The problem
Moving from access to an open model to integrating, testing, and deploying it requires governed tooling, not just an API call.
Work and evidence
The work includes a typed SDK for OpenAI-compatible endpoints, a governance toolkit (pre-model policy gate, output validation, field-level provenance, and append-only audit), a golden-request evaluation harness, a local speech-recognition serving shim, and an MCP server.
Evidence limits
Benchmark and deployment results are being prepared for publication and are not stated here.
Next validation gate
Publish a safe functional summary and a verifiable milestone record once benchmark results have been checked against the evidence.
Not affiliated with or endorsed by any model publisher or government body.
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