# cc-steer audit


Audit a seeded stratified sample of the current prompt version's verdicts.


``` bash
cc-steer audit [OPTIONS]
```


The auditor is a stronger model, blind to the judge's verdicts; its labels are keyed independently of the judge's prompt version, so they accumulate across iterations and re-auditing a sampled row costs nothing. A pass that changes data syncs the dataset to HuggingFace; `--no-sync` skips it.


<span class="gd-details-chevron" aria-hidden="true"></span>Full --help output


    Usage: cc-steer audit [OPTIONS]

      Audit a seeded stratified sample of the current prompt version's verdicts.

      The auditor is a stronger model, blind to the judge's verdicts; its labels
      are keyed independently of the judge's prompt version, so they accumulate
      across iterations and re-auditing a sampled row costs nothing. A pass that
      changes data syncs the dataset to HuggingFace; ``--no-sync`` skips it.

    Options:
      --accepts INTEGER             Audit budget for judge-accepted rows.
                                    [default: 60]
      --rejects INTEGER             Audit budget for judge-rejected rows.
                                    [default: 60]
      --seed INTEGER                Deterministic sampling seed (iteration
                                    number).  [default: 1]
      --model [small|medium|large]  Auditor model tier.  [default: large]
      --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


`--accepts: INTEGER = 60`  
Audit budget for judge-accepted rows.

`--rejects: INTEGER = 60`  
Audit budget for judge-rejected rows.

`--seed: INTEGER = 1`  
Deterministic sampling seed (iteration number).

`--model: CHOICE = large`  
Auditor model tier.

`--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.