Product changes and production evidence. Dates refer to completed Farka work, not generic roadmap promises.
Dataset lineages pin a frozen content-hash holdout, so every version of a corpus is scored on the same terms. A continuation run warm-starts from a delivered adapter and is measured against that predecessor rather than the base model. Proven end to end on managed Farka GPU capacity.
Nine catalog models promoted from catalog-only to live-verified using production PostgreSQL evidence. Public model claims now separate catalog availability from exact workflow proof.
SmolLM2 360M full tuning improved blind accuracy from 21/60 to 58/60. Qwen2.5 Coder 7B QLoRA improved from 15/30 to 30/30.
Independent end-to-end checks passed target-specific weights, deployment-bundle, and SDK artifact contracts plus missing-artifact failures.
Terms, Privacy, Acceptable Use, and model-specific license evidence became versioned, hashed, and enforced before paid quotes.
Tenant scoping, authentication, billing, delivery locks, rate limits, upload handling, and production readiness received a full-stack security pass.
