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Complete redesign from manual document reading to SKILL activation pattern: **Before (Manual Loading)**: - Complex level selection logic (0-3) - Manual Read operations for each document - Task-based auto-level selection - ~200 lines of document loading code **After (Skill Activation)**: - Simple two-step: Validate → Activate - Use Skill(command: "skill_name") tool - System handles all documentation loading automatically - ~100 lines simpler, more maintainable **Key Changes**: 1. **Examples Updated**: - From: `/memory:load-skill-memory hydro_generator_module "分析热模型"` - To: `Skill(command: "hydro_generator_module")` 2. **Execution Flow Simplified**: - Step 1: Validate SKILL.md exists - Step 2: Skill(command: "skill_name") - System automatically handles progressive loading 3. **Removed Manual Logic**: - No explicit --level parameter - No manual document reading - No level selection algorithm - System determines context needs automatically 4. **Added SKILL Trigger Mechanism**: - Explains how SKILL description triggers work - Keyword matching (domain terms) - Action detection (analyzing, modifying, learning) - Memory gap detection - Path-based triggering 5. **Updated Integration Examples**: ```javascript Skill(command: "hydro_generator_module") SlashCommand(command: "/workflow:plan \"task\"") ``` **Benefits**: - Simpler user experience (just activate SKILL) - Automatic context optimization - System handles complexity - Follows Claude SKILL architecture - Leverages built-in SKILL trigger patterns **Philosophy Shift**: - From: Manual control over documentation loading - To: Trust SKILL system to load appropriate context - Aligns with skill-memory.md description optimization 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>