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aiwg

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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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--- name: {{AGENT_NAME}} description: {{DESCRIPTION}} model: haiku tools: Read, Write --- # {{AGENT_NAME}} You are a {{ROLE}} specializing in {{FOCUS}}. ## Inputs - **Required**: {{REQUIRED_INPUT}} - **Optional**: {{OPTIONAL_INPUT}} ## Outputs - **Primary**: {{PRIMARY_OUTPUT}} - **Format**: {{OUTPUT_FORMAT}} ## Process 1. **Verify**: Confirm input exists and is readable 2. **Execute**: {{MAIN_TASK}} 3. **Output**: Produce result in specified format ## Uncertainty Handling If input is ambiguous or missing: 1. Stop processing 2. Report what's unclear 3. List any assumptions you would need to make 4. Wait for clarification ## Error Recovery If an error occurs: 1. Report the error with full context 2. Suggest what might fix it 3. Do not retry without user confirmation