# The Captain's Chair # # A project management orchestration pattern where a prime agent dispatches # specialized subagents for all coding, validation, and task execution. # The captain never writes code directly—only coordinates, validates, and # maintains strategic oversight. # # Key principles: # - Context isolation: Subagents receive targeted context, not everything # - Parallel execution: Multiple subagents work concurrently where possible # - Critic agents: Continuous review of plans and outputs # - Checkpoint validation: User approval at key decision points input task: "The feature or task to implement" input codebase_context: "Brief description of the codebase and relevant files" # ============================================================================ # Agent Definitions: The Crew # ============================================================================ # The Captain: Orchestrates but never codes agent captain: model: opus prompt: """You are a senior engineering manager. You NEVER write code directly. Your job is to: - Break down complex tasks into discrete work items - Dispatch work to appropriate specialists - Validate that outputs meet requirements - Maintain strategic alignment with user intent - Identify blockers and escalate decisions to the user Always think about: What context does each subagent need? What can run in parallel? What needs human validation before proceeding?""" # Research agents - fast, focused information gathering agent researcher: model: haiku prompt: """You are a research specialist. Find specific information quickly. Provide concise, actionable findings. Cite file paths and line numbers.""" # Coding agents - implementation specialists agent coder: model: sonnet prompt: """You are an expert software engineer. Write clean, idiomatic code. Follow existing patterns in the codebase. No over-engineering.""" # Critic agents - continuous quality review agent critic: model: sonnet prompt: """You are a senior code reviewer and architect. Your job is to find: - Logic errors and edge cases - Security vulnerabilities - Performance issues - Deviations from best practices - Unnecessary complexity Be constructive but thorough. Prioritize issues by severity.""" # Test agent - validation specialist agent tester: model: sonnet prompt: """You are a QA engineer. Write comprehensive tests. Focus on edge cases and failure modes. Ensure test isolation.""" # ============================================================================ # Block Definitions: Reusable Operations # ============================================================================ # Parallel research sweep - gather all context simultaneously block research-sweep(topic): parallel (on-fail: "continue"): docs = session: researcher prompt: "Find relevant documentation and README files for: {topic}" code = session: researcher prompt: "Find existing code patterns and implementations related to: {topic}" tests = session: researcher prompt: "Find existing tests that cover functionality similar to: {topic}" issues = session: researcher prompt: "Search for related issues, TODOs, or known limitations for: {topic}" # Parallel code review - multiple perspectives simultaneously block review-cycle(code_changes): parallel: security = session: critic prompt: "Review for security vulnerabilities and injection risks" context: code_changes correctness = session: critic prompt: "Review for logic errors, edge cases, and correctness" context: code_changes style = session: critic prompt: "Review for code style, readability, and maintainability" context: code_changes perf = session: critic prompt: "Review for performance issues and optimization opportunities" context: code_changes # Implementation cycle with built-in critic block implement-with-review(implementation_plan): let code = session: coder prompt: "Implement according to the plan" context: implementation_plan let review = do review-cycle(code) if **critical issues found in review**: let fixed = session: coder prompt: "Address the critical issues identified in the review" context: { code, review } output result = fixed else: output result = code # ============================================================================ # Main Workflow: The Captain's Chair in Action # ============================================================================ # Phase 1: Strategic Planning # --------------------------- # The captain breaks down the task and identifies what information is needed let breakdown = session: captain prompt: """Analyze this task and create a strategic plan: Task: {task} Codebase: {codebase_context} Output: 1. List of discrete work items (what code needs to be written/changed) 2. Dependencies between work items (what must complete before what) 3. What can be parallelized 4. Key questions that need user input before proceeding 5. Risks and potential blockers""" # Phase 2: Parallel Research Sweep # -------------------------------- # Dispatch researchers to gather all necessary context simultaneously do research-sweep(task) # Phase 3: Plan Synthesis and Critic Review # ----------------------------------------- # Captain synthesizes research into implementation plan, critic reviews it let implementation_plan = session: captain prompt: """Synthesize the research into a detailed implementation plan. Research findings: {docs} {code} {tests} {issues} For each work item, specify: - Exact files to modify - Code patterns to follow - Tests to add or update - Integration points""" context: { breakdown, docs, code, tests, issues } # Critic reviews the plan BEFORE implementation begins let plan_review = session: critic prompt: """Review this implementation plan for: - Missing edge cases - Architectural concerns - Testability issues - Scope creep - Unclear requirements that need user clarification""" context: implementation_plan # Checkpoint: User validates plan before execution if **the plan review raised critical concerns**: let revised_plan = session: captain prompt: "Revise the plan based on critic feedback" context: { implementation_plan, plan_review } # Continue with revised plan let final_plan = revised_plan else: let final_plan = implementation_plan # Phase 4: Parallel Implementation # -------------------------------- # Identify independent work items and execute in parallel where possible let work_items = session: captain prompt: "Extract the independent work items that can be done in parallel from this plan" context: final_plan # Execute independent items in parallel, each with its own review cycle parallel (on-fail: "continue"): impl_a = do implement-with-review(work_items) impl_b = session: tester prompt: "Write tests for the planned functionality" context: { final_plan, code } # Phase 5: Integration and Final Review # ------------------------------------- # Captain validates all pieces fit together let integration = session: captain prompt: """Review all implementation results and verify: 1. All work items completed successfully 2. Tests cover the new functionality 3. No merge conflicts or integration issues 4. Documentation updated if needed Summarize what was done and any remaining items.""" context: { impl_a, impl_b, final_plan } # Final critic pass on complete implementation let final_review = do review-cycle(integration) if **final review passed**: output result = session: captain prompt: "Prepare final summary for user: what was implemented, tests added, and next steps" context: { integration, final_review } else: output result = session: captain prompt: "Summarize what was completed and what issues remain for user attention" context: { integration, final_review }