never stops\" continuation via existing harness.\n\n**Explicit `ulw \"goal\"` vs. Implicit \"ulw energy\" in Chat**:\n- Explicit (`ulw \"foo\"`, starts with ulw, `/ulw foo`, quoted goal): Immediate full activation + plan preview (if > trivial) + Sisyphus lead. High confidence.\n- Implicit (contains \"ulw energy\", \"let's ulw this hard\", \"ulw mode\", \"ulw go\", etc. in sentence): Detect, but:\n  - Soft-enter: Activate lightweight ultrawork + injection that says \"ULW energy detected — Sisyphus taking lead. Confirm with 'ulw proceed' or provide more details?\"\n  - Or auto-activate + low-priority note.\n  - Threshold + allow user toggle (`.lfg/config/ulw-keyword.json` or env `LFG_ULW_AUTO=0`).\n- Both feed the same activation path.\n\n**Integration with Responses API / Multi-Agent Work + Plan Preview**:\n- **Responses API**: Activation stores `initial_response_id` (if provided via MCP/context) in ultrawork record. Preamble instructs: \"For stateful delegation/hand-offs to sub-agents, prefer continuing with `previous_response_id` via available tools or direct xAI client where the runtime exposes it (see `docs/reference.md`).\" Future: Rust `models/client.rs` + Python adapter paths can consume this for direct API loops outside pure Grok chat.\n- **Multi-agent**: Preamble + `grok_build_omo_ulw` / `grok_build_omo_team_create` encourage OMO catalog delegation (Sisyphus spawns via `spawn_agent` adapter). For Grok's internal `grok-*-multi-agent` model (beta, leader+subs, reasoning.effort): optional via `--providers` or modelProfile, but **never claim \"native\" without verification** (per `docs/reference.md` anti-patterns). Primary is LFG's OMO + mailbox + MCP + tmux viz. Hyperplan (adversarial 3-round) already wired in team_create.\n- **Plan Preview**: Always on activation for scope > quick (reuse `mk_plan` + steps from Prometheus agent def). Returns rich preview (current md checkbox format) in result + first injection. User/model must \"proceed\" (explicit or via checkpoint) before full swarm/execution. Ties to `/plan` slash + existing preview popup support.\n- MCP \"intent\" becomes the bridge: Grok chat can trigger it, get preview + preamble back in one turn.\n\n**Migration Path (Incremental, Zero-Breakage)**:\n1. **Immediate (this change)**: Add detectors/activation/`ulw` handler + slash support + harness integration + MCP intent flesh-out. Existing `lfg ultrawork create`, `bin/ulw status`, team/ultragoal all 100% unchanged. Keyword is opt-in via detection (or always-on with config).\n2. **Docs + tests**: Update `ultrawork-runtime.md`, `SKILL.md`, `ARCHITECTURE.md` (\"IntentGate now live\"), smoke tests (assert detection + activation from prompt text + `ulw \"goal\"` CLI), release notes.\n3. **Adoption**: Users discover via `/ulw`, natural \"ulw ...\" in chat, or `ulw \"...\"` shell. Legacy CLI continues.\n4. **Later (post-M slice)**: Wire deeper into OMO spawn waves (replace manual_gate in adapter using stateful Responses where possible); make Sisyphus the default lead for all new ultrawork; deprecate non-ulw paths only after evidence; add user-facing `/ulw on|off` + doctor check.\n5. **Verification**: Extend `self-test.sh`, `test_grok_build_runtime.py`, `verify-state-schema.sh`, hook smoke scripts. New evidence strings: `ulw-intentgate-detection=ok`, `ulw-sisyphus-preamble-active=ok`, `ulw-plan-preview-enforced=ok`.\n6. **Config/Doctor**: `doctor` reports keyword status + active ulw sessions.\n\n**Concrete Implementation Locations (Exact Edits Proposed)**:\n- `plugins/lfg/bin/lfg.py`: \n  - Add `detect_ulw_intent`, `activate_ulw_mode`, `ulw_intent` / `build_sisyphus_ulw_preamble` near ultrawork_* (~661) and team (~2930).\n  - Special-case in `main` (~4205) + `ulw` subparser registration.\n  - Wire into `slash` (~3592, add /ulw case), `lfg_launch` (status now mentions active ulw), `get_agent_prompt` / branding.\n  - Call `mk_plan` + plan preview logic from activation.\n  - Update `ultrawork_create` to accept goal-only path.\n  - ~10–15 small edits + new helpers (all in one file).\n- `plugins/lfg/bin/lfg-mcp.py`: Flesh out \"intent\" branch (~1339); delegate to `ulw --json` or direct activation result. Update tool schema description.\n- `plugins/lfg/hooks/scripts/lfg-goal-harness.py`: Add `detect_ulw_intent` (lite copy or subprocess), call activation on UserPromptSubmit extract, extend injection generator with Sisyphus block (~360 area) + ultrawork snapshot.\n- `plugins/lfg/bin/ulw` + `plugins/lfg/bin/lfg`: No change (or tiny comment).\n- `plugins/lfg/skills/ultrawork/SKILL.md` + `plugins/lfg/docs/features/ultrawork-runtime.md`: Expand user contract to include keyword chat usage + plan preview.\n- `docs/ARCHITECTURE.md` (Current Runtime section + surfaces), `docs/agent-system/omo-runtime-implementation-plan.md` (mark Slice 9 complete, add verification commands), `README.md` (example usage).\n- Tests: `tests/smoke/test_grok_build_runtime.py` (new methods for keyword activation, CLI `ulw \"goal\"`, harness simulation).\n- Optional light touches: hook bridge install scripts (comments), `doctor` output.\n\n**Pros / Cons**:\n**Pros**:\n- True hybrid: chat-flexible (\"magic\" OMO entry as advertised in README) + ironclad runtime (state + injection + preview + checkpoints = real Sisyphus discipline, never \"just preamble\").\n- Excellent backward compat + incremental migration (existing surfaces untouched; `LFG_LAUNCHER=ulw` identity preserved for all workers).\n- Leverages existing primitives perfectly (harness injection, TeamRuntime modes, mk_plan, OMO registry, MCP stubs, Responses substrate per `docs/reference.md`).\n- Production-grade: multi-layer detection (redundancy), confidence/heuristics, explicit toggle, evidence strings, plan enforcement, durable `.lfg/` linkage.\n- Enables full OMO loop in Grok chat with minimal host changes.\n- Respects xAI limits (no over-claim on native multi-agent spawning).\n\n**Cons**:\n- Detection heuristics require tuning (false positives on casual \"ulw\" mentions — mitigated by context filters + confirmation paths; still needs ongoing maintenance).\n- Monolithic `lfg.py` grows (acceptable; matches current style); harness duplication for detector (or subprocess indirection adds latency).\n- Hook injection power is double-edged (Grok may sometimes deprioritize; current harness already solves this with \"aggressive\" design).\n- Plan preview + activation adds turns/latency for simple cases (configurable \"quick mode\" mitigates).\n- Full stateful Responses handoff across agents still gated by adapter progress (design prepares the path without over-promising).\n- More surface area for verification (but aligns with existing smoke/release gates).\n\nThis design is complete, concrete, and directly realizable by editing the mapped files while honoring all project constraints (no new files, OMO parity, Grok-native via Responses + catalog, ULW identity, etc.). It makes `ulw` the canonical \"ulw ulw with team mode on\" bootstrap exactly as intended in the ultragoal and Phase 2 port.\n\n**Next (if approved)**: Implement via targeted `search_replace` on the listed locations, starting with detectors + activation in `lfg.py`, then harness + MCP. All changes would be accompanied by updated tests/docs + evidence strings. \n\nAbsolute paths referenced above are from the current workspace root. This proposal was derived only after full mapping via directory listings, targeted greps, and reads of every critical file.","subagent_id":"019e3eab-10fd-7591-b8c0-464b7ab8a71a","subagent_type":"general-purpose","tool_calls":54,"turns":1,"duration_ms":137300,"worktree_path":"/Users/ilseoblee/.grok/worktrees/linalab-lfg/subagent-019e3eab-10fd-7591-b8c0-464b7ab8a71a","resume_from_hint":"019e3eab-10fd-7591-b8c0-464b7ab8a71a"}},"_meta":{"totalTokens":189057,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-53845","agentTimestampMs":1779167999714,"promptId":"71513f08-de84-4dcf-9ceb-f8a4d819cc20","streamStartMs":1779167852758,"turnStartMs":1779167851974,"updateType":"ToolCallUpdate","updateParams":{"toolCallId":"call-0c91310f-c6bc-48bc-a3f6-6adeab6209b7-160","status":"Completed"}}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:926:{"timestamp":1779168014,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"agent_message_chunk","content":{"type":"text","text":"**Best-of-N Evaluation Complete**\n\nI ran 3 parallel, independent designs for implementing **full OMO-style `ulw` keyword triggering** (the real IntentGate + Sisyphus preamble + durable Ultrawork mode activation when the user says `ulw ...` in chat or via CLI).\n\nHere is the structured comparison:\n\n### Comparison Table\n\n| Dimension              | Candidate 1 (Hook-First)                          | Candidate 2 (Grok-Native + MCP Heavy)                  | Candidate 3 (Hybrid)                              | Winner |\n|------------------------|----------------------------------------------------|---------------------------------------------------------|----------------------------------------------------|--------|\n| **Correctness** (Does it actually deliver real OMO `ulw` behavior?) | Very high. Strong early hook injection + forced state. | High, but relies heavily on Grok calling the right tool reliably. | **Highest**. Multi-layer detection + strong runtime enforcement. | **3** |\n| **Code Quality**       | Clean but concentrates a lot of logic in the hook. | Elegant separation, but makes the trigger feel more \"tool-driven\" than magical. | Best balance. Follows existing LFG patterns (harness + MCP + runtime) without over-centralizing. | **3** |\n| **Safety / Backward Compatibility** | Good, but hook is a high-power surface (timeout + injection risks). | Very safe (mostly additive contracts). | **Best**. Defense-in-depth + explicit fallbacks + full CLI compatibility. | **3** |\n| **\"Magic\" OMO Feel** (keyword just works in chat) | Excellent (early hook). | Good, but depends on model + skill context. | Very good (hook for instant chat + MCP for Grok intelligence). | 1 (slight edge) |\n| **Feasibility in Current LFG** | High, but hook is already complex. | High, but shifts more responsibility to Grok's tool-calling reliability. | **Highest**. Leverages exactly what already exists (TeamRuntime modes, harness injection, MCP stubs, `lfg.py` monolith). | **3** |\n| **Long-term Maintainability** | Medium (hook can become a god file). | High (clean contracts). | **Highest** (layered, redundant, easier to evolve). | **3** |\n\n### Key Findings Table\n\n| Finding                                      | Severity | Candidate 1          | Candidate 2              | Candidate 3             |\n|---------------------------------------------|----------|----------------------|--------------------------|-------------------------|\n| Early, automatic activation in normal chat  | High     | Excellent            | Good (tool-dependent)    | Excellent               |\n| Strong runtime enforcement + durable state  | High     | Strong               | Medium (more delegated)  | **Strongest**           |\n| Risk of over-reliance on one surface        | Medium   | High (hook)          | Medium (MCP + skill)     | Low (hybrid)            |\n| Backward compat with existing `ulw` / CLI   | High     | Good                 | Excellent                | **Best**                |\n| Alignment with current LFG architecture     | Medium   | Good                 | Good                     | **Best**                |\n| Ease of verifying \"ulw ulw\" behavior        | Medium   | Good                 | Harder (model-dependent) | **Best**                |\n\n### Decision\n\n**WINNER: Candidate 3 (Hybrid Approach)**\n\n**Why Candidate 3 wins:**\n\n- It gives the **best combination** of what makes OMO’s `ulw` feel magical (keyword detection in chat) while still having the strong, reliable runtime control that this project actually needs and already has infrastructure for (TeamRuntime modes, harness injection, separated state, OMO registry, etc.).\n- Defense-in-depth detection (hook + MCP + explicit CLI) reduces risk and gives us multiple ways to make the feature work reliably.\n- It stays extremely faithful to how LFG is currently built (no radical shifts in responsibility to the model or the hook alone).\n- It has the cleanest migration path and best backward compatibility.\n\nCandidate 1 was very strong on the \"instant magic\" side but puts too much weight on the hook. Candidate 2 is elegant and Grok-native but makes the trigger feel less automatic and more \"call this tool\" than the visceral OMO `ulw ulw` experience you're chasing.\n\n---\n\n**Next step?**\n\nSince you chose **B** (run best-of-n on the design), do you want me to now:\n\n1. **Merge** the winning Candidate 3 design into the main workspace (similar to what we did with the plan preview winner), or\n2. Turn the winning hybrid design into a **detailed implementation plan** with specific files, functions, and order of attack?\n\nJust say the word (or give me a new letter if you want something else). \n\n**ULW ULW** — ready when you are."}},"_meta":{"totalTokens":193515,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-54856","agentTimestampMs":1779168014453,"promptId":"71513f08-de84-4dcf-9ceb-f8a4d819cc20","streamStartMs":1779168001153,"turnStartMs":1779167851974,"updateType":"AgentMessageChunk","chunkId":1011}}}
/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:927:{"timestamp":1779168014,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"available_commands_update","availableCommands":[{"name":"compact","description":"Compress conversation history to save context window","input":{"hint":"optional context about what to preserve"}},{"name":"always-approve","description":"Toggle always-approve mode (skip all permission prompts)","input":{"hint":"on|off"}},{"name":"flush","description":"Flush conversation memory to disk now","input":null},{"name":"dream","description":"Run memory consolidation (merge session logs into organized topics)","input":null},{"name":"memory","description":"Browse, view, and manage your memories","input":{"hint":"on|off"}},{"name":"context","description":"Show context window usage and session stats","input":null},{"name":"plugins","description":"Manage plugins (list, reload, trust, add, remove)","input":{"hint":"list | reload | trust <path> | add <path> | remove <path>"}},{"name":"reload-plugins","description":"Reload plugins from disk (alias for /plugins reload)","input":null},{"name":"session-info","description":"Show session details (model, turns, context usage)","input":null},{"name":"imagine","description":"Generate an image from a text description","input":{"hint":"description of the image to generate"}},{"name":"imagine-video","description":"Generate a video from a text description","input":{"hint":"description of the video to generate"}},{"name":"feedback","description":"Send feedback about the current session","input":{"hint":"feedback text"}},{"name":"loop","description":"Run a prompt on a recurring interval","input":{"hint":"[interval] <prompt>"}},{"name":"xlsx","description":"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. Supports independent PRs, Graphite stacks, and GitHub stacked PRs (gh-stack).","input":{"hint":"add <number> | remove <number> | list | check"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/pr-babysit/SKILL.md"}},{"name":"review","description":"Run a reviewer subagent against uncommitted local changes, a named branch, or a GitHub PR. Local and branch modes write a review file plus a summary to disk. PR mode posts the findings as a PENDING GitHub review for the user to inspect and submit through the UI.","input":{"hint":"[--local | --branch <name> | --pr <number-or-url> | <auto-detect>]"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/review/SKILL.md"}},{"name":"implement","description":"Run the full implement-review-fix loop using implementer and reviewer personas. Supports effort-based multi-reviewer scaling (1-5 reviewers) with automatic specialization selection. Includes memory-based feedback loop that learns from past review patterns. Loops until all reviewers find 0 issues of any severity.","input":{"hint":"[--effort N] <description of what to implement>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/implement/SKILL.md"}},{"name":"code-review:code-review","description":"Code review a pull request","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.claude/plugins/marketplaces/claude-plugins-official/plugins/code-review/commands/code-review.md"}},{"name":"ultragoal","description":"LFG port of OMX `ultragoal`: Create and execute durable repo-native multi-goal plans over Codex goal mode artifacts.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultragoal/SKILL.md"}},{"name":"cancel","description":"LFG port of OMX `cancel`: Cancel any active OMX mode (autopilot, ralph, ultrawork, ecomode, ultraqa, swarm, ultrapilot, pipeline, team)","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/cancel/SKILL.md"}},{"name":"lfg:design","description":"LFG port of OMX `design`: Canonical repo-local DESIGN.md workflow for product, UI/UX, and frontend decision source of truth","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/design/SKILL.md"}},{"name":"pipeline","description":"LFG port of OMX `pipeline`: Configurable pipeline orchestrator for sequencing stages","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/pipeline/SKILL.md"}},{"name":"autoresearch","description":"LFG port of OMX `autoresearch`: Stateful validator-gated research loop with native-hook persistence","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autoresearch/SKILL.md"}},{"name":"skill","description":"LFG port of OMX `skill`: Manage local skills - list, add, remove, search, edit, setup wizard","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/skill/SKILL.md"}},{"name":"ask","description":"LFG port of OMX `ask`: Ask a local external advisor CLI (Claude or Gemini) and capture a reusable artifact","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ask/SKILL.md"}},{"name":"deep-interview","description":"LFG port of OMX `deep-interview`: Socratic deep interview with mathematical ambiguity gating before execution","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/deep-interview/SKILL.md"}},{"name":"plan","description":"LFG port of OMX `plan`: Strategic planning with optional interview workflow","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/plan/SKILL.md"}},{"name":"ultraqa","description":"LFG port of OMX `ultraqa`: Adversarial dynamic e2e QA workflow - generate hostile scenarios, test, verify, fix, report, and clean up","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultraqa/SKILL.md"}},{"name":"ultrawork","description":"LFG port of OMX `ultrawork`: Parallel execution engine for high-throughput task completion","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ultrawork/SKILL.md"}},{"name":"doctor","description":"LFG port of OMX `doctor`: Diagnose and fix oh-my-codex installation issues","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/doctor/SKILL.md"}},{"name":"lfg:code-review","description":"LFG port of OMX `code-review`: Run a comprehensive code review","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/code-review/SKILL.md"}},{"name":"omx-setup","description":"LFG port of OMX `omx-setup`: Setup and configure oh-my-codex using current CLI behavior","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/omx-setup/SKILL.md"}},{"name":"ralph","description":"LFG port of OMX `ralph`: Self-referential loop until task completion with architect verification","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ralph/SKILL.md"}},{"name":"wiki","description":"LFG port of OMX `wiki`: Persistent markdown project wiki stored under repository omx_wiki with keyword search and lifecycle capture","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/wiki/SKILL.md"}},{"name":"visual-ralph","description":"LFG port of OMX `visual-ralph`: Visual Ralph orchestration for frontend UI from generated references, static references, or live URL targets, using $ralph with built-in visual verdict and pixel-diff evidence until the implementation matches and leaves a reproducible design system.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/visual-ralph/SKILL.md"}},{"name":"autoresearch-goal","description":"LFG port of OMX `autoresearch-goal`: Durable professor-critic research workflow over Codex goal mode without reviving deprecated omx autoresearch","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autoresearch-goal/SKILL.md"}},{"name":"ai-slop-cleaner","description":"LFG port of OMX `ai-slop-cleaner`: Run an anti-slop cleanup/refactor/deslop workflow","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ai-slop-cleaner/SKILL.md"}},{"name":"team","description":"Create and manage an explicit LFG team lifecycle, using hermes -z, Claude Code, and Codex workers.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/team/SKILL.md"}},{"name":"lfg","description":"Use this skill when validating the `linalab-io/lfg` plugin package.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/lfg/SKILL.md"}},{"name":"ralplan","description":"LFG port of OMX `ralplan`: Alias for $plan --consensus","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/ralplan/SKILL.md"}},{"name":"analyze","description":"LFG port of OMX `analyze`: Run read-only deep repository analysis and return a ranked synthesis with explicit confidence, concrete file references, and clear evidence-vs-inference boundaries. Use when a user says 'analyze', 'investigate', 'why does', 'what's causing', or needs grounded cross-file explanation before any changes are proposed.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/analyze/SKILL.md"}},{"name":"worker","description":"LFG port of OMX `worker`: Team worker protocol (ACK, mailbox, task lifecycle) for tmux-based OMX teams","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/worker/SKILL.md"}},{"name":"performance-goal","description":"LFG port of OMX `performance-goal`: Run an evaluator-gated performance optimization workflow over Codex goal mode with durable OMX artifacts and safe goal handoffs.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/performance-goal/SKILL.md"}},{"name":"autopilot","description":"LFG port of OMX `autopilot`: [OMX] Strict autonomous loop: $ralplan -> $ralph -> $code-review","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autopilot/SKILL.md"}},{"name":"configure-notifications","description":"LFG port of OMX `configure-notifications`: Configure OMX notifications - 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Use when a user says 'analyze', 'investigate', 'why does', 'what's causing', or needs grounded cross-file explanation before any changes are proposed.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/analyze/SKILL.md"}},{"name":"worker","description":"LFG port of OMX `worker`: Team worker protocol (ACK, mailbox, task lifecycle) for tmux-based OMX teams","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/worker/SKILL.md"}},{"name":"performance-goal","description":"LFG port of OMX `performance-goal`: Run an evaluator-gated performance optimization workflow over Codex goal mode with durable OMX artifacts and safe goal handoffs.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/performance-goal/SKILL.md"}},{"name":"autopilot","description":"LFG port of OMX `autopilot`: [OMX] Strict autonomous loop: $ralplan -> $ralph -> $code-review","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/plugins/lfg/./skills/autopilot/SKILL.md"}},{"name":"configure-notifications","description":"LFG port of OMX `configure-notifications`: Configure OMX notifications - 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/Users/ilseoblee/.grok/sessions/%2FUsers%2Filseoblee%2Fworkspace%2Flinalab%2Flfg/019e3e83-b36a-7701-97c8-b232e87e0117/updates.jsonl:952:{"timestamp":1779170229,"method":"session/update","params":{"sessionId":"019e3e83-b36a-7701-97c8-b232e87e0117","update":{"sessionUpdate":"agent_message_chunk","content":{"type":"text","text":"**ULW ULW — Merging Candidate 3 (Hybrid) now.**\n\nI’ve started applying the winning hybrid design into the main workspace.\n\n### Changes Applied So Far\n\n1. **Core detection + activation logic** added to `plugins/lfg/bin/lfg.py`:\n   - `detect_ulw_intent(text)` — handles explicit prefix (`ulw \"goal\"`) + strong signals + contextual keywords (defense-in-depth as per the winning design).\n   - `activate_ulw_mode(goal, explicit=True)` — creates the separated durable Ultrawork state under `.lfg/runs/<uid>/`, writes `current-ultrawork.json`, and returns a proper **Sisyphus + IntentGate style preamble**.\n\n2. **Wired into the default launcher path**:\n   - When launched as `ulw` (via `LFG_LAUNCHER=ulw`) with an objective, it now automatically detects and activates full Ultrawork mode.\n\nExample of what now works at the runtime level:\n\n```bash\n./plugins/lfg/bin/ulw \"build the ultimate agent orchestration with full verification\"\n```\n\nThis will hit `detect_ulw_intent` → `activate_ulw_mode` and return the Ultrawork activation record with preamble.\n\n---\n\n**Current state**: Foundation of the hybrid design is in. The runtime now understands `ulw` as a real mode trigger (not just a launcher identity).\n\n### Next increments (tell me the order or just say “continue”)\n\nI can do any of these next:\n\n- Wire it into the slash handler (`/ulw \"goal\"`)\n- Flesh out the MCP `grok_build_omo_ulw` “intent” path properly\n- Add the injection logic into the hook harness (`lfg-goal-harness.py`) so it fires automatically in normal Grok chat\n- Update `plugins/lfg/skills/ultrawork/SKILL.md` with the new keyword contract\n- Add the `ulw` subparser in argparse so `lfg ulw \"goal\"` works cleanly\n- Generate a proper rich plan preview automatically on activation (tying into the feature we just landed)\n\n**What do you want next?** (or just say “next” / “continue” / “ulw ulw” and I’ll keep going aggressively on the hybrid design).\n\nWe’re building the real OMO `ulw` trigger now."}},"_meta":{"totalTokens":198695,"eventId":"019e3e83-b36a-7701-97c8-b232e87e0117-55518","agentTimestampMs":1779170229721,"promptId":"1e1add76-33ef-4b64-be53-f01c67d0b770","streamStartMs":1779170224720,"turnStartMs":1779170196410,"updateType":"AgentMessageChunk","chunkId":514}}}
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This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. \"open a file in TextEdit\", \"navigate to /Applications in Finder\", \"click the Save button in Numbers\").","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.agents/skills/cua-driver/SKILL.md"}},{"name":"user:design","description":"Run the full design-doc-writer and design-doc-reviewer loop until consensus. Produces a polished design document with a PR plan.","input":{"hint":"<description of what to design>"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/design/SKILL.md"}},{"name":"pr-babysit","description":"Monitor PRs, fix CI failures, address review comments, resolve merge conflicts, and restack stacks. Supports independent PRs, Graphite stacks, and GitHub stacked PRs (gh-stack).","input":{"hint":"add <number> | remove <number> | list | check"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/pr-babysit/SKILL.md"}},{"name":"review","description":"Run a reviewer subagent against uncommitted local changes, a named branch, or a GitHub PR. Local and branch modes write a review file plus a summary to disk. PR mode posts the findings as a PENDING GitHub review for the user to inspect and submit through the UI.","input":{"hint":"[--local | --branch <name> | --pr <number-or-url> | <auto-detect>]"},"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/bundled/skills/review/SKILL.md"}},{"name":"implement","description":"Run the full implement-review-fix loop using implementer and reviewer personas. Supports effort-based multi-reviewer scaling (1-5 reviewers) with automatic specialization selection. Includes memory-based feedback loop that learns from past review patterns. 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Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/xlsx/SKILL.md"}},{"name":"best-of-n","description":"Parallel implementation tournament","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/best-of-n/SKILL.md"}},{"name":"create-skill","description":"Create a new Grok skill","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/create-skill/SKILL.md"}},{"name":"pptx","description":"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/pptx/SKILL.md"}},{"name":"check","description":"Verify changes with a subagent","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/check/SKILL.md"}},{"name":"docx","description":"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). 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Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/docx/SKILL.md"}},{"name":"help","description":"Grok docs — config, MCP, auth, skills, commands","input":null,"_meta":{"scope":"user","path":"/Users/ilseoblee/.grok/skills/help/SKILL.md"}},{"name":"cua-driver","description":"Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. 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