feat(aia): Implement Protocol Agent MVP with reusable Agent framework

Sprint 1-3 Completed (Backend + Frontend):

Backend (Sprint 1-2):
- Implement 5-layer Agent framework (Query->Planner->Executor->Tools->Reflection)
- Create agent_schema with 6 tables (agent_definitions, stages, prompts, sessions, traces, reflexion_rules)
- Create protocol_schema with 2 tables (protocol_contexts, protocol_generations)
- Implement Protocol Agent core services (Orchestrator, ContextService, PromptBuilder)
- Integrate LLM service adapter (DeepSeek/Qwen/GPT-5/Claude)
- 6 API endpoints with full authentication
- 10/10 API tests passed

Frontend (Sprint 3):
- Add Protocol Agent entry in AgentHub (indigo theme card)
- Implement ProtocolAgentPage with 3-column layout
- Collapsible sidebar (Gemini style, 48px <-> 280px)
- StatePanel with 5 stage cards (scientific_question, pico, study_design, sample_size, endpoints)
- ChatArea with sync button and action cards integration
- 100% prototype design restoration (608 lines CSS)
- Detailed endpoints structure: baseline, exposure, outcomes, confounders

Features:
- 5-stage dialogue flow for research protocol design
- Conversation-driven interaction with sync-to-protocol button
- Real-time context state management
- One-click protocol generation button (UI ready, backend pending)

Database:
- agent_schema: 6 tables for reusable Agent framework
- protocol_schema: 2 tables for Protocol Agent
- Seed data: 1 agent + 5 stages + 9 prompts + 4 reflexion rules

Code Stats:
- Backend: 13 files, 4338 lines
- Frontend: 14 files, 2071 lines
- Total: 27 files, 6409 lines

Status: MVP core functionality completed, pending frontend-backend integration testing

Next: Sprint 4 - One-click protocol generation + Word export

docs/08-项目管理/03-每周计划/2025-12-13-Postgres-Only架构改造完成.md

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docs/08-项目管理/05-技术债务/通用对话服务抽取计划.md

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docs/08-项目管理/2026-01-11-数据库事故总结.md

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docs/08-项目管理/PKB前端问题修复报告.md

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docs/08-项目管理/PKB前端验证指南.md

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docs/08-项目管理/PKB功能审查报告-阶段0.md

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docs/08-项目管理/PKB和RVW功能迁移计划.md

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docs/08-项目管理/PKB精细化优化报告.md

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docs/08-项目管理/PKB迁移-超级安全执行计划.md

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docs/08-项目管理/PKB迁移-阶段1完成报告.md

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docs/08-项目管理/PKB迁移-阶段2完成报告.md

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docs/08-项目管理/PKB迁移-阶段2进行中.md

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docs/08-项目管理/PKB迁移-阶段3完成报告.md

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docs/08-项目管理/PKB迁移-阶段4完成报告.md

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