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feat: add /memory:load-skill-memory command for progressive SKILL loading
New command for loading SKILL package documentation with intelligent level selection:
**Two-Step Process**:
1. Validate SKILL existence in .claude/skills/{skill_name}/
2. Load documentation based on task requirements and complexity
**Progressive Loading Levels**:
- Level 0: Quick Start (~2K tokens) - Overview exploration
- Level 1: Core Modules (~10K tokens) - Module analysis
- Level 2: Complete (~25K tokens) - Code modification
- Level 3: Deep Dive (~40K tokens) - Feature implementation
**Auto-Level Selection**:
- Keyword-based detection from task description
- "快速了解" → Level 0
- "分析" → Level 1
- "修改" → Level 2
- "实现" → Level 3
**Key Features**:
- SKILL existence validation with available SKILLs listing
- Task-driven level auto-selection
- Token budget estimation
- Error handling for missing SKILLs/documentation
- Explicit --level override support
**Usage Examples**:
```bash
/memory:load-skill-memory hydro_generator_module "分析热模型"
/memory:load-skill-memory Claude_dms3 --level 2 "修改workflow"
/memory:load-skill-memory multiphysics_network "实现耦合器"
```
**Integration**:
- Works with SKILL packages generated by /memory:skill-memory
- Optimizes token usage through progressive loading
- Supports workflow planning and execution commands
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
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.claude/commands/memory/load-skill-memory.md
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---
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name: load-skill-memory
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description: Load SKILL package documentation with progressive levels based on task requirements
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argument-hint: "<skill_name> [--level 0|1|2|3] [task description]"
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allowed-tools: Bash(*), Read(*), Glob(*)
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examples:
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- /memory:load-skill-memory hydro_generator_module "分析热模型实现"
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- /memory:load-skill-memory workflow-system --level 2 "修改任务调度逻辑"
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- /memory:load-skill-memory Claude_dms3 "学习文档生成流程"
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---
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# Memory Load SKILL Command (/memory:load-skill-memory)
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## 1. Overview
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The `memory:load-skill-memory` command loads SKILL package documentation with **progressive levels** (0-3) based on task requirements. It validates SKILL existence and intelligently selects appropriate documentation depth.
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**Core Philosophy**:
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- **Two-Step Validation**: Check SKILL existence before loading
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- **Progressive Loading**: Load only necessary documentation based on task complexity
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- **Token Optimization**: Start with minimal context, expand as needed
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- **Task-Driven Selection**: Automatically select level based on task description
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## 2. Parameters
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- `<skill_name>` (Required): Name of SKILL package to load
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- Example: `hydro_generator_module`
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- Example: `Claude_dms3`
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- Example: `multiphysics_network`
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- `--level <0|1|2|3>` (Optional): Force specific documentation level
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- Level 0: Quick Start (~2K tokens) - Overview only
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- Level 1: Core Modules (~10K tokens) - Key module APIs
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- Level 2: Complete (~25K tokens) - All modules + architecture
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- Level 3: Deep Dive (~40K tokens) - Everything including examples
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- Default: Auto-select based on task description
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- `[task description]` (Optional): Task context for auto-level selection
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- Example: "分析热模型实现"
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- Example: "修改builder pattern"
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- Example: "学习参数系统设计"
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## 3. Two-Step Execution Flow
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### Step 1: Validate SKILL Existence
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**Check SKILL.md File**:
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```bash
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bash(test -f .claude/skills/{skill_name}/SKILL.md && echo "exists" || echo "not_found")
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```
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**Validation Logic**:
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- If `exists`: Continue to Step 2
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- If `not_found`: Return error message with available SKILLs:
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```bash
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bash(ls -1 .claude/skills/ 2>/dev/null || echo "No SKILLs available")
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```
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**Error Message Format**:
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```
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❌ SKILL '{skill_name}' not found.
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Available SKILLs:
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- hydro_generator_module
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- Claude_dms3
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- multiphysics_network
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Use: /memory:load-skill-memory <skill_name> [task description]
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```
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### Step 2: Load Documentation by Level
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**Level Selection Logic**:
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1. **Explicit Level** (--level specified): Use specified level directly
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2. **Task-Based Auto-Selection**:
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- **Level 0** (Quick Start):
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- Keywords: "overview", "介绍", "what is", "概述", "快速了解"
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- Use case: Initial exploration, understanding basic capabilities
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- **Level 1** (Core Modules):
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- Keywords: "分析", "analyze", "review", "理解", "understand", "API"
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- Use case: Deep analysis of specific modules, API review
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- **Level 2** (Complete):
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- Keywords: "修改", "modify", "重构", "refactor", "设计", "architecture"
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- Use case: Modifying code, understanding system design
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- **Level 3** (Deep Dive):
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- Keywords: "实现", "implement", "开发", "develop", "示例", "example"
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- Use case: New feature implementation, need complete context
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3. **Default**: Level 1 if no task description and no --level flag
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**Loading Implementation**:
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```bash
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# Read SKILL.md to get documentation structure
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Read(.claude/skills/{skill_name}/SKILL.md)
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# Based on selected level, read corresponding files
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case $level in
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0)
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Read(../../../.workflow/docs/{skill_name}/README.md)
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;;
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1)
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Read(../../../.workflow/docs/{skill_name}/README.md)
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# Read Core Module README.md files listed in SKILL.md Level 1
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;;
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2)
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# Load all Level 1 docs
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Read(../../../.workflow/docs/{skill_name}/ARCHITECTURE.md)
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# Read all module README.md + API.md files
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;;
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3)
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# Load all Level 2 docs
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Read(../../../.workflow/docs/{skill_name}/EXAMPLES.md)
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# Read complete documentation set
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;;
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esac
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```
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## 4. Output Format
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**Success Output**:
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```
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✅ Loaded SKILL: {skill_name} (Level {level})
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📦 Documentation Loaded:
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- README.md (~2K tokens)
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[Level 1+]
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- analysis/README.md
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- builders/README.md
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- params/README.md
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[Level 2+]
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- ARCHITECTURE.md
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- Complete module APIs
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[Level 3+]
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- EXAMPLES.md
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💡 Token Budget: ~{token_count}K
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🎯 Task Context: {task_description}
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```
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## 5. Usage Examples
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### Example 1: Quick Overview
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```bash
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/memory:load-skill-memory hydro_generator_module "快速了解模块功能"
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```
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**Auto-Selected Level**: 0 (keyword: "快速了解")
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**Loaded Files**:
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- `.workflow/docs/hydro_generator_module/README.md`
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**Token Budget**: ~2K
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### Example 2: Module Analysis
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```bash
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/memory:load-skill-memory hydro_generator_module "分析builder pattern实现"
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```
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**Auto-Selected Level**: 1 (keyword: "分析")
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**Loaded Files**:
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- README.md
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- builders/README.md
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- builders/API.md
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- interfaces/README.md
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- params/README.md
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**Token Budget**: ~10K
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### Example 3: Code Modification
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```bash
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/memory:load-skill-memory Claude_dms3 --level 2 "修改文档生成workflow"
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```
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**Explicit Level**: 2
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**Loaded Files**:
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- README.md
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- All module README.md + API.md
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- ARCHITECTURE.md
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**Token Budget**: ~25K
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### Example 4: New Feature Implementation
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```bash
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/memory:load-skill-memory multiphysics_network "实现新的电磁耦合器"
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```
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**Auto-Selected Level**: 3 (keyword: "实现")
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**Loaded Files**:
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- Complete documentation set
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- EXAMPLES.md with 20+ examples
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**Token Budget**: ~40K
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## 6. Level Selection Matrix
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| Task Type | Keywords | Auto Level | Token Budget |
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|-----------|----------|------------|--------------|
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| **Explore** | overview, 介绍, what is, 概述 | 0 | ~2K |
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| **Analyze** | 分析, analyze, review, 理解 | 1 | ~10K |
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| **Modify** | 修改, modify, 重构, refactor | 2 | ~25K |
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| **Implement** | 实现, implement, 开发, develop | 3 | ~40K |
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## 7. Implementation Steps
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**Pseudo-code**:
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```javascript
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// Step 1: Validate SKILL existence
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skill_path = `.claude/skills/${skill_name}/SKILL.md`
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if (!exists(skill_path)) {
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list_available_skills()
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return error_message
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}
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// Step 2: Determine level
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if (--level specified) {
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level = specified_level
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} else if (task_description) {
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level = auto_select_level(task_description)
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} else {
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level = 1 // Default
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}
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// Step 3: Read SKILL.md structure
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skill_content = Read(skill_path)
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doc_structure = parse_progressive_loading(skill_content)
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// Step 4: Load documentation by level
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loaded_docs = []
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for (doc in doc_structure[level]) {
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loaded_docs.push(Read(doc.path))
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}
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// Step 5: Calculate token count
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token_count = estimate_tokens(loaded_docs)
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// Step 6: Output summary
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output_success_message(skill_name, level, loaded_docs, token_count, task_description)
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```
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## 8. Error Handling
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### SKILL Not Found
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```
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❌ SKILL 'unknown_module' not found.
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Available SKILLs:
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- hydro_generator_module (D:\dongdiankaifa9\hydro_generator_module)
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- Claude_dms3 (D:\Claude_dms3)
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Generate new SKILL: /memory:skill-memory [path]
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```
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### Documentation Missing
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```
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⚠️ SKILL 'hydro_generator_module' exists but documentation incomplete.
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Missing files:
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- .workflow/docs/hydro_generator_module/ARCHITECTURE.md
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Regenerate documentation: /memory:skill-memory --regenerate
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```
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### Invalid Level
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```
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❌ Invalid level: 4
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Valid levels:
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- Level 0: Quick Start (~2K)
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- Level 1: Core Modules (~10K)
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- Level 2: Complete (~25K)
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- Level 3: Deep Dive (~40K)
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```
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## 9. Integration with Other Commands
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**Workflow Integration**:
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```bash
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# 1. Load SKILL context
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/memory:load-skill-memory hydro_generator_module "修改thermal template"
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# 2. Use loaded context for planning
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/workflow:plan "增强thermal template支持动态阻抗"
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# 3. Execute implementation
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/workflow:execute
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```
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**Memory Refresh**:
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```bash
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# Load fresh context after code changes
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/memory:load-skill-memory hydro_generator_module --level 2 "review recent changes"
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```
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## 10. Token Optimization Strategy
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**Progressive Loading Pattern**:
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1. Start with Level 0 for exploration
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2. Escalate to Level 1 for analysis
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3. Load Level 2 for modification tasks
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4. Use Level 3 only for complex implementations
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**Token Budget Guidelines**:
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- **Simple queries**: Level 0-1 (2-10K)
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- **Code review**: Level 1-2 (10-25K)
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- **Feature development**: Level 2-3 (25-40K)
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**Reload Strategy**:
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- Reload with higher level if insufficient context
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- Use explicit --level to override auto-selection
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## 11. Notes
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- **Read-Only**: Does not modify SKILL files or documentation
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- **Session-Scoped**: Loaded documentation valid for current session
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- **Auto-Selection**: Keywords matched case-insensitively
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- **Path Relative**: All documentation paths relative to SKILL.md location
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- **Token Aware**: Automatically estimates token consumption
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- **Fallback**: Defaults to Level 1 if auto-selection unclear
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