cc-steer enrich

Ground every refined pair in the code evidence behind it.

cc-steer enrich [OPTIONS]

Hands each pair’s steering anchor and direction to cc-transcript’s shared correction extractor, which harvests the candidate edits and their later corrections (from the session, or from git history), picks the one the direction faults — an LLM call when a backend is ready, the best-overlap candidate otherwise — and appends it to the shared corrections ledger. Anchors that yield no correction (expired transcripts, editless windows) cost no LLM call. Incremental and idempotent: a pair settles once its anchor carries a ledger row, a failure aborts the pass loudly (corrections already appended to the ledger persist, so a re-run resumes), and a refine re-run resurfaces its new pairs here automatically. A pass that changes data syncs the dataset to HuggingFace; --no-sync skips it.

Full --help output

Usage: cc-steer enrich [OPTIONS]

  Ground every refined pair in the code evidence behind it.

  Hands each pair's steering anchor and direction to cc-transcript's shared
  correction extractor, which harvests the candidate edits and their later
  corrections (from the session, or from git history), picks the one the
  direction faults — an LLM call when a backend is ready, the best-overlap
  candidate otherwise — and appends it to the shared ``corrections`` ledger.
  Anchors that yield no correction (expired transcripts, editless windows)
  cost no LLM call. Incremental and idempotent: a pair settles once its anchor
  carries a ledger row, a failure aborts the pass loudly (corrections already
  appended to the ledger persist, so a re-run resumes), and a refine re-run
  resurfaces its new pairs here automatically. A pass that changes data syncs
  the dataset to HuggingFace; ``--no-sync`` skips it.

Options:
  --model [small|medium|large]  Linking model tier.  [default: medium]
  --limit INTEGER               Enrich at most this many pairs this pass.
  --concurrency INTEGER         Maximum concurrent claude subshells.
                                [default: 8]
  --db FILE                     Database path. Defaults to ~/.cc-
                                steer/feedback.db.
  --sync / --no-sync            Rebuild the derived dataset and push it to
                                your private HuggingFace repo when the pass
                                changed data.  [default: sync]
  --help                        Show this message and exit.

Options

--model: CHOICE = medium

Linking model tier.

--limit: INTEGER

Enrich at most this many pairs this pass.

--concurrency: INTEGER = 8

Maximum concurrent claude subshells.

--db: FILE

Database path. Defaults to ~/.cc-steer/feedback.db.

--sync, --no-sync

Rebuild the derived dataset and push it to your private HuggingFace repo when the pass changed data.