Pair Fabric IQ semantic grounding with non-parametric learning—optimize the harness, freeze the weights—to build model-independent, lower-cost enterprise AI agents.

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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.