Optimize description format to emphasize SKILL as primary context source:
**Key Changes**:
1. Action verbs updated: "working with" → "modifying" (more explicit)
2. Added priority trigger: "especially when no relevant context exists in memory"
3. Expanded Trigger Optimization guidance with three key scenarios
**Three Key Actions**:
- analyzing (分析) - Understanding codebase structure
- modifying (修改) - Making changes to code
- learning (了解) - Exploring unfamiliar modules
**Priority Context Loading**:
- Emphasize SKILL loading when conversation memory lacks relevant context
- Position SKILL as first-choice context source for fresh inquiries
- Improve trigger sensitivity for cold-start scenarios
**Before**:
"Load this SKILL when analyzing, working with, or learning about {domain}
or files under this path for comprehensive context."
**After**:
"Load this SKILL when analyzing, modifying, or learning about {domain}
or files under this path, especially when no relevant context exists in memory."
**Impact**:
- Higher trigger rate when users ask about unfamiliar modules
- Better context initialization for new analysis sessions
- Clearer action vocabulary aligns with actual use cases
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
Fix inconsistency between Format definition and Example usage:
**Problem**:
- Format used {project_name} placeholder (technical directory name)
- Example used "workflow management" (human-readable domain description)
- Mismatch causes incorrect description generation
**Solution**:
- Changed {project_name} → {domain_description} in format
- Added explicit guidance: "Extract human-readable domain/feature area"
- Added examples: "workflow management", "thermal modeling"
- Clarified: Use domain description, NOT technical project_name
**Impact**:
- Generated descriptions now correctly use domain terms
- Improved trigger sensitivity with natural language
- Consistent with example pattern
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
Enhance description format to include project path information:
- Add "(located at {project_path})" to description format
- Reference TARGET_PATH from Phase 1 for accurate path
- Include "or files under this path" trigger condition
- Improve sensitivity when users mention specific directories
Benefits:
- SKILL triggers when user asks about files in project directory
- Path-based context identification improves accuracy
- Better integration with file location queries
Before: "{Project} {capabilities}. Load when {scenarios}..."
After: "{Project} {capabilities} (located at {path}). Load when {scenarios} or files under this path..."
Example:
"Workflow orchestration system with CLI tools (located at /d/Claude_dms3).
Load this SKILL when analyzing, working with, or learning about workflow
management or files under this path for comprehensive context."
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
Enhance description generation in Phase 4 Step 3:
- New format emphasizes "Load this SKILL" pattern for improved triggering
- Explicitly covers three key scenarios: analyzing, working with, or learning
- Prioritizes SKILL as primary context source for project understanding
- Added trigger optimization guidance for context retrieval scenarios
Before: "{Function}. Use when {trigger conditions}."
After: "{Project} {core capabilities}. Load this SKILL when analyzing, working with, or learning about {project_name} for comprehensive context."
Example:
"Workflow orchestration system with CLI tools and documentation generation.
Load this SKILL when analyzing, working with, or learning about workflow
management for comprehensive context."
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
Update task grouping constraints to support up to 10 documents per task:
- Primary constraint: ≤10 documents (up from ≤7)
- Conflict resolution thresholds adjusted accordingly
- Updated all examples (Small/Medium/Large projects)
- Maintains 2-dir grouping optimization for context sharing
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
- Change primary constraint to ≤7 documents per task (previously ≤5)
- Prefer grouping 2 top-level directories for context sharing via single Gemini analysis
- Add intelligent conflict resolution: split groups when exceeding doc limit
- Update Phase 4 decomposition algorithm with detailed grouping examples
- Add doc_count field to phase2-analysis.json group assignments
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
- Updated command description and argument hints for clarity.
- Changed the orchestrator role to emphasize its function as a pure orchestrator without task JSON generation.
- Implemented a 4-phase workflow for documentation generation, including auto-continue mechanisms.
- Enhanced argument parsing to include a new mode option for full or partial documentation generation.
- Simplified the output structure and improved validation steps throughout the phases.
- Revised the SKILL.md generation process to include a progressive loading guide and module index.
- Removed unnecessary complexity and reduced code size by approximately 70%.
- Renamed update-memory-full.md -> update-full.md for consistency
- Renamed update-memory-related.md -> update-related.md for consistency
- Added parallel execution support (max 4 concurrent) for both direct and agent modes
- Fixed execution strategy: <20 modules direct parallel, ≥20 modules agent batch
- Removed misleading "orchestrator agent" section that caused hierarchy confusion
- Clarified coordinator always executes, agents only for batching ≥20 modules
- Added explicit file naming rules to prevent ToolSidebar.CLAUDE.md errors
- Updated template and script with CRITICAL file naming constraints
- Removed all emoji symbols from documentation for clean text format
- Added smart filtering strategy to docs.md for auto-skip patterns
Key improvements:
- Phase 3A: Direct parallel execution (max 4 concurrent per depth)
- Phase 3B: Agent batch execution (4 modules/agent)
- Both modes use same batching strategy, differ only in agent layer
- Explicit CLAUDE.md file naming in 3 locations (script, template, checklist)
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>