Accountancy software for your firm: meet Open Accountancy Practice

Contribution guide

Make the result reproducible.

External results are not published yet. These are the requirements for a comparable submission.

Include the whole run.

  1. Record the source revision, world and scoring versions, provider model ID, prompt and adapter configuration.
  2. Use five fresh worlds per agent and episode with identical judge models, seed, temperature, step, token and time budgets.
  3. Include every attempted run, failure and incomplete result, alongside the sweep manifest, scores and evidence artifacts. Keep failed attempts visible.
  4. Declare exposure to public answer keys and any agent tuning. Public development cases are not a hidden test set.
  5. Keep critical failures visible. They exclude a result from ranking. Single runs and external sessions with unverified usage remain experiments.
  6. Report human interventions and minutes only when directly measured; leave unavailable measurements blank.

Use only fictional data. Never submit client records, practitioner identities, contact details or credentials.

Prepare a submission locally

The source includes docs/LEADERBOARD_METHODOLOGY.md, CONTRIBUTING.md and the sweep command. Automated uploads are not enabled in this alpha. Open a repository issue with your configuration and a link to the complete fictional artifact bundle for manual review.

Get the source and quickstart