### Reproducibility and retries
| Stage | Mode | Tasks with expectation | Matched first attempt | Matched after 1 / 2 / 3+ retries | Archived as not robust | Not-run retried | Recovered | Unresolved |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | classifier | 0 | 0 | 0 / 0 / 0 | 0 | 0 | 0 | 0 |
| 2 | classifier | 0 | 0 | 0 / 0 / 0 | 0 | 0 | 0 | 0 |
| 3 | classifier | 0 | 0 | 0 / 0 / 0 | 0 | 0 | 0 | 0 |
Expected outcomes come from an earlier audit of the same tasks (matched by task ID). A task whose result differs from that audit is rerun up to the retry limit; a task that never matches is archived as not robust. Without an expectation only tasks with no result (crash, node failure, missing reward or missing runner evidence) are rerun, and a task still without a result after the last attempt is archived as not robust. Stages 1, 2 and 3 are covered; the retries run after the whole pipeline.
## fineenvs_v1
Keeps **5,000 tasks** and archives **0** from [FineEnvs/SmolDat…
fineenvs_v1: environment images for 2026-10-20-fineenvs_v1-36fc78e213a3
### Reproducibility and retries
| Stage | Mode | Tasks with expectation | Matched first attempt | Matched after 1 / 2 / 3+ retries | Archived as not robust | Not-run retried | Recovered | Unresolved |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | classifier | 0 | 0 | 0 / 0 / 0 | 0 | 0 | 0 | 0 |
| 2 | classifier | 0 | 0 | 0 / 0 / 0 | 0 | 0 | 0 | 0 |
| 3 | classifier | 0 | 0 | 0 / 0 / 0 | 0 | 0 | 0 | 0 |
Expected outcomes come from an earlier audit of the same tasks (matched by task ID). A task whose result differs from that audit is rerun up to the retry limit; a task that never matches is archived as not robust. Without an expectation only tasks with no result (crash, node failure, missing reward or missing runner evidence) are rerun, and a task still without a result after the last attempt is archived as not robust. Stages 1, 2 and 3 are covered; the retries run after the whole pipeline.
## fineenvs_v1
Keeps **5,000 tasks** and archives **0** from [FineEnvs/SmolDat…
Update Scale SWE v2: 2648 kept tasks and 16738 complete Instruct evaluations
Include the final 736 Thinking outcomes. Keep 2,246 tasks with at least one success, preserve raw null verifier rewards and the existing terminal-error scoring policy, and synchronize task columns, selection, combined traces, statistics and evaluation plots.
Preserve all 65 v2 tasks and add 406 newly solved tasks. Include all 16,496 old and new attempts, per-task success counts, success distributions, trajectory statistics, plots, and reproducible task selection.
Align all v1 dataset READMEs with the agreed format
Standardize per-stage explanations, image counts, per-task resource tables and timing coverage across 11 v1 dataset cards. Resource distributions come from the published task configurations. Preserve historical validation gaps and mark unsupported measurements as Missing. No task payloads or archive membership changed.
Document verified original image counts for MiMo and SETA
Restore the compact stats-first README and the standard README, patcher, tasks and archive layout. Embed the image-digest mapping in patch.py. Audit evidence remains accessible at the linked original publication revision. The self-contained patcher reproduces both task and archive Parquets byte-for-byte; 2,509 retained tasks and 1,189 archives are unchanged.
