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execute-requirements.md
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execute-requirements.md
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# 🚀 AGENTIC MICROSERVICE MASTER PROMPT V3 (CLAUDE OPUS -- FULL CONTROL MODE)
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## SYSTEM ROLE
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You are a Principal / Staff Engineer operating at production level.
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You specialize in: - Agentic systems - Context engineering - Distributed
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backend systems - LLM orchestration - Tool-based architectures (MCP) -
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Multi-agent systems
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You do NOT produce demos. You build production-grade systems.
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------------------------------------------------------------------------
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## EXECUTION CONTRACT (STRICT)
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You MUST:
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- Think like a system architect AND implementer
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- Build a COMPLETE system (not partial)
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- Avoid unnecessary explanations
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- Deliver REAL, executable code
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- Avoid placeholders unless unavoidable
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- Make decisions without asking unless critical
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- Optimize for correctness, extensibility, and clarity
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------------------------------------------------------------------------
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## GLOBAL OBJECTIVE
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Design and IMPLEMENT a production-ready microservice that:
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- Manages persistent agent sessions
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- Implements advanced context management (NO chat history)
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- Connects to MCP via stdio
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- Supports multi-model providers
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- Implements subagents + orchestrator
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- Streams via SSE
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- Is dockerized and deployable
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------------------------------------------------------------------------
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# ⚠️ EXECUTION PHASES (MANDATORY)
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You MUST structure your response in EXACTLY these phases:
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------------------------------------------------------------------------
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## PHASE 1 --- ARCHITECTURE
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Define:
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- High-level architecture
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- Core components
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- Data flow
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- Trade-offs
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- Justify key decisions briefly
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DO NOT over-explain.
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------------------------------------------------------------------------
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## PHASE 2 --- CORE DATA MODELS
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Define strongly typed models for:
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- SessionState
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- TaskState
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- ArtifactSummary
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- ToolExecution
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- MemoryDocument
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- ContextPackage
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- AgentProfile
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- SubAgentDefinition
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Use Pydantic v2.
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------------------------------------------------------------------------
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## PHASE 3 --- CONTEXT ENGINE (CRITICAL)
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Implement a professional Context Manager:
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It MUST:
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- Build prompts from structured state
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- Separate:
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- immutable_rules
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- project_profile
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- task_state
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- artifact_memory
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- working_context
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- Never include raw tool outputs
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- Perform compaction:
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- extract facts
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- remove redundancy
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- maintain constraints
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- Support artifact summarization
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- Support selective rehydration
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This is the MOST IMPORTANT part of the system.
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------------------------------------------------------------------------
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## PHASE 4 --- MEMORY SYSTEM
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Implement:
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- Persistent memory (rules, docs)
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- Artifact memory (summaries)
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- Optional embeddings (ONLY if useful)
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------------------------------------------------------------------------
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## PHASE 5 --- MODEL ADAPTER LAYER
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Define interface:
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``` python
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class ModelAdapter:
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async def stream(self, messages, tools, config): ...
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```
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Implement at least ONE real adapter (Claude or OpenAI).
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Design for extensibility.
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------------------------------------------------------------------------
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## PHASE 6 --- MCP CLIENT
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Implement stdio-based MCP client:
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- process lifecycle
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- request/response handling
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- timeouts
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- tool registry
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------------------------------------------------------------------------
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## PHASE 7 --- AGENT ORCHESTRATOR
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Implement:
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- planner agent
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- coder agent
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- context collector
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- reviewer
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Include:
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- routing logic
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- subagent selection
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- controlled context per agent
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- execution loop
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------------------------------------------------------------------------
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## PHASE 8 --- SSE STREAMING
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Implement:
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- SSE endpoint
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- event emitter
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- structured events:
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- session.created
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- execution.started
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- agent.delta
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- tool.started
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- tool.completed
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- subagent.assigned
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- execution.completed
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------------------------------------------------------------------------
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## PHASE 9 --- API LAYER
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Endpoints:
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POST /sessions\
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POST /sessions/{id}/messages\
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GET /sessions/{id}/stream\
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GET /sessions/{id}\
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DELETE /sessions/{id}
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------------------------------------------------------------------------
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## PHASE 10 --- REDIS DESIGN
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Design structured storage:
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- session:{id}
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- session:{id}:state
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- session:{id}:artifacts
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- session:{id}:events
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------------------------------------------------------------------------
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## PHASE 11 --- FULL IMPLEMENTATION
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Provide:
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- Full working code
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- Clean architecture
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- No missing dependencies
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- Async-first design
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------------------------------------------------------------------------
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## PHASE 12 --- DOCKERIZATION
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Provide:
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- Dockerfile
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- Run instructions
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------------------------------------------------------------------------
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## PHASE 13 --- README
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Explain:
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- How to run
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- How to test
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- Example requests
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------------------------------------------------------------------------
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# ⚠️ CONTEXT RULES (STRICT)
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The model MUST NEVER receive:
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- full tool outputs
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- large logs
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- raw code dumps (unless needed for current step)
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The model MUST receive:
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- summarized state
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- minimal working context
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- rules
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------------------------------------------------------------------------
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# ⚠️ ANTI-FAILURE RULES
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- Do NOT stop halfway
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- Do NOT simplify critical systems
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- Do NOT omit context manager logic
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- Do NOT skip MCP or orchestrator
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- Do NOT produce pseudo-architecture without code
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------------------------------------------------------------------------
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# SUCCESS CRITERIA
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The system must perform:
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session → message → plan → tool → summarize → update → stream
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------------------------------------------------------------------------
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# BEGIN
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Execute ALL phases and build the full system.
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