agent-delegate
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Translation
ChineseAgent Delegate Skill
Agent Delegate Skill
Spawn specialized sub-agents to handle specific phases of complex tasks. Each delegate receives curated context from the parent session and returns structured results that merge back into the main conversation.
生成专业子代理以处理复杂任务的特定阶段。每个代理会从父会话中接收精心整理的上下文,并返回结构化结果,这些结果会合并回主对话中。
When to Use
适用场景
✅ USE this skill when:
- A task requires multiple distinct areas of expertise (security review + performance + style)
- You need to break down a complex problem into specialized phases
- Different parts of a task need different system prompts/personalities
- You want parallel execution of independent subtasks
- Building recursive problem-solving workflows
❌ DON'T use for:
- Simple single-focus tasks (delegate adds overhead)
- Tasks requiring continuous human interaction
- When you already have the expertise needed
- Deep recursion (capped at depth 3 to prevent infinite loops)
✅ 在以下场景使用该技能:
- 任务需要多个不同领域的专业知识(安全审查 + 性能优化 + 代码风格检查)
- 需要将复杂问题拆解为多个专业阶段处理
- 任务的不同部分需要不同的系统提示词/角色设定
- 需要并行执行独立的子任务
- 构建递归式问题解决工作流
❌ 请勿在以下场景使用:
- 简单的单一焦点任务(委托会增加额外开销)
- 需要持续人机交互的任务
- 您已具备完成任务所需专业知识的情况
- 深度递归场景(已限制最大深度为3,防止无限循环)
Architecture
架构
┌─────────────────────────────────────────┐
│ Parent Agent Session │
│ "Review this entire codebase" │
└──────────────┬──────────────────────────┘
│ delegate()
▼
┌──────────────────────┐
│ Delegate Context │
│ - Parent prompt │
│ - Relevant files │
│ - Parent's analysis │
│ - Depth counter │
└──────────┬───────────┘
│
┌──────────▼───────────┐
│ Sub-Agent Session │
│ "Check for security │
│ vulnerabilities" │
└──────────┬───────────┘
│
▼
┌──────────────────────┐
│ Structured Result │
│ { findings, files, │
│ severity, next } │
└──────────────────────┘┌─────────────────────────────────────────┐
│ Parent Agent Session │
│ "Review this entire codebase" │
└──────────────┬──────────────────────────┘
│ delegate()
▼
┌──────────────────────┐
│ Delegate Context │
│ - Parent prompt │
│ - Relevant files │
│ - Parent's analysis │
│ - Depth counter │
└──────────┬───────────┘
│
┌──────────▼───────────┐
│ Sub-Agent Session │
│ "Check for security │
│ vulnerabilities" │
└──────────┬───────────┘
│
▼
┌──────────────────────┐
│ Structured Result │
│ { findings, files, │
│ severity, next } │
└──────────────────────┘Commands
命令
bash
undefinedbash
undefinedDelegate a subtask with default settings
Delegate a subtask with default settings
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review for security vulnerabilities"
--task "Review for security vulnerabilities"
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review for security vulnerabilities"
--task "Review for security vulnerabilities"
Delegate with custom system prompt
Delegate with custom system prompt
node /job/.pi/skills/agent-delegate/delegate.js
--task "Analyze performance bottlenecks"
--system "You are a performance optimization expert"
--model "claude-sonnet-4-5-20250929"
--task "Analyze performance bottlenecks"
--system "You are a performance optimization expert"
--model "claude-sonnet-4-5-20250929"
node /job/.pi/skills/agent-delegate/delegate.js
--task "Analyze performance bottlenecks"
--system "You are a performance optimization expert"
--model "claude-sonnet-4-5-20250929"
--task "Analyze performance bottlenecks"
--system "You are a performance optimization expert"
--model "claude-sonnet-4-5-20250929"
Delegate with file context
Delegate with file context
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review this code"
--files "./src/auth.ts ./src/api.ts"
--task "Review this code"
--files "./src/auth.ts ./src/api.ts"
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review this code"
--files "./src/auth.ts ./src/api.ts"
--task "Review this code"
--files "./src/auth.ts ./src/api.ts"
Parallel delegation (spawn multiple agents)
Parallel delegation (spawn multiple agents)
node /job/.pi/skills/agent-delegate/delegate.js
--parallel
--task-1 "Check for security issues"
--task-2 "Check for performance issues"
--task-3 "Check for code style"
--parallel
--task-1 "Check for security issues"
--task-2 "Check for performance issues"
--task-3 "Check for code style"
node /job/.pi/skills/agent-delegate/delegate.js
--parallel
--task-1 "Check for security issues"
--task-2 "Check for performance issues"
--task-3 "Check for code style"
--parallel
--task-1 "Check for security issues"
--task-2 "Check for performance issues"
--task-3 "Check for code style"
With parent context
With parent context
node /job/.pi/skills/agent-delegate/delegate.js
--task "Build on this analysis"
--context "./parent_analysis.md"
--task "Build on this analysis"
--context "./parent_analysis.md"
undefinednode /job/.pi/skills/agent-delegate/delegate.js
--task "Build on this analysis"
--context "./parent_analysis.md"
--task "Build on this analysis"
--context "./parent_analysis.md"
undefinedCommand-Line Options
命令行选项
| Option | Description | Default |
|---|---|---|
| The task prompt for the delegate | Required |
| Custom system prompt for delegate | Inherited from parent |
| LLM model to use | |
| Space-separated file paths to include | None |
| Parent analysis/context file | None |
| Enable parallel delegation mode | false |
| Task N for parallel mode (1-5) | N/A |
| Current delegation depth (internal) | 0 |
| Maximum recursion depth | 3 |
| Output file for results | stdout |
| Verbose logging | false |
| 选项 | 描述 | 默认值 |
|---|---|---|
| 代理的任务提示词 | 必填 |
| 代理的自定义系统提示词 | 继承自父代理 |
| 使用的LLM模型 | |
| 要包含的空格分隔文件路径 | 无 |
| 父代理分析/上下文文件 | 无 |
| 启用并行委托模式 | false |
| 并行模式下的第N个任务(1-5) | N/A |
| 当前委托深度(内部使用) | 0 |
| 最大递归深度 | 3 |
| 结果输出文件 | stdout |
| 详细日志模式 | false |
Delegation Depth & Loop Prevention
委托深度与循环预防
To prevent infinite delegation loops:
- Depth 0: Parent agent (you)
- Depth 1: First-level delegates (spawned by parent)
- Depth 2: Second-level delegates (spawned by depth-1)
- Depth 3: Maximum - delegates at this depth cannot spawn further delegates
The delegate skill automatically tracks depth via the environment variable. Attempts to delegate beyond max depth return an error.
DELEGATE_DEPTH为防止无限委托循环:
- 深度0:父代理(您)
- 深度1:一级代理(由父代理生成)
- 深度2:二级代理(由一级代理生成)
- 深度3:最大深度 - 此深度的代理无法生成更多代理
委托技能通过环境变量自动跟踪深度。尝试超过最大深度进行委托会返回错误。
DELEGATE_DEPTHContext Handoff
上下文传递
When you delegate, the sub-agent receives:
- Task prompt - What to do
- System prompt - How to behave (expertise persona)
- File context - Relevant files from parent session
- Parent analysis - Your findings so far (optional)
- Depth metadata - Prevents infinite recursion
当您进行委托时,子代理会收到:
- 任务提示词 - 需要完成的工作
- 系统提示词 - 行为方式(专业角色设定)
- 文件上下文 - 父会话中的相关文件
- 父代理分析结果 - 您目前的发现(可选)
- 深度元数据 - 防止无限递归
Context Packaging
上下文打包
javascript
{
delegateTask: "Check for SQL injection vulnerabilities",
parentAnalysis: "Found 3 database queries in auth.ts...",
relevantFiles: [
{ path: "./src/auth.ts", content: "..." },
{ path: "./src/db.ts", content: "..." }
],
delegationDepth: 1,
maxDepth: 3,
parentSession: "job/abc123"
}javascript
{
delegateTask: "Check for SQL injection vulnerabilities",
parentAnalysis: "Found 3 database queries in auth.ts...",
relevantFiles: [
{ path: "./src/auth.ts", content: "..." },
{ path: "./src/db.ts", content: "..." }
],
delegationDepth: 1,
maxDepth: 3,
parentSession: "job/abc123"
}Structured Output Format
结构化输出格式
Delegates return JSON-structured results:
json
{
"delegateTask": "Check for SQL injection vulnerabilities",
"delegationDepth": 1,
"status": "complete",
"findings": [
{
"file": "./src/auth.ts",
"line": 42,
"severity": "high",
"issue": "Potential SQL injection via unsanitized input",
"codeSnippet": "const query = `SELECT * FROM users WHERE id = ${userId}`;",
"recommendation": "Use parameterized queries"
}
],
"summary": "Found 2 high-severity SQL injection risks",
"filesAnalyzed": 5,
"nextSteps": [
"Review ./src/api.ts for similar patterns",
"Add input validation layer"
],
"allowFurtherDelegation": true
}代理返回JSON格式的结构化结果:
json
{
"delegateTask": "Check for SQL injection vulnerabilities",
"delegationDepth": 1,
"status": "complete",
"findings": [
{
"file": "./src/auth.ts",
"line": 42,
"severity": "high",
"issue": "Potential SQL injection via unsanitized input",
"codeSnippet": "const query = `SELECT * FROM users WHERE id = ${userId}`;",
"recommendation": "Use parameterized queries"
}
],
"summary": "Found 2 high-severity SQL injection risks",
"filesAnalyzed": 5,
"nextSteps": [
"Review ./src/api.ts for similar patterns",
"Add input validation layer"
],
"allowFurtherDelegation": true
}Examples
示例
Example 1: Code Review with Specialized Delegates
示例1:使用专业代理进行代码审查
bash
undefinedbash
undefinedParent: "Review this PR comprehensively"
Parent: "Review this PR comprehensively"
Delegate security review
Delegate security review
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review for security vulnerabilities: SQL injection, XSS, auth bypass, CSRF"
--system "You are a security engineer with 10 years experience. Focus on OWASP Top 10."
--files "./src/auth.ts ./src/api.ts ./src/db.ts"
--output security_review.json
--task "Review for security vulnerabilities: SQL injection, XSS, auth bypass, CSRF"
--system "You are a security engineer with 10 years experience. Focus on OWASP Top 10."
--files "./src/auth.ts ./src/api.ts ./src/db.ts"
--output security_review.json
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review for security vulnerabilities: SQL injection, XSS, auth bypass, CSRF"
--system "You are a security engineer with 10 years experience. Focus on OWASP Top 10."
--files "./src/auth.ts ./src/api.ts ./src/db.ts"
--output security_review.json
--task "Review for security vulnerabilities: SQL injection, XSS, auth bypass, CSRF"
--system "You are a security engineer with 10 years experience. Focus on OWASP Top 10."
--files "./src/auth.ts ./src/api.ts ./src/db.ts"
--output security_review.json
Delegate performance review
Delegate performance review
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review for performance issues: N+1 queries, memory leaks, inefficient algorithms"
--system "You are a performance optimization expert. Identify bottlenecks and optimization opportunities."
--files "./src/db.ts ./src/cache.ts"
--output performance_review.json
--task "Review for performance issues: N+1 queries, memory leaks, inefficient algorithms"
--system "You are a performance optimization expert. Identify bottlenecks and optimization opportunities."
--files "./src/db.ts ./src/cache.ts"
--output performance_review.json
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review for performance issues: N+1 queries, memory leaks, inefficient algorithms"
--system "You are a performance optimization expert. Identify bottlenecks and optimization opportunities."
--files "./src/db.ts ./src/cache.ts"
--output performance_review.json
--task "Review for performance issues: N+1 queries, memory leaks, inefficient algorithms"
--system "You are a performance optimization expert. Identify bottlenecks and optimization opportunities."
--files "./src/db.ts ./src/cache.ts"
--output performance_review.json
Merge results
Merge results
node /job/.pi/skills/agent-delegate/merge.js
--inputs security_review.json performance_review.json
--output combined_review.md
--inputs security_review.json performance_review.json
--output combined_review.md
undefinednode /job/.pi/skills/agent-delegate/merge.js
--inputs security_review.json performance_review.json
--output combined_review.md
--inputs security_review.json performance_review.json
--output combined_review.md
undefinedExample 2: Research with Parallel Delegates
示例2:使用并行代理进行研究
bash
undefinedbash
undefinedParallel research delegation
Parallel research delegation
node /job/.pi/skills/agent-delegate/delegate.js
--parallel
--task-1 "Research market trends for AI agents in enterprise"
--task-2 "Identify top 10 competitors and their key features"
--task-3 "Summarize customer pain points from Reddit, Hacker News, Twitter"
--system-1 "You are a market analyst"
--system-2 "You are a competitive intelligence specialist"
--system-3 "You are a user research expert"
--output-1 market_trends.json
--output-2 competitor_analysis.json
--output-3 user_pain_points.json
--parallel
--task-1 "Research market trends for AI agents in enterprise"
--task-2 "Identify top 10 competitors and their key features"
--task-3 "Summarize customer pain points from Reddit, Hacker News, Twitter"
--system-1 "You are a market analyst"
--system-2 "You are a competitive intelligence specialist"
--system-3 "You are a user research expert"
--output-1 market_trends.json
--output-2 competitor_analysis.json
--output-3 user_pain_points.json
undefinednode /job/.pi/skills/agent-delegate/delegate.js
--parallel
--task-1 "Research market trends for AI agents in enterprise"
--task-2 "Identify top 10 competitors and their key features"
--task-3 "Summarize customer pain points from Reddit, Hacker News, Twitter"
--system-1 "You are a market analyst"
--system-2 "You are a competitive intelligence specialist"
--system-3 "You are a user research expert"
--output-1 market_trends.json
--output-2 competitor_analysis.json
--output-3 user_pain_points.json
--parallel
--task-1 "Research market trends for AI agents in enterprise"
--task-2 "Identify top 10 competitors and their key features"
--task-3 "Summarize customer pain points from Reddit, Hacker News, Twitter"
--system-1 "You are a market analyst"
--system-2 "You are a competitive intelligence specialist"
--system-3 "You are a user research expert"
--output-1 market_trends.json
--output-2 competitor_analysis.json
--output-3 user_pain_points.json
undefinedExample 3: Multi-Phase Problem Solving
示例3:多阶段问题解决
bash
undefinedbash
undefinedPhase 1: Analysis
Phase 1: Analysis
node /job/.pi/skills/agent-delegate/delegate.js
--task "Analyze this bug report and identify root cause candidates"
--context "./bug_report.md"
--output analysis.json
--task "Analyze this bug report and identify root cause candidates"
--context "./bug_report.md"
--output analysis.json
node /job/.pi/skills/agent-delegate/delegate.js
--task "Analyze this bug report and identify root cause candidates"
--context "./bug_report.md"
--output analysis.json
--task "Analyze this bug report and identify root cause candidates"
--context "./bug_report.md"
--output analysis.json
Phase 2: Solution Design (builds on Phase 1)
Phase 2: Solution Design (builds on Phase 1)
node /job/.pi/skills/agent-delegate/delegate.js
--task "Design a fix for the identified root cause"
--context "./analysis.json"
--system "You are a senior engineer specializing in system design"
--output solution.json
--task "Design a fix for the identified root cause"
--context "./analysis.json"
--system "You are a senior engineer specializing in system design"
--output solution.json
node /job/.pi/skills/agent-delegate/delegate.js
--task "Design a fix for the identified root cause"
--context "./analysis.json"
--system "You are a senior engineer specializing in system design"
--output solution.json
--task "Design a fix for the identified root cause"
--context "./analysis.json"
--system "You are a senior engineer specializing in system design"
--output solution.json
Phase 3: Implementation Plan
Phase 3: Implementation Plan
node /job/.pi/skills/agent-delegate/delegate.js
--task "Create a step-by-step implementation plan with code examples"
--context "./solution.json"
--system "You are a tech lead who writes clear implementation guides"
--output implementation_plan.md
--task "Create a step-by-step implementation plan with code examples"
--context "./solution.json"
--system "You are a tech lead who writes clear implementation guides"
--output implementation_plan.md
undefinednode /job/.pi/skills/agent-delegate/delegate.js
--task "Create a step-by-step implementation plan with code examples"
--context "./solution.json"
--system "You are a tech lead who writes clear implementation guides"
--output implementation_plan.md
--task "Create a step-by-step implementation plan with code examples"
--context "./solution.json"
--system "You are a tech lead who writes clear implementation guides"
--output implementation_plan.md
undefinedIntegration with PopeBot Jobs
与PopeBot Jobs集成
Use agent delegation inside a job by calling the delegate script:
markdown
undefined通过调用委托脚本,在任务中使用代理委托功能:
markdown
undefinedjob.md
job.md
I need to review this pull request comprehensively.
I need to review this pull request comprehensively.
Step 1: Delegate Security Review
Step 1: Delegate Security Review
First, let me spawn a security specialist:
```bash
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review PR #{{pr_number}} for security vulnerabilities"
--system "You are a security engineer focused on OWASP Top 10"
--files "./src/auth.ts ./src/api.ts" ```
--task "Review PR #{{pr_number}} for security vulnerabilities"
--system "You are a security engineer focused on OWASP Top 10"
--files "./src/auth.ts ./src/api.ts" ```
First, let me spawn a security specialist:
```bash
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review PR #{{pr_number}} for security vulnerabilities"
--system "You are a security engineer focused on OWASP Top 10"
--files "./src/auth.ts ./src/api.ts" ```
--task "Review PR #{{pr_number}} for security vulnerabilities"
--system "You are a security engineer focused on OWASP Top 10"
--files "./src/auth.ts ./src/api.ts" ```
Step 2: Delegate Performance Review
Step 2: Delegate Performance Review
Now a performance specialist:
```bash
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review PR #{{pr_number}} for performance issues"
--system "You are a performance optimization expert" ```
--task "Review PR #{{pr_number}} for performance issues"
--system "You are a performance optimization expert" ```
Now a performance specialist:
```bash
node /job/.pi/skills/agent-delegate/delegate.js
--task "Review PR #{{pr_number}} for performance issues"
--system "You are a performance optimization expert" ```
--task "Review PR #{{pr_number}} for performance issues"
--system "You are a performance optimization expert" ```
Step 3: Synthesize Results
Step 3: Synthesize Results
Now I'll merge the findings...
undefinedNow I'll merge the findings...
undefinedParallel Delegation Mode
并行委托模式
The flag spawns multiple delegates concurrently:
--parallelbash
node /job/.pi/skills/agent-delegate/delegate.js \
--parallel \
--task-1 "Security review" \
--task-2 "Performance review" \
--task-3 "Style review" \
--system-1 "Security expert persona..." \
--system-2 "Performance expert persona..." \
--system-3 "Style expert persona..." \
--output-1 security.json \
--output-2 performance.json \
--output-3 style.json \
--synthesize "Combine all reviews into unified report"Parallel mode behavior:
- Spawns all delegates simultaneously (up to 5)
- Waits for all to complete
- Optionally runs a synthesis step to merge results
- Returns array of all delegate results
--parallelbash
node /job/.pi/skills/agent-delegate/delegate.js \
--parallel \
--task-1 "Security review" \
--task-2 "Performance review" \
--task-3 "Style review" \
--system-1 "Security expert persona..." \
--system-2 "Performance expert persona..." \
--system-3 "Style expert persona..." \
--output-1 security.json \
--output-2 performance.json \
--output-3 style.json \
--synthesize "Combine all reviews into unified report"并行模式行为:
- 同时生成所有代理(最多5个)
- 等待所有代理完成任务
- 可选执行合成步骤以合并结果
- 返回所有代理结果的数组
Error Handling
错误处理
Delegation Depth Exceeded
委托深度超出限制
json
{
"error": "MAX_DEPTH_EXCEEDED",
"message": "Cannot delegate further: maximum depth (3) reached",
"currentDepth": 3,
"recommendation": "Complete this subtask directly without further delegation"
}json
{
"error": "MAX_DEPTH_EXCEEDED",
"message": "Cannot delegate further: maximum depth (3) reached",
"currentDepth": 3,
"recommendation": "Complete this subtask directly without further delegation"
}Task Failure
任务执行失败
json
{
"error": "DELEGATE_FAILED",
"message": "Sub-agent failed to complete task",
"task": "Check for SQL injection",
"reason": "LLM API error: rate limit exceeded",
"retryable": true
}json
{
"error": "DELEGATE_FAILED",
"message": "Sub-agent failed to complete task",
"task": "Check for SQL injection",
"reason": "LLM API error: rate limit exceeded",
"retryable": true
}Best Practices
最佳实践
When to Delegate
何时进行委托
- Clear expertise boundaries - Security, performance, style, UX
- Independent subtasks - Can run in parallel
- Need different personas - Each delegate has unique system prompt
- Complex multi-phase work - Analysis → Design → Implementation
- 明确的专业边界 - 安全、性能、风格、UX等领域
- 独立子任务 - 可并行执行的任务
- 需要不同角色设定 - 每个代理有独特的系统提示词
- 复杂多阶段工作 - 分析 → 设计 → 实现
When NOT to Delegate
何时不进行委托
- Simple tasks - Overhead exceeds benefit
- Tightly coupled work - Requires continuous back-and-forth
- You have the expertise - No need to spawn a clone
- Time-critical - Delegation adds latency
- 简单任务 - 开销大于收益
- 紧密耦合的工作 - 需要持续的双向交互
- 您具备相关专业知识 - 无需生成代理
- 时间敏感任务 - 委托会增加延迟
Effective Delegation Patterns
有效的委托模式
Good:
Parent: "Comprehensive code review"
├─ Delegate 1: Security review (OWASP focus)
├─ Delegate 2: Performance review (bottleneck focus)
└─ Delegate 3: Style review (best practices focus)Bad:
Parent: "Review code"
├─ Delegate 1: "Find bugs"
│ └─ Delegate 2: "Find security bugs" # Too similar!
└─ Delegate 3: "Find security issues" # Duplicate!推荐:
Parent: "Comprehensive code review"
├─ Delegate 1: Security review (OWASP focus)
├─ Delegate 2: Performance review (bottleneck focus)
└─ Delegate 3: Style review (best practices focus)不推荐:
Parent: "Review code"
├─ Delegate 1: "Find bugs"
│ └─ Delegate 2: "Find security bugs" # Too similar!
└─ Delegate 3: "Find security issues" # Duplicate!Testing
测试
bash
undefinedbash
undefinedRun unit tests
Run unit tests
node /job/.pi/skills/agent-delegate/tests/unit.test.js
node /job/.pi/skills/agent-delegate/tests/unit.test.js
Run integration test
Run integration test
node /job/.pi/skills/agent-delegate/tests/integration.test.js
node /job/.pi/skills/agent-delegate/tests/integration.test.js
Test depth limiting
Test depth limiting
node /job/.pi/skills/agent-delegate/tests/depth.test.js
undefinednode /job/.pi/skills/agent-delegate/tests/depth.test.js
undefinedFiles
文件说明
| File | Purpose |
|---|---|
| Main delegation executor |
| Merge multiple delegate results |
| Parallel delegation coordinator |
| Context packaging utilities |
| Unit and integration tests |
| This documentation |
| 文件 | 用途 |
|---|---|
| 主委托执行器 |
| 合并多个代理结果 |
| 并行委托协调器 |
| 上下文打包工具 |
| 单元测试和集成测试 |
| 本文档 |
Environment Variables
环境变量
| Variable | Description | Default |
|---|---|---|
| Current delegation depth | 0 |
| Maximum recursion depth | 3 |
| Max parallel delegates | 5 |
| API key for Claude | Required |
| 变量 | 描述 | 默认值 |
|---|---|---|
| 当前委托深度 | 0 |
| 最大递归深度 | 3 |
| 最大并行代理数 | 5 |
| Claude的API密钥 | 必填 |
See Also
相关链接
- Prose Runner - Multi-session workflow orchestration
- Workflow Orchestrator - Job-based pipelines
- SOP System - Standard operating procedures
Inspired by ZeroClaw's delegate.rs architecture - Real-time agent-to-agent context handoff with depth limiting and structured result merging.
- Prose Runner - 多会话工作流编排
- Workflow Orchestrator - 基于任务的流水线
- SOP System - 标准操作流程
灵感来自ZeroClaw的delegate.rs架构 - 具备深度限制和结构化结果合并的实时代理间上下文传递。