aiwg/docs/smithing/_manifest.json

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.

{
  "title": "Smithing",
  "summary": "Generate tools and MCP servers",
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