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": "guided-implementation",
"version": "1.0.0",
"description": "Bounded iteration control for autonomous issue-to-code implementation",
"category": "sdlc",
"skills": [
"iteration-control"
],
"commands": [],
"flows": [],
"dependencies": [],
"notes": "Flow command is in agentic/code/frameworks/sdlc-complete/commands/flow-guided-implementation.md",
"research_basis": {
"magis": {
"source": "Tao et al. (2024)",
"reference": "https://arxiv.org/abs/2403.17927",
"key_insight": "Developer-QA iteration loops with bounds improve quality while preventing infinite loops"
}
},
"design_principles": [
"Leverage existing tools (Grep, Glob, Edit, TodoWrite, Task)",
"Single skill for iteration control, not redundant agents",
"Run to completion with minimal user interaction",
"Escalate after bounded retries, not infinite loops"
]
}