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plugin for Cortex memory — Auto-Recall, Auto-Capture, and agent memory tools","maintainers":[{"name":"matthewubundi","email":"matthew@ubundi.co.za"}],"readme":"# @ubundi/openclaw-cortex\n\n[![npm version](https://img.shields.io/npm/v/%40ubundi%2Fopenclaw-cortex.svg)](https://www.npmjs.com/package/@ubundi/openclaw-cortex)\n[![CI](https://github.com/Ubundi/openclaw-cortex/actions/workflows/ci.yml/badge.svg)](https://github.com/Ubundi/openclaw-cortex/actions/workflows/ci.yml)\n[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)\n\n![OpenClaw Cortex Banner](assets/readme_assets/Hero%20Banner.png)\n\n[OpenClaw](https://github.com/openclaw/openclaw) plugin for [Cortex](https://github.com/ubundi/cortex) long-term memory. Gives your agent persistent memory that survives across sessions — who you are, what your project does, decisions you made weeks ago, and how things changed over time.\n\n## Customer-Friendly Explainer\n\nA one-page explainer for companies using the plugin is published at [https://marble-birch-znnf.here.now/](https://marble-birch-znnf.here.now/). It explains what Cortex Memory does for AI agents, how it benefits users and teams, and what controls administrators have.\n\nThe source HTML artifact is also stored privately in here.now Drive at `My Drive/openclaw-cortex/cortex-memory-plugin-explainer.html`.\n\n![Features](assets/readme_assets/Feature%20Cards.png)\n\n- **Auto-Recall** — optional cold-start memory injection before the agent reads workspace notes\n- **Auto-Capture** — extracts facts from conversations via `agent_end` hook\n- **Session Goals** — agent sets the session objective via `cortex_set_session_goal`, biasing recall toward goal-relevant memories and tagging captured facts\n- **Agent Tools** — `cortex_search_memory`, `cortex_save_memory`, `cortex_set_session_goal`, and more — tools the LLM can invoke directly\n- **Commands** — `/checkpoint` to save session context, `/sleep` to mark a clean end, `/audit` to toggle local logging\n- **CLI Commands** — `openclaw cortex {status,memories,search,config,pair,reset}` for terminal access\n- **Recovery Detection** — detects unclean prior sessions and prepends recovery context at session start\n- **Heartbeat** — periodic health, knowledge state refresh, and activity-aware reflect triggering via `gateway:heartbeat`\n- **Gateway RPC** — `cortex.status` method for programmatic health and metrics access\n- **Deduplication** — client-side dedupe window and novelty threshold to prevent redundant memory saves\n- **Resilience** — retry queue with exponential backoff, cold-start detection, latency metrics\n\n## Prerequisites\n\n- Node.js `>=20`\n- [OpenClaw](https://github.com/openclaw/openclaw) with plugin support (`openclaw` peer dependency is `>=2026.4.26`; local compatibility is smoke-checked against `2026.5.4`)\n\n## Installation\n\n```bash\nopenclaw plugins install @ubundi/openclaw-cortex\nopenclaw config set plugins.entries.openclaw-cortex.config.apiKey \"your-cortex-api-key\"\nopenclaw config set plugins.entries.openclaw-cortex.hooks.allowConversationAccess true\nopenclaw gateway restart\n```\n\nOr link locally for development:\n\n```bash\nopenclaw plugins install -l ./path/to/openclaw-cortex\n```\n\n## Quick Start\n\n1. Install the plugin:\n\n   ```bash\n   openclaw plugins install @ubundi/openclaw-cortex\n   ```\n\n2. Set the tools profile to `full` so the agent can access memory tools:\n\n   ```bash\n   openclaw config set tools.profile full\n   openclaw gateway restart\n   ```\n\n   > **Note:** OpenClaw defaults to the `messaging` tools profile, which excludes memory tools. The plugin's own tools (`cortex_search_memory`, `cortex_save_memory`) are registered directly and work on any profile, but the built-in `memory_search`, `read`, `write`, and other tools require `full`. This must be re-applied after running `openclaw configure` as the wizard resets it.\n\n3. Add your API key to the plugin config:\n\n   ```bash\n   openclaw config set plugins.entries.openclaw-cortex.config.apiKey \"your-cortex-api-key\"\n   openclaw config set plugins.entries.openclaw-cortex.hooks.allowConversationAccess true\n   openclaw gateway restart\n   ```\n\n   Alternatively, set the `CORTEX_API_KEY` environment variable:\n\n   ```bash\n   export CORTEX_API_KEY=\"your-cortex-api-key\"\n   ```\n\n   > **Note:** OpenClaw registers the plugin under the install name `openclaw-cortex` (without the npm scope). Always use `openclaw-cortex` when referencing the plugin in config keys.\n\n   On first run the plugin generates a unique ID for this installation, persists it at `~/.openclaw/cortex-user-id`, and scopes all memories to that ID.\n\n4. Run an agent turn. If `autoRecall` is enabled and the workspace has no daily notes yet, recall data is prepended in a `<cortex_memories>` block before the model turn.\n\n## Configuration\n\nAdd to your `openclaw.json`:\n\n```json5\n{\n  plugins: {\n    entries: {\n      \"openclaw-cortex\": {\n        enabled: true,\n        hooks: {\n          allowConversationAccess: true, // required for typed agent_end capture hooks\n        },\n        config: {\n          apiKey: \"your-cortex-api-key\",  // required — or set CORTEX_API_KEY env var\n          autoRecall: false,\n          autoCapture: true,\n          recallLimit: 20,\n          recallTimeoutMs: 60000,\n          toolTimeoutMs: 60000,\n          // userId: \"my-team-shared-id\",  // override the auto-generated install ID\n        },\n      },\n    },\n  },\n}\n```\n\nCortex remains an additive memory-adjacent plugin. It does not claim OpenClaw's exclusive memory slot or declare `kind: \"memory\"`; keep configuration under `plugins.entries.openclaw-cortex.config`.\n\n### Config Options\n\n| Option                   | Type    | Default      | Description                                                                                      |\n| ------------------------ | ------- | ------------ | ------------------------------------------------------------------------------------------------ |\n| `apiKey`                 | string  | —            | **Required.** Your Cortex API key. Can also be set via the `CORTEX_API_KEY` environment variable. |\n| `userId`                 | string  | _auto_       | Memory scope ID. Auto-generated per install and persisted at `~/.openclaw/cortex-user-id`. Override to share memory across machines or team members. |\n| `autoRecall`             | boolean | `false`      | Inject relevant memories on cold start when workspace daily notes are unavailable                |\n| `autoCapture`            | boolean | `true`       | Extract and store facts after each agent turn                                                    |\n| `recallLimit`            | number  | `20`         | Max number of memories returned per recall                                                       |\n| `recallTopK`             | number  | `10`         | Max memories returned after scoring (applied after `recallLimit`)                                |\n| `recallQueryType`        | string  | `\"combined\"` | Recall query mode: `\"factual\"`, `\"emotional\"`, `\"combined\"`, or `\"codex\"`                        |\n| `recallProfile`          | string  | `\"auto\"`     | Recall profile: `\"auto\"`, `\"default\"`, `\"factual\"`, `\"planning\"`, `\"incident\"`, `\"handoff\"`. `auto` picks the best profile based on context. |\n| `recallTimeoutMs`        | number  | `60000`      | Auto-recall timeout in ms. Scales with knowledge tier via `deriveEffectiveTimeout`.              |\n| `recallReferenceDate`    | string  | _now_        | Optional fixed ISO 8601 date as temporal anchor for recall. For benchmarks only — leave unset in production. |\n| `toolTimeoutMs`          | number  | `60000`      | Timeout for explicit tool calls (`cortex_search_memory`, `/checkpoint`). Longer than auto-recall since the user is actively waiting. |\n| `captureMaxPayloadBytes` | number  | `262144`     | Max byte size of capture payloads (256KB default). Oversized transcripts are trimmed from the oldest messages. |\n| `captureCooldownMs`      | number  | `180000`     | Minimum per-session delay between automatic capture submissions. Turns during cooldown are suppressed, not scheduled for delayed capture. |\n| `captureFilter`          | boolean | `true`       | Enable built-in filter to drop low-signal content (heartbeat messages, TUI artifacts, token counters) before ingestion. |\n| `tootooPassiveExtraction` | boolean | `true`      | Run TooToo passive candidate extraction after agent turns, independent from Cortex auto-capture. |\n| `tootooCandidateSubmission` | boolean | `true`    | Submit accepted passive candidates to TooToo. Disable to inspect extraction without sending candidates. |\n| `auditLog`               | boolean | `false`      | Enable local audit log. Records every payload sent to Cortex at `.cortex/audit/` in the workspace. Also toggleable at runtime via `/audit on`. |\n| `dedupeWindowMinutes`    | number  | `30`         | Time window (minutes) for client-side deduplication of explicit memory saves. Set to 0 to disable. |\n| `noveltyThreshold`       | number  | `0.85`       | Similarity score (0–1) above which an existing memory is considered a duplicate. Lower = stricter. |\n| `namespace`              | string  | `\"openclaw\"` | Memory namespace. Auto-derived from workspace directory when not set explicitly.                 |\n| `sessionGoal`            | boolean | `true`       | Enable session goal detection. When active, the agent sets a goal that biases recall and tags captures. |\n| `agentRole`              | string  | —            | Agent specialization: `\"developer\"`, `\"researcher\"`, `\"manager\"`, `\"support\"`, `\"generalist\"`. Tunes capture categories and recall context. |\n| `clawDeployBaseUrl`      | string  | —            | Optional ClawDeploy base URL for TooToo bridge trace emission. Explicit config and env override managed-instance discovery. |\n| `enableClawDeployBridgeTrace` | boolean | `true` | Optional bridge trace emission flag. Traces are still skipped unless a ClawDeploy URL and OpenClaw gateway token are available. |\n\n## How It Works\n\n![Architecture](assets/readme_assets/Arch%20Diagram.png)\n\nFor a deeper engineer/agent reference, see `OPENCLAW_LEARNINGS_REFERENCE.md`.\n\n## Source Layout\n\n```text\nsrc/\n  index.ts                  # Public package entrypoint\n  cortex/\n    client.ts               # HTTP client for all Cortex API endpoints\n  plugin/                   # Plugin wiring, config, CLI, tools, commands\n    index.ts\n    config.ts\n    cli.ts\n    commands.ts\n    tools.ts\n    search-query.ts\n    types.ts\n  features/                 # Feature modules\n    capture/                # After-turn fact extraction\n    checkpoint/             # /checkpoint command handler\n    heartbeat/              # gateway:heartbeat hook\n    recall/                 # Before-turn memory injection + context profiles\n  internal/                 # Shared utilities (not stable public API)\n    agent-instructions.ts\n    api-key.ts\n    audit-logger.ts\n    capture-watermark-store.ts\n    cleaner.ts\n    dedupe.ts\n    heartbeat-detect.ts\n    latency-metrics.ts\n    message-provenance.ts\n    message-sanitizer.ts\n    recall-echo-store.ts\n    retry-queue.ts\n    safe-path.ts\n    session-goal.ts\n    session-state.ts\n    user-id.ts\n```\n\nFor npm consumers, import from the package root (`@ubundi/openclaw-cortex`). Internal module paths are implementation details and may change between versions.\n\n### Auto-Recall\n\nWhen `autoRecall` is enabled and the workspace has no `memory/` notes yet, the plugin queries Cortex and prepends results to the agent's context:\n\n```xml\n<cortex_memories>\n- [0.95] User prefers TypeScript over JavaScript\n- [0.87] Project uses PostgreSQL with pgvector\n</cortex_memories>\n```\n\nIf the request exceeds `recallTimeoutMs`, the agent proceeds without memories (silent degradation). After 3 consecutive hard failures (connection errors, not timeouts), recall is disabled for 30 seconds (cold-start detection) to avoid hammering a dead service. Timeouts from a slow-but-running backend do not trigger the cold-start gate.\n\n![Recall Strategy Tiers](assets/readme_assets/Recall.png)\n\n### Recovery Detection\n\nIf the previous session ended uncleanly (e.g. the process crashed or you reset without `/sleep`), the plugin detects this on the next `before_agent_start` and prepends a recovery block before the first turn:\n\n```xml\n<cortex_recovery>\nUnclean session detected. Last known context: ...\n</cortex_recovery>\n```\n\nThis lets the agent pick up where it left off without you having to re-explain. Use `/checkpoint` before `/sleep` or `/new` to make this context more useful.\n\n### Auto-Capture\n\nAfter each agent turn completes, the plugin flattens the turn's new `user` and `assistant` messages into a `role: content` transcript and submits it to Cortex's `/v1/jobs/ingest` endpoint (async job queue). The job returns immediately and processes in the background — this avoids Lambda proxy timeouts that occur with synchronous ingestion. A watermark tracks how much of the conversation has already been ingested, so each message is sent exactly once — no overlap between turns. A heuristic skips trivial exchanges (short messages, turns without a substantive response).\n\nCapture is fire-and-forget — it never blocks the agent. Failed ingestions are queued for retry with exponential backoff (up to 5 retries).\n\n### Session Goals\n\nThe agent automatically identifies the user's primary objective at session start and sets it via `cortex_set_session_goal`. This biases recall queries toward goal-relevant memories and tags captured facts with the active goal for better future retrieval. If the session crashes, the goal is persisted and restored automatically on recovery.\n\nThe goal is passed as a dedicated `session_goal` parameter to the Cortex retrieval pipeline, where it computes a separate embedding for clean alignment scoring — no contamination of the primary query's BM25 matching or classification. On the capture side, the goal is sent as metadata on the ingest payload so the backend can tag SESSION and FACT nodes.\n\nSession goals are cleared automatically when the session changes (e.g. `/new`). Disable with `sessionGoal: false` in config.\n\n### Agent Tools\n\nThe plugin registers tools the LLM agent can invoke directly:\n\n- **`cortex_set_session_goal`** — set the session's primary objective to bias recall and tag captures. Called automatically at session start; updated if the goal shifts.\n- **`cortex_search_memory`** — search long-term memory with a natural language query. Returns matching memories with confidence scores. Use when the agent needs to recall something specific.\n- **`cortex_save_memory`** — explicitly save a fact, preference, or piece of information to long-term memory. Use when the user asks \"remember this\" or the agent identifies something worth persisting.\n- **`cortex_forget`** — selectively remove memories by entity name or session ID. Query mode lists candidates without deleting; destructive entity/session deletion requires explicit user confirmation and `confirm: true`.\n- **`cortex_get_memory`** — fetch a specific memory by its node ID for detailed inspection.\n\nThese work alongside Auto-Recall/Auto-Capture — the automatic hooks handle background memory flow, while the tools give the agent explicit control when needed.\n\n> Agent tools require the OpenClaw runtime to support `api.registerTool()`. The plugin also declares all five tools in `openclaw.plugin.json` under `contracts.tools` so OpenClaw 2026.5.x can inspect ownership without executing runtime code.\n\n### Commands\n\nThe plugin registers auto-reply commands that execute without invoking the AI agent:\n\n```\n/checkpoint                  # Auto-summarize recent messages and save to Cortex\n/checkpoint <summary>        # Save a custom summary to Cortex\n/sleep                       # Mark the session as cleanly ended (clears recovery state)\n/audit                       # Show audit log status\n/audit on                    # Start recording all data sent to Cortex\n/audit off                   # Stop recording (existing logs preserved)\n```\n\n`/checkpoint` is designed to be run before `/new` or resetting the agent. It saves what you were working on so the next session can recover context without manual re-explanation.\n\n`/sleep` marks the session as cleanly ended. Without it, the next session will see a recovery warning. Use `/checkpoint` first if you want the context saved.\n\nThe audit log writes to `.cortex/audit/` in your workspace — an `index.jsonl` with metadata and a `payloads/` directory with full content of every transmission. Useful for compliance, debugging, or verifying exactly what data leaves your machine.\n\n### CLI Commands\n\nThe plugin registers terminal-level commands under `openclaw cortex`:\n\n```bash\nopenclaw cortex status             # API health check with latency and memory counts\nopenclaw cortex status --json      # Machine-readable status including link metadata\nopenclaw cortex memories           # Memory count, session count, maturity, top entities\nopenclaw cortex search [query...]  # Search memories from the terminal with natural-language questions\nopenclaw cortex search --mode decisions what database did we choose\nopenclaw cortex config             # Show current plugin configuration\nopenclaw cortex pair               # Generate a TooToo pairing code to link your agent\nopenclaw cortex reset              # Permanently delete all memories (prompts for confirmation)\nopenclaw cortex reset --yes        # Skip confirmation\n```\n\n`openclaw cortex status --json` emits one single-line JSON object from the plugin. Some OpenClaw runners may merge or reroute plugin stdout/stderr and prepend plugin status logs; callers that invoke OpenClaw as a subprocess should parse the first JSON object from the combined output rather than assuming the entire stream is raw JSON.\n\n### Gateway RPC\n\nThe `cortex.status` RPC method exposes plugin health and metrics programmatically:\n\n```json\n{\n  \"version\": \"1.7.5\",\n  \"healthy\": true,\n  \"knowledgeState\": { \"hasMemories\": true, \"totalSessions\": 42, \"maturity\": \"mature\", \"tier\": 3 },\n  \"recallMetrics\": { \"count\": 120, \"p50\": 95, \"p95\": 280, \"p99\": 450 },\n  \"retryQueuePending\": 0,\n  \"config\": { \"autoRecall\": false, \"autoCapture\": true, \"namespace\": \"myproject-a1b2c3d4\" }\n}\n```\n\n### Observability\n\nOn session start, the plugin logs a single status line:\n\n```\nCortex v1.7.5 ready\nCortex connected — 1,173 memories, 4 sessions (cold), tier 1\n```\n\nRecall latency percentiles are logged at debug level on shutdown. Enable verbose logging to see them, or run `openclaw cortex status` for live metrics.\n\n![Observability](assets/readme_assets/Observability.png)\n\n### ClawDeploy Bridge Traces\n\nWhen passive bridge candidates are detected for a linked TooToo agent, Cortex can emit best-effort trace events to ClawDeploy at `/api/agent/tootoo/bridge-traces`. The trace POST uses `Authorization: Bearer <OPENCLAW_GATEWAY_TOKEN>` and never includes raw transcript, question, answer, or evidence text.\n\nClawDeploy-managed OpenClaw instances discover the ClawDeploy base URL in this order:\n\n1. plugin config `clawDeployBaseUrl`\n2. `CLAWDEPLOY_BASE_URL`\n3. `CLAWDEPLOY_API_URL`\n4. `~/.kwanda/clawdeploy-api-url`\n\nTrace emission is skipped unless both a destination URL and the gateway token are available. Gateway logs include grep-friendly skip reasons:\n\n- `Cortex bridge trace emission skipped: missing ClawDeploy base URL`\n- `Cortex bridge trace emission skipped: missing_gateway_token`\n\n## Privacy & Data\n\nThis plugin sends data to the Cortex API to provide memory functionality. Here's what leaves your machine:\n\n| Data | When | How to disable |\n|------|------|----------------|\n| Conversation messages (user + assistant) | After each agent turn | `autoCapture: false` |\n| Your current prompt | On cold-start turns when auto-recall runs | `autoRecall: false` |\n| Session goal (if set) | With recall and capture requests | `sessionGoal: false` |\n\nAdditionally, a randomly generated installation ID (`userId`) and a workspace namespace hash are sent with every request to scope your data. No personally identifiable information is collected.\n\nBefore transmission, the plugin strips runtime metadata from captured messages and removes prior recalled memories to prevent feedback loops.\n\nAll data is transmitted over HTTPS. Each installation's data is isolated server-side by its unique `userId` — no other installation can access your memories. This isolation has been verified via cross-user recall testing.\n\nCapture payloads are capped at 256KB by default (`captureMaxPayloadBytes`) to prevent oversized transmissions from pasted files or verbose replies.\n\nAuto-capture is selective: a turn needs substantive plain-text user and assistant content to be captured. Heartbeat/status turns, duplicate turns, lookup probes, continuation-only turns, and turns dominated by tool/runtime artifacts can be skipped. After a plugin restart with no persisted watermark for an existing session, Cortex captures a bounded recent slice instead of the whole transcript; tune this with `CORTEX_CAPTURE_COLD_START_MESSAGES` or set `CORTEX_CAPTURE_ALLOW_BACKFILL=true` when intentional historical backfill is safe.\n\n`autoCapture`, `tootooPassiveExtraction`, and `tootooCandidateSubmission` all default to `true` for standalone plugin installs. ClawDeploy-managed agents intentionally override `autoCapture: false` during rollout. Keep that override until a target is on `openclaw-cortex >= 2.22.1`, the OpenClaw service and plugin hooks are healthy, persisted Cortex capture watermark state exists, and a low-traffic canary has validated capture volume.\n\n## Memory Write Lanes\n\nAutomatic `agent_end` capture submits conversation payloads to `/v1/jobs/ingest/conversation` with `capture_light` enrichment, marking them as `auto_capture` writes.\n\nExplicit memory saves (`cortex_save_memory`, `/v1/remember`) and `/checkpoint` use `full` enrichment so manual saves keep the richer Cortex processing path.\n\nTooToo passive candidates stay independent from Cortex memory capture and continue to use `/v1/bridge/passive`.\n\nTo see exactly what data leaves your machine, enable the audit log with `/audit on` or `auditLog: true` in your config. This records every payload to `.cortex/audit/` in your workspace.\n\nTo disable all network activity, set `autoRecall: false` and `autoCapture: false` in your config.\n\n## Bundled Skill\n\nThe plugin ships a **cortex-memory** skill that teaches the agent how to use Cortex memory tools effectively. The skill is declared in `openclaw.plugin.json` and loaded automatically by the OpenClaw runtime when the plugin is enabled — no manual installation needed.\n\nThe skill is also available on [ClawHub](https://clawhub.ai/matthewubundi/cortex-memory) if you want to install it independently or override the bundled version at the workspace level.\n\nIf both the plugin and the skill are active, the `<cortex_memories>` tag in the prepended context signals to the skill that recall has already happened — the agent can skip manual `curl` calls.\n\n## Troubleshooting\n\n- **Agent not using plugin tools**: Check `tools.profile` in `openclaw.json` — OpenClaw defaults to `\"messaging\"`, which excludes memory tools. Run `openclaw config set tools.profile full && openclaw gateway restart`. The configure wizard resets this, so re-check after any reconfiguration.\n- Plugin installed but no memory behavior: verify `\"enabled\": true`, `hooks.allowConversationAccess: true`, and `plugins.entries.openclaw-cortex.config.apiKey` in `openclaw.json`. Note: config uses the install name `openclaw-cortex`, not the npm scope. Do not configure Cortex through `channels.*` or `slots.memory`.\n- `Cannot find module 'zod'` during plugin load (older installs): run `npm install --prefix ~/.openclaw/extensions/openclaw-cortex --omit=dev zod`.\n- Frequent recall timeouts: increase `recallTimeoutMs` for auto-recall or `toolTimeoutMs` for explicit searches.\n- No useful memories returned: ensure prior sessions were captured (`autoCapture`) or saved explicitly with `cortex_save_memory` or `/checkpoint`. For natural auto-capture tests, use a normal completed conversational turn with meaningful user and assistant text; tool-heavy, heartbeat, continuation-only, and duplicate turns may be skipped by design.\n\n## Development\n\n```bash\nnpm install\nnpm run build      # TypeScript → dist/\nnpm test           # Run vitest (504 tests)\nnpm run test:watch # Watch mode\nnpm run test:integration # Live Cortex API tests (uses the baked-in API key)\n```\n\nManual proof scripts live under `tests/manual/`.\n\nOpenClaw 2026.5.x inspection smoke:\n\n```bash\nopenclaw plugins inspect openclaw-cortex --runtime --json\nopenclaw config validate\n```\n\nThe runtime inspection should show `openclaw-cortex` as a non-channel, non-exclusive memory-adjacent plugin with the five owned Cortex tools and the `cortex` CLI root descriptor.\n\n## Built by Ubundi\n\n<a href=\"https://ubundi.com\"><img src=\"assets/ubundi_logo.jpeg\" alt=\"Ubundi\" width=\"60\" /></a>\n\nopenclaw-cortex is an open-source project by [Ubundi](https://ubundi.com) — a South African venture studio shaping human-centred AI. Based in Cape Town, Ubundi builds at the intersection of AI capability and African context, developing tools that ensure the benefits of AI reach their continent first.\n\nopenclaw-cortex was built as part of the infrastructure behind Cortex, Ubundi's long-term memory layer for AI agents — where robust cross-session recall is foundational to delivering contextually relevant, grounded responses.\n\n→ [ubundi.com](https://ubundi.com)\n\n## License\n\nMIT\n","readmeFilename":"README.md"}