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Beads Combined Cycles V1

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A self-contained repository-editing task for Beads combined scheduling-cycle safety.

Type
RL Env
Publisher
Shortbread
Runtime
multi-turn
License
unknown
Size
v0.5.0
Published
Jul 2026

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beads-combined-cycles-v1

A self-contained Verifiers v1 repository-editing environment based on Beads immediately before the combined scheduling-cycle fix. The model edits /testbed; hidden Go tests are installed only after the rollout. The image contains a single synthetic Git base commit and no upstream refs/history, so the answer commit cannot be discovered through local Git metadata.

No model provider, paid API, or external database is used by the reward. The only remote call during a rollout is the coding harness calling the model being evaluated. All scoring uses Go tests and an in-process embedded Dolt database.

Task and reward

Version 0.5.0 exposes one complete cross-layer task. The prompt explicitly requires the model to finish the shared graph rule, storage paths, domain policy, bulk insertion, and graph apply rather than treating any one package as a standalone curriculum exercise.

The scalar reward is the sum of four deterministic binary components worth 0.25 each:

  • domain_policy: hierarchy protection, mixed cycles, and error precedence through the domain/SQLite path.
  • embedded_storage: end-to-end combined-graph behavior through embedded Dolt.
  • bulk_add: parent-first insertion, final cycle validation, and rollback.
  • graph_apply: final merged checking, implicit parents, and atomic rollback.

These are partial outcomes within the same task, not independent tasks. A model can receive useful credit for a correct layer, but only a score of 1.0 means the complete repository behavior is fixed. No LLM judge is used.

Local verification

docker build -t beads-combined-cycles:local .
uv venv
uv pip install -e .

uv run validate beads-combined-cycles-v1 \
  --runtime.type docker \
  --taskset.image beads-combined-cycles:local \
  --rich false

The validation command is model-free: it applies the private reference patch and requires all four reward components to pass on the one task.

Publish privately

prime images push beads-combined-cycles:v0.2.0 --private
prime env push --visibility PRIVATE

After publishing, configs/eval-prime.toml runs one 150-turn Qwen pilot. Run three pilots before committing to ten, because the target 10-30% pass rate must be measured rather than inferred from the PR size.