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Open-source supervised flow for AI coding. Run Claude Code, Codex, Gemini, Aider or local models as one crew, approve the risky steps yourself, and keep every run log on your machine. Swap providers without rewriting the flow.
Pair Fabric IQ semantic grounding with non-parametric learning—optimize the harness, freeze the weights—to build model-independent, lower-cost enterprise AI agents.
Structural framing analysis as an MCP server with deterministic detection. The caller's agent runs the judge, so Frame Check bears zero LLM cost per query.
A deterministic first-pass filter for unsupported claims in LLM output, computed without calling another LLM. Not a standalone hallucination detector. A spec plus reference implementation, shipped as touchstone-mcp.