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ENHANCE && MERGE - #6

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mstanton merged 17 commits into
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Feb 3, 2026
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ENHANCE && MERGE#6
mstanton merged 17 commits into
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@mstanton mstanton commented Feb 3, 2026

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mstanton and others added 17 commits February 1, 2026 11:28
Implements ESASS × OpenClaw × ClawHub integration:
- OpenClaw event bridge to ESASS probes
- Skill formatter (ESASS → OpenClaw SKILL.md)
- ClawHub publishing client with versioning
- Recursive loop controller for pattern → skill → publish cycle
- Configuration management with env support
- Quick start demo with simulated events

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Updates project documentation to reflect current state:
- Added OpenClaw × ClawHub integration section (1873 lines)
- Updated status to production-ready probe system + recursive learning loop
- Expanded project structure with openclaw-plugin directory
- Updated roadmap with completed phases (1-3) and planned phases (4-8)
- Enhanced success metrics with probe system and integration achievements
- Reorganized documentation links by category
- Bumped version to 0.2.0

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Implements top 5 recommended probes from ENHANCE.md:

1. ErrorRecoveryProbe - tracks error resolution patterns
   - Captures recovery strategies (read docs, search code, backtrack, etc.)
   - Measures time to recovery and success rates
   - Maps error categories to effective recovery approaches

2. StrategyShiftProbe - captures approach pivots
   - Detects when Claude abandons one approach for another
   - Tracks sunk cost at shift point (actions taken, time spent)
   - Identifies shift triggers (not working, try different, etc.)
   - Records approach transitions (incremental → batch, etc.)

3. CalibrationProbe - tracks confidence vs outcomes
   - Compares predicted confidence to actual outcomes
   - Detects overconfidence and underconfidence patterns
   - Calculates calibration error metrics
   - Essential for self-improvement loops

4. InsightProbe - captures "aha moments"
   - Detects realizations, breakthroughs, corrections
   - Identifies causal discoveries and pattern recognition
   - Extracts key insights and learnings
   - Categorizes by domain (debugging, architecture, etc.)

5. ScopeExpansionProbe - detects task complexity growth
   - Tracks initial complexity estimates
   - Identifies unexpected dependencies and scope creep
   - Measures expansion magnitude and frequency
   - Detects "more complicated than expected" moments

Configuration updates:
- Added ProbeConfig dataclasses for each new probe
- Integrated into ESASSProbeSystemConfig
- Added environment variable support
- Updated create_default_probes() to instantiate new probes

Total: ~1400 lines of new probe implementation

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
@mstanton mstanton self-assigned this Feb 3, 2026
@mstanton mstanton added the enhancement New feature or request label Feb 3, 2026
@mstanton
mstanton merged commit 2f3c856 into main Feb 3, 2026
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