Planning Validator — Planning 验证器

Planning 验证器

验证s 代理 plans before execution to 预防 失败s from hallucinated assumptions about capabilities.

Problem: Hallucinated Planning SYMPTOMS: ├── Theoretically perfect plan ├── Assumes 访问 to 工具s/APIs without verification ├── FAIls at execution (no fallback) ├── Multi-代理s not coordinated └── No 验证 before execution

Solutions Implemented

• Multi-代理 验证器

class Planning验证器: 验证_steps = [ '检查_工具S_AVAILABLE', '检查_权限S', '检查_DEPENDENCIES', '验证_FEASIBILITY', 'CONFIRM_WITH_USER' ] def 验证_plan(plan): for step in 验证_steps: if not 检查(step, plan): return {'valid': False, 'fAIled_at': step} return {'valid': True}

• Explicit 工具 模式s

工具_模式s = { 'telegram_发送': { 'capabilities': ['发送_text', '发送_audio', '发送_document'], 'limitations': ['no_video_call', 'max_10MB'], 'required_auth': ['机器人_令牌'] }, 'qdrant_查询': { 'capabilities': ['搜索', 'insert', '删除'], 'limitations': ['no_更新'], 'required_auth': ['qdrant_key'] } }

def 验证_工具_capabilities(工具, required_action): if required_action not in 工具_模式s[工具]['capabilities']: return False return True

• ConstrAInt Verification

def 验证_constrAInts(plan): constrAInts = { 'TIME_LIMIT': 300, # 5 min max 'RETRY_LIMIT': 3, 'API_CALLS_MAX': 50, 'MEMORY_LIMIT_MB': 4096 } for constrAInt, limit in constrAInts.items(): if plan.exceeds(constrAInt, limit): return False return True

• Clarification Before Assumption

def ask_for_clarification(unclear_point): """Instead of assuming, ask the user""" message = f"I'm not certAIn about: {unclear_point}. " message += "Can you clarify before I continue?" 发送_to_user(message) wAIt_for_响应()

Watchdogs Watchdog 角色 Threshold ICS Plan integrity >0.800 = 停止 CLW Lessons learned Pattern seen before = 警告 STC Tension >0.500 = 警告 Usage from planning_验证器 导入 Planning验证器

验证器 = Planning验证器()

# Before executing a plan plan = 创建_plan(objective)

验证 = 验证器.验证_plan(plan) if not 验证['valid']: fAIled_at = 验证['fAIled_at'] ask_for_clarification(f"Plan fAIled at: {fAIled_at}") else: 执行_plan(plan)

检查列出 Multi-代理 验证器 between steps Explicit 工具 模式s (capabilities + limitations) ConstrAInt verification Clarification before assumptions ICS watchdog re信息rced CLW watchdog (pattern 检测ion) User 应用roval for complex plans Files planning-验证器/ ├── 技能.md ├── scripts/ │ ├── planning_验证器.py │ ├── utils.py │ └── mAIn.py ├── data/ ├── 模型s/ └── tests/