Converts a model family's upstream checkpoint into a reference-dtype GGUF that transcribe.cpp's loader can ingest. Produces ONLY the reference-dtype artifact (F32 / F16 / BF16 per the intake); the full quant matrix is a Stage 5 (porting-5-quants) concern. Use…
First stage for a new speech-model port. Produces reports/porting/<family>/<variant>/intake.json, drafts the family capability table, seeds the golden manifest skeleton, and clears Preflight Gate A.
Brings up the C++ implementation for a new model family at the reference dtype. Produces src/arch/<family>/*, finalized tolerances, resolved capability checks, batch parity, and full ref-dtype WER against the Oracle reference baseline. Use after…
Produces user-facing and upload-ready documentation for a completed port. Use after porting-7-wer has produced the ref-dtype gate pass and per-quant WER table. Output: filled family doc, model card, HF card YAML, rendered HF README, and private-repo docs…
Produces the shipped quant matrix from the reference-dtype GGUF, smoke-tests each, publishes the matrix to a private HF repo, and takes a tentative WER read (Modal or local) for human review. Use after porting-4-cpp has finalized tolerances and passed…
Builds the oracle packet Stage 4 implements against: tensor dumps, reference transcripts, measured reference WER, and provisional tolerances. Use after porting-1-intake clears Gate A and before porting-3-convert. Output:…
Runs the publication performance benchmark for a ported model variant and scripts the hypothesis → change → bench → accept-or-revert loop. Use after porting-5-quants has produced the full shipped quant matrix. Input: full quant matrix at models/<variant>/,…
Full release WER sweep for a ported variant. Scores the full acceptance manifest across the reference dtype and every shipped quant. Ref-dtype C++ is hard-gated against the measured Oracle reference baseline; quant WERs are human-reviewed, not auto-gated. Use…