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Скачать или смотреть Requirements-Driven Code Generation: From CLAUDE.md to Complete Multi-Agent System

  • George Vetticaden
  • 2025-11-30
  • 24
Requirements-Driven Code Generation: From CLAUDE.md to Complete Multi-Agent System
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Описание к видео Requirements-Driven Code Generation: From CLAUDE.md to Complete Multi-Agent System

Watch the complete Requirements-Driven Code Generation workflow — from CLAUDE.md implementation guide through comprehensive planning to working code. This is how Claude Code transforms 20+ structured artifacts into a production-ready multi-agent health system.

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📋 CLAUDE.md — THE IMPLEMENTATION GUIDE
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Pre-Implementation Checklist:

PM Outputs Review
☐ PRD with thread management and visualization history requirements
☐ System architecture with multi-agent orchestration
☐ API specifications including thread and visualization endpoints
☐ Data models with UUID-based tracking
☐ Component architecture document (20+ components)
☐ User stories including thread management and query history

UX Outputs Review
☐ CRITICAL: Open and study ALL HTML prototypes
☐ Design system with glassmorphism specifications
☐ Component specs for 25+ components
☐ Animation specifications with timing/easing
☐ Layout guidelines for three-panel interface
☐ Agent team visualization with SVG connections

Technical Patterns Review
☐ Implementation guide (MASTER DOCUMENT)
☐ Pre-built tools — DON'T reimplement these!

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
🚀 IMPLEMENTATION PROCESS
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Phase 1: Analysis & Planning (CRITICAL)
Deep dive into ALL requirements documents
Study every HTML prototype
Understand production features and pre-built tools

Phase 2: Present Comprehensive Plan
Create detailed implementation plan BEFORE writing code
System overview with architecture decisions
Backend and frontend implementation breakdown

Phase 3: Systematic Execution
Build backend first, then frontend
Use TODO tracking for progress visibility

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
⚡ CLAUDE CODE CREATES THE PLAN
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Backend Implementation Plan:
1. Core FastAPI Application — SSE support, CORS, error handling
2. Multi-Agent Architecture — CMO Agent + 8 Specialist Agents + Visualization Agent
3. Thread Management — UUID v4 tracking, message persistence
4. SSE Streaming — Real-time progressive updates
5. Integration with Pre-built Tools — Snowflake connection, health query executor

Frontend Implementation Plan:
1. Three-Panel Layout — Thread sidebar (320px), Chat interface, Medical team visualization (45%)
2. Component Library — 25+ components matching UX specs
3. Real-time Updates — SSE event handling
4. Glassmorphism UI — Matching design system exactly

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
✅ TODO LIST EXECUTION
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☑ Review and understand all requirements documents
☑ Create comprehensive implementation plan
☐ Set up backend project structure and dependencies
☐ Implement FastAPI main application with CORS and SSE
☐ Create thread management service with UUID tracking
☐ Implement CMO orchestrator agent with complexity analysis
☐ Implement specialist agents (8 medical specialists)
☐ Implement visualization agent for React component generation
☐ Create SSE streaming endpoints with proper headers
... and 10+ more frontend tasks

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
📊 THE RESULT
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From 20+ structured artifacts, Claude Code generates:
Complete FastAPI backend with multi-agent orchestration
Full React frontend matching UX prototypes exactly
SSE streaming for real-time updates
Thread persistence with UUID tracking
8 medical specialist agents + CMO + Visualization Agent

All in approximately 45 minutes with minimal iterations.

This is the power of Requirements-Driven Code Generation — comprehensive context enables Claude Code to build enterprise-grade systems that would typically take weeks.

📝 Full Blog Post:   / the-3-amigo-agents-the-claude-code-develop...  

💻 GitHub: https://github.com/georgevetticaden/3...

🎬 Full Video:    • 3 Amigo Agents: Claude Code Dev Pattern I ...  

#RequirementsDriven #ClaudeCode #AICodeGeneration #CLAUDE_md #AgenticAI #MultiAgentSystems

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