Contributing

Local dev loop

python -m pytest packages/evaluator/tests -q
python -m pytest packages/runner/tests -q
python scripts/generate_docs_from_json.py

Contribution types

• new task implementations
• new discovery-lane integrations
• gate diagnostics and reporting improvements
• docs/tutorial improvements
• reproducibility and CI hardening

Pull request expectations

• tests for behavior changes
• docs updates for interface/contract changes
• migration notes for protocol-impacting changes

Suggested first contributions

• improve failure diagnostic text clarity
• add bundle examples for new component types
• strengthen schema validation error messages
• add tutorial steps for common resubmission workflows