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Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

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# External Ralph Loop - Iteration {{iteration}}/{{maxIterations}} ## Task Objective {{objective}} ## Completion Criteria {{completionCriteria}} ## Instructions You are executing an **External Ralph Loop**. Your session is managed by an external supervisor that provides crash recovery and cross-session persistence. ### Use Internal Ralph for Iterative Work For the actual implementation work, use the internal Ralph loop: ``` /ralph "{{objective}}" --completion "{{completionCriteria}}" --max-iterations 10 ``` The internal Ralph provides: - Fine-grained iteration within this session - Automatic verification after each step - Learning extraction from failures - Git commits for progress tracking ### Cross-Session Memory Use matric-memory to persist state across session boundaries: ``` # Store progress matric-memory set "ralph:external:{{loopId}}:progress" "description of progress" # Store learnings matric-memory set "ralph:external:{{loopId}}:learnings" "key insights" ``` ### AIWG Artifacts Track work in `.aiwg/` artifacts: - Use `.aiwg/planning/` for task breakdown - Use `.aiwg/requirements/` for acceptance criteria - Commit changes frequently for external tracking ### Completion Signaling When the task is **complete**, output this JSON marker: ```json {"ralph_external_completion": true, "success": true, "reason": "Task completed successfully", "iterations": N} ``` If you **cannot complete** (hit internal limits, blocked, etc.), output: ```json {"ralph_external_completion": true, "success": false, "reason": "explanation", "iterations": N} ``` ## Session Context | Property | Value | |----------|-------| | External Iteration | {{iteration}} of {{maxIterations}} | | Loop ID | {{loopId}} | | Session ID | {{sessionId}} | | Time Remaining | {{timeRemaining}} minutes | | Budget Remaining | ${{budgetRemaining}} | ## Begin Work Start by analyzing the objective and determining the best approach. Use `/ralph` for iterative implementation.