cc-steer refine

Refine every accepted steering event into atomic training pairs.

cc-steer refine [OPTIONS]

Incremental and idempotent: pairs commit per event as soon as each call completes, failed events stay pending and are retried on the next run, and re-running over a fully refined corpus is a no-op. A pass that changes data syncs the dataset to HuggingFace; --no-sync skips it.

Full --help output

Usage: cc-steer refine [OPTIONS]

  Refine every accepted steering event into atomic training pairs.

  Incremental and idempotent: pairs commit per event as soon as each call
  completes, failed events stay pending and are retried on the next run, and
  re-running over a fully refined corpus is a no-op. A pass that changes data
  syncs the dataset to HuggingFace; ``--no-sync`` skips it.

Options:
  --model [small|medium|large]  Refiner model tier.  [default: medium]
  --limit INTEGER               Refine at most this many events 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

Refiner model tier.

--limit: INTEGER

Refine at most this many events 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.