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---
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name: evolve
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description: Cluster related instincts into skills, commands, or agents
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description: 将相关的直觉(Instincts)聚类为技能(Skills)、命令(Commands)或智能体(Agents)
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command: true
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---
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# Evolve Command
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# Evolve 命令
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## Implementation
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## 实现 (Implementation)
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Run the instinct CLI using the plugin root path:
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使用插件根路径运行直觉(Instinct)命令行界面(CLI):
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```bash
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python3 "${CLAUDE_PLUGIN_ROOT}/skills/continuous-learning-v2/scripts/instinct-cli.py" evolve [--generate]
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```
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Or if `CLAUDE_PLUGIN_ROOT` is not set (manual installation):
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或者如果未设置 `CLAUDE_PLUGIN_ROOT`(手动安装):
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```bash
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python3 ~/.claude/skills/continuous-learning-v2/scripts/instinct-cli.py evolve [--generate]
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```
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Analyzes instincts and clusters related ones into higher-level structures:
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- **Commands**: When instincts describe user-invoked actions
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- **Skills**: When instincts describe auto-triggered behaviors
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- **Agents**: When instincts describe complex, multi-step processes
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分析直觉(Instincts)并将相关的直觉聚类为更高级的结构:
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- **命令(Commands)**:当直觉描述用户调用的操作时
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- **技能(Skills)**:当直觉描述自动触发的行为时
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- **智能体(Agents)**:当直觉描述复杂的、多步骤的流程时
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## Usage
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## 用法 (Usage)
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```
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/evolve # Analyze all instincts and suggest evolutions
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/evolve --domain testing # Only evolve instincts in testing domain
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/evolve --dry-run # Show what would be created without creating
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/evolve --threshold 5 # Require 5+ related instincts to cluster
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/evolve # 分析所有直觉并建议演进方案
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/evolve --domain testing # 仅演进测试领域(testing domain)中的直觉
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/evolve --dry-run # 显示将要创建的内容而不实际创建
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/evolve --threshold 5 # 要求至少有 5 个以上的相关直觉才进行聚类
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```
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## Evolution Rules
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## 演进规则 (Evolution Rules)
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### → Command (User-Invoked)
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When instincts describe actions a user would explicitly request:
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- Multiple instincts about "when user asks to..."
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- Instincts with triggers like "when creating a new X"
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- Instincts that follow a repeatable sequence
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### → 命令 (Command)(用户调用)
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当直觉描述用户会明确请求的操作时:
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- 多个关于“当用户要求...”的直觉
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- 带有“当创建新的 X 时”等触发器的直觉
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- 遵循可重复序列的直觉
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Example:
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示例:
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- `new-table-step1`: "when adding a database table, create migration"
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- `new-table-step2`: "when adding a database table, update schema"
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- `new-table-step3`: "when adding a database table, regenerate types"
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→ Creates: `/new-table` command
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→ 创建:`/new-table` 命令
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### → Skill (Auto-Triggered)
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When instincts describe behaviors that should happen automatically:
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- Pattern-matching triggers
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- Error handling responses
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- Code style enforcement
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### → 技能 (Skill)(自动触发)
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当直觉描述应该自动发生的行为时:
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- 模式匹配触发器
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- 错误处理响应
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- 代码风格强制执行
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Example:
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示例:
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- `prefer-functional`: "when writing functions, prefer functional style"
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- `use-immutable`: "when modifying state, use immutable patterns"
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- `avoid-classes`: "when designing modules, avoid class-based design"
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→ Creates: `functional-patterns` skill
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→ 创建:`functional-patterns` 技能(Skill)
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### → Agent (Needs Depth/Isolation)
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When instincts describe complex, multi-step processes that benefit from isolation:
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- Debugging workflows
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- Refactoring sequences
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- Research tasks
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### → 智能体 (Agent)(需要深度/隔离)
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当直觉描述复杂的、多步骤的流程,且受益于隔离环境时:
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- 调试工作流(Workflow)
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- 重构序列
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- 研究任务
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Example:
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示例:
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- `debug-step1`: "when debugging, first check logs"
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- `debug-step2`: "when debugging, isolate the failing component"
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- `debug-step3`: "when debugging, create minimal reproduction"
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- `debug-step4`: "when debugging, verify fix with test"
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→ Creates: `debugger` agent
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→ 创建:`debugger` 智能体(Agent)
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## What to Do
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## 操作步骤 (What to Do)
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1. Read all instincts from `~/.claude/homunculus/instincts/`
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2. Group instincts by:
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- Domain similarity
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- Trigger pattern overlap
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- Action sequence relationship
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3. For each cluster of 3+ related instincts:
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- Determine evolution type (command/skill/agent)
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- Generate the appropriate file
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- Save to `~/.claude/homunculus/evolved/{commands,skills,agents}/`
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4. Link evolved structure back to source instincts
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1. 从 `~/.claude/homunculus/instincts/` 读取所有直觉(Instincts)
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2. 按以下维度对直觉进行分组:
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- 领域(Domain)相似性
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- 触发模式重合度
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- 操作序列关联性
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3. 对于每个包含 3 个及以上相关直觉的聚类:
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- 确定演进类型(命令/技能/智能体)
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- 生成相应的文件
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- 保存至 `~/.claude/homunculus/evolved/{commands,skills,agents}/`
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4. 将演进后的结构链接回原始直觉
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## Output Format
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## 输出格式 (Output Format)
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```
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🧬 Evolve Analysis
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🧬 演进分析 (Evolve Analysis)
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==================
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Found 3 clusters ready for evolution:
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发现 3 个已准备好演进的聚类:
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## Cluster 1: Database Migration Workflow
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Instincts: new-table-migration, update-schema, regenerate-types
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Type: Command
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Confidence: 85% (based on 12 observations)
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## 聚类 1:数据库迁移工作流 (Database Migration Workflow)
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直觉 (Instincts): new-table-migration, update-schema, regenerate-types
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类型: 命令 (Command)
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置信度: 85% (基于 12 次观察)
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Would create: /new-table command
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Files:
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将创建: /new-table 命令
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文件:
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- ~/.claude/homunculus/evolved/commands/new-table.md
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## Cluster 2: Functional Code Style
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Instincts: prefer-functional, use-immutable, avoid-classes, pure-functions
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Type: Skill
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Confidence: 78% (based on 8 observations)
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## 聚类 2:函数式代码风格 (Functional Code Style)
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直觉 (Instincts): prefer-functional, use-immutable, avoid-classes, pure-functions
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类型: 技能 (Skill)
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置信度: 78% (基于 8 次观察)
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Would create: functional-patterns skill
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Files:
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将创建: functional-patterns 技能 (Skill)
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文件:
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- ~/.claude/homunculus/evolved/skills/functional-patterns.md
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## Cluster 3: Debugging Process
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Instincts: debug-check-logs, debug-isolate, debug-reproduce, debug-verify
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Type: Agent
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Confidence: 72% (based on 6 observations)
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## 聚类 3:调试流程 (Debugging Process)
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直觉 (Instincts): debug-check-logs, debug-isolate, debug-reproduce, debug-verify
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类型: 智能体 (Agent)
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置信度: 72% (基于 6 次观察)
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Would create: debugger agent
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Files:
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将创建: debugger 智能体 (Agent)
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文件:
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- ~/.claude/homunculus/evolved/agents/debugger.md
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---
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Run `/evolve --execute` to create these files.
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运行 `/evolve --execute` 来创建这些文件。
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```
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## Flags
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## 参数标志 (Flags)
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- `--execute`: Actually create the evolved structures (default is preview)
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- `--dry-run`: Preview without creating
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- `--domain <name>`: Only evolve instincts in specified domain
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- `--threshold <n>`: Minimum instincts required to form cluster (default: 3)
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- `--type <command|skill|agent>`: Only create specified type
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- `--execute`: 实际创建演进后的结构(默认为预览)
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- `--dry-run`: 预览而不创建
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- `--domain <name>`: 仅演进指定领域(Domain)中的直觉
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- `--threshold <n>`: 形成聚类所需的最小直觉数量(默认值:3)
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- `--type <command|skill|agent>`: 仅创建指定类型
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## Generated File Format
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## 生成的文件格式 (Generated File Format)
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### Command
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### 命令 (Command)
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```markdown
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---
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name: new-table
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@@ -150,16 +150,16 @@ evolved_from:
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- regenerate-types
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---
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# New Table Command
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# New Table 命令
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[Generated content based on clustered instincts]
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[基于聚类直觉生成的正文内容]
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## Steps
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## 步骤
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1. ...
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2. ...
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```
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### Skill
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### 技能 (Skill)
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```markdown
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---
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name: functional-patterns
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@@ -170,12 +170,12 @@ evolved_from:
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- avoid-classes
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---
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# Functional Patterns Skill
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# Functional Patterns 技能 (Skill)
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[Generated content based on clustered instincts]
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[基于聚类直觉生成的正文内容]
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```
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### Agent
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### 智能体 (Agent)
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```markdown
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---
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name: debugger
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@@ -187,7 +187,7 @@ evolved_from:
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- debug-reproduce
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---
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# Debugger Agent
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# Debugger 智能体 (Agent)
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[Generated content based on clustered instincts]
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[基于聚类直觉生成的正文内容]
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```
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