# Researcher: Data Gathering Phase

## Task
Analyze the following data sources to gather insights for inference improvement:

### Data Locations
- /Users/blaze/dev/stringray/docs/reflections/100-PERCENT-TEST-SUCCESS-2026-03-13.md
- /Users/blaze/dev/stringray/docs/reflections/2026-03-05-kernel-confidence-fix.md
- /Users/blaze/dev/stringray/docs/reflections/AUTONOMOUS_MODULE_TODO.md
- /Users/blaze/dev/stringray/docs/reflections/DEEP_SESSION_REFLECTION.md
- /Users/blaze/dev/stringray/docs/reflections/DEEP_SYSTEM_REFLECTION.md
- /Users/blaze/dev/stringray/docs/reflections/DEEP_SYSTEM_REFLECTION_v1.15.41.md
- /Users/blaze/dev/stringray/docs/reflections/DEPLOYMENT_PIPELINE_TRANSFORMATION_REFLECTION.md
- /Users/blaze/dev/stringray/docs/reflections/DOCUMENTATION-UPDATE-COMPLETE-2026-03-13.md
- /Users/blaze/dev/stringray/docs/reflections/GAP_ANALYSIS_KIMI_REFLECTION.md
- /Users/blaze/dev/stringray/docs/reflections/JOURNEY_TEMPLATE.md
- /Users/blaze/dev/stringray/docs/reflections/MODEL_PROPAGATION_FIX_ARCHITECTURE_ANALYSIS.md
- /Users/blaze/dev/stringray/docs/reflections/MODEL_UPDATE_SUMMARY.md
- /Users/blaze/dev/stringray/docs/reflections/NARRATIVE_TEMPLATE.md
- /Users/blaze/dev/stringray/docs/reflections/PIPELINE_TESTING_DISCOVERY.md
- /Users/blaze/dev/stringray/docs/reflections/PIPELINE_TESTING_JOURNEY.md
- /Users/blaze/dev/stringray/docs/reflections/REFACTORING_LOG.md
- /Users/blaze/dev/stringray/docs/reflections/REFLECTION_COMMAND_SYSTEM.md
- /Users/blaze/dev/stringray/docs/reflections/REFLECTION_LOG_SUMMARY.md
- /Users/blaze/dev/stringray/docs/reflections/REFLECTION_SYSTEM_IMPLEMENTATION.md
- /Users/blaze/dev/stringray/docs/reflections/SCRIPTS-TESTING-FIXING-COMPLETE-2026-03-13.md
- /Users/blaze/dev/stringray/docs/reflections/SIMULATION_TEST_RESULTS.md
- /Users/blaze/dev/stringray/docs/reflections/STRINGRAY_PARADOX.md
- /Users/blaze/dev/stringray/docs/reflections/SYSTEM_BUG_INVESTIGATION.md
- /Users/blaze/dev/stringray/docs/reflections/TEMPLATE.md
- /Users/blaze/dev/stringray/docs/reflections/TEMPLATE_v3.md
- /Users/blaze/dev/stringray/docs/reflections/TEST_DOCUMENTATION.md
- /Users/blaze/dev/stringray/docs/reflections/agent-configuration-tests-failure-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/agent-reflection-v114.md
- /Users/blaze/dev/stringray/docs/reflections/agent-registry-architecture-analysis-2026-04-11.md
- /Users/blaze/dev/stringray/docs/reflections/antigravity-integration-journey-reflection-2026-02-26.md
- /Users/blaze/dev/stringray/docs/reflections/any-type-elimination-journey.md
- /Users/blaze/dev/stringray/docs/reflections/apply-phase-real-code-changes-via-mcp-routing.md
- /Users/blaze/dev/stringray/docs/reflections/architectural-threshold-75-efficiency-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/auto-commit-cadence-2026-04-29.md
- /Users/blaze/dev/stringray/docs/reflections/auto-commit-cadence-2026-05-06.md
- /Users/blaze/dev/stringray/docs/reflections/auto-commit-cadence-2026-05-11.md
- /Users/blaze/dev/stringray/docs/reflections/auto-commit-cadence-2026-05-16.md
- /Users/blaze/dev/stringray/docs/reflections/automated-version-compliance-system.md
- /Users/blaze/dev/stringray/docs/reflections/bug-triage-specialist-unsung-hero-2026-03-10.md
- /Users/blaze/dev/stringray/docs/reflections/ci-cd-autonomous-recovery-implementation-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/ci-cd-pipeline-incident-deep-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/ci-cd-pipeline-session-fixes-reflection-2026-02-24.md
- /Users/blaze/dev/stringray/docs/reflections/clean-version-victory-minimalism-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/commit-threshold-multiple-commits-since-last-reflection-2026-04-04.md
- /Users/blaze/dev/stringray/docs/reflections/commit-threshold-multiple-commits-since-last-reflection-2026-04-06.md
- /Users/blaze/dev/stringray/docs/reflections/context-warning-2026-04-22-145546.md
- /Users/blaze/dev/stringray/docs/reflections/deconstruction-module-monolith-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/deep-code-review-v1.9.0.md
- /Users/blaze/dev/stringray/docs/reflections/deep-mcp-architecture-analysis.md
- /Users/blaze/dev/stringray/docs/reflections/deep-reflection-orchestrator-test-suite-rehabilitation.md
- /Users/blaze/dev/stringray/docs/reflections/deep-reflection-the-architecture-of-emergence.md
- /Users/blaze/dev/stringray/docs/reflections/deep-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/deep-review-reflection-system-analysis.md
- /Users/blaze/dev/stringray/docs/reflections/deployment-crisis-journey-deep-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/deployment-crisis-v12x-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/emotional-bridge-emojis-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/enabling-self-direction-framework-evolution.md
- /Users/blaze/dev/stringray/docs/reflections/enforcement-pipeline-reality-check-2026-04-02.md
- /Users/blaze/dev/stringray/docs/reflections/enforcer-architecture-paradox-2026-03-18.md
- /Users/blaze/dev/stringray/docs/reflections/enhanced-template-author-aware.md
- /Users/blaze/dev/stringray/docs/reflections/esm-cjs-consumer-verification-2026-02-27.md
- /Users/blaze/dev/stringray/docs/reflections/evening-reflection-2026-03-18.md
- /Users/blaze/dev/stringray/docs/reflections/framework-expression-manifestation-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/great-processor-refactoring-2026-03-18.md
- /Users/blaze/dev/stringray/docs/reflections/index.md
- /Users/blaze/dev/stringray/docs/reflections/inference-pipeline-design.md
- /Users/blaze/dev/stringray/docs/reflections/inference-system-design.md
- /Users/blaze/dev/stringray/docs/reflections/init.sh-duplicate-cleanup-plan-2026-03-10.md
- /Users/blaze/dev/stringray/docs/reflections/json-codex-test-recovery-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/just-good-enough-production-ready-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/kimi-deployment-crisis-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/librarian-bug-fix-and-framework-analysis-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/madman-architect-collaboration-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/mcp-consumer-path-debugging-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/mcp-initialize-protocol-deep-dive.md
- /Users/blaze/dev/stringray/docs/reflections/mcp-initialize-protocol-fix.md
- /Users/blaze/dev/stringray/docs/reflections/mcp-native-governance-completion.md
- /Users/blaze/dev/stringray/docs/reflections/meta-reflection-automation-premise.md
- /Users/blaze/dev/stringray/docs/reflections/misnamed-users-directory-cleanup-2026-03-10.md
- /Users/blaze/dev/stringray/docs/reflections/multi-agent-architecture-audit-reality-vs-hype-2026-04-02.md
- /Users/blaze/dev/stringray/docs/reflections/multi-ai-collaboration-test-rehabilitation-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/my-reflection-the-mirror-builds-itself-2026-03-16.md
- /Users/blaze/dev/stringray/docs/reflections/near-miss-spiral-2026-02-27.md
- /Users/blaze/dev/stringray/docs/reflections/openclaw-integration-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/personal-codex-test-recovery-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/personal-reflection-tui-fix-2026-02-26.md
- /Users/blaze/dev/stringray/docs/reflections/phase3-part1-validator-extraction-summary.md
- /Users/blaze/dev/stringray/docs/reflections/pragmatic-code-review-v1.9.0.md
- /Users/blaze/dev/stringray/docs/reflections/processor-rules-engine-architecture-analysis-2026-03-18.md
- /Users/blaze/dev/stringray/docs/reflections/processor-test-review-2026-03-18.md
- /Users/blaze/dev/stringray/docs/reflections/processor-testing-journey-2026-03-18.md
- /Users/blaze/dev/stringray/docs/reflections/refactoring-summary-2026-03-12.md
- /Users/blaze/dev/stringray/docs/reflections/reflection-pattern-suggestions.md
- /Users/blaze/dev/stringray/docs/reflections/reflection-reflection-2026-05-19-2026-05-19.md
- /Users/blaze/dev/stringray/docs/reflections/reflection-template-v2.md
- /Users/blaze/dev/stringray/docs/reflections/reflection.md
- /Users/blaze/dev/stringray/docs/reflections/release-workflow-multi-tweet-generator-reflection-2026-03-10.md
- /Users/blaze/dev/stringray/docs/reflections/routing-architecture-deep-analysis.md
- /Users/blaze/dev/stringray/docs/reflections/ruleenforcer-phase1-completion.md
- /Users/blaze/dev/stringray/docs/reflections/ruleenforcer-refactoring-summary.md
- /Users/blaze/dev/stringray/docs/reflections/script-testing-fixing-session-2026-02-27.md
- /Users/blaze/dev/stringray/docs/reflections/scripts-commands-inventory.md
- /Users/blaze/dev/stringray/docs/reflections/security-audit-system-implementation-2026-04-16.md
- /Users/blaze/dev/stringray/docs/reflections/session-reflection-test-suite-resurrection.md
- /Users/blaze/dev/stringray/docs/reflections/session-retrospective-the-day-stringray-learned-to-learn.md
- /Users/blaze/dev/stringray/docs/reflections/storyteller-strategic-roadmap.md
- /Users/blaze/dev/stringray/docs/reflections/strange-loop-self-referential-infrastructure-2026-03-16.md
- /Users/blaze/dev/stringray/docs/reflections/stringray-1.6.31-gleaning-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/stringray-complete-journey-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/stringray-deployment-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/stringray-framework-deep-reflection-v1.4.21.md
- /Users/blaze/dev/stringray/docs/reflections/stringray-monster-reflection-2026-02-24.md
- /Users/blaze/dev/stringray/docs/reflections/stringray-script-infrastructure-recovery-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/stringray-self-evolution-journey-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/stringray-self-evolution-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/stringray-v1.5.0-emergence-of-ai-os.md
- /Users/blaze/dev/stringray/docs/reflections/task-skill-router-test-rehabilitation-2026-02-22.md
- /Users/blaze/dev/stringray/docs/reflections/template-gleaning-demonstration.md
- /Users/blaze/dev/stringray/docs/reflections/test-auto-generation-bug-diagnosis-2026-02-22.md
- /Users/blaze/dev/stringray/docs/reflections/test-auto-generation-failure-diagnosis-2026-02-22.md
- /Users/blaze/dev/stringray/docs/reflections/test-fixing-system-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/test-suite-stability-version-mgmt-reflection.md
- /Users/blaze/dev/stringray/docs/reflections/the-entries-i-was-writing.md
- /Users/blaze/dev/stringray/docs/reflections/the-heroes-journey-how-stringray-learned-to-learn.md
- /Users/blaze/dev/stringray/docs/reflections/the-major-reflection-when-stringray-learned-to-learn.md
- /Users/blaze/dev/stringray/docs/reflections/the-undiscovered-unknown-i-was-inside-all-along.md
- /Users/blaze/dev/stringray/docs/reflections/the-wisdom-of-constraints-2026-02-27.md
- /Users/blaze/dev/stringray/docs/reflections/tui-agent-dropdown-fix-reflection-2026-02-26.md
- /Users/blaze/dev/stringray/docs/reflections/tuning-engines-deep-review.md
- /Users/blaze/dev/stringray/docs/reflections/tuning-engines-implementation-plan.md
- /Users/blaze/dev/stringray/docs/reflections/tuning-engines-inventory.md
- /Users/blaze/dev/stringray/docs/reflections/what-i-feel.md
- /Users/blaze/dev/stringray/docs/reflections/why-this-is-critical.md
- /Users/blaze/dev/stringray/logs/framework/activity-2026-04-27T14-43-00-000Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-09T00-11-25-377Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-09T00-16-56-110Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-09T00-21-52-446Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-09T00-23-10-994Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-09T00-40-04-090Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-09T20-28-24-561Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T09-25-02-384Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T09-28-34-224Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T10-18-32-806Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T10-33-05-161Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T10-41-37-639Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T11-44-19-042Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T13-01-43-017Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T13-06-19-760Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T13-10-00-209Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T13-12-15-327Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T13-15-26-689Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T13-19-04-587Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T13-54-19-067Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T13-58-39-486Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T14-00-25-797Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T14-01-41-335Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T15-15-04-005Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T15-16-11-358Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T15-17-04-067Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T15-19-17-513Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T15-27-01-934Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T15-44-12-642Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T15-44-12-649Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T15-59-45-910Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T18-09-10-045Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T18-09-10-059Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-11T23-32-16-547Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-2026-05-15T14-01-55-740Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/activity-report.json
- /Users/blaze/dev/stringray/logs/framework/activity.log
- /Users/blaze/dev/stringray/logs/framework/activity.log.orig
- /Users/blaze/dev/stringray/logs/framework/framework-activity-2026-03-18T11-30-14-805Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/framework-activity-2026-03-18T11-31-42-888Z.log.gz
- /Users/blaze/dev/stringray/logs/framework/routing-debug.log
- /Users/blaze/dev/stringray/logs/framework/routing-outcomes.json
- /Users/blaze/dev/stringray/logs/framework/session-routing.json


## Output Required
1. Summary of key findings from each data source
2. Identified routing patterns (success/failure)
3. Emerging keyword trends
4. Agent performance observations

## Format
Return your findings in a structured report.
