rl-standard-job-cleanup
rl-standard-job-cleanup is a Fine-tuning & training data skill for AI agents, published by open-thoughts in the OpenThoughts-Agent repository on GitHub. Skillspace rates rl-standard-job-cleanup F (15/100) and the safety scan rated it unsafe; the rating is based on static analysis only.
Unsafe. This skill has patterns associated with malicious or dangerous behaviour. We do not recommend running it.
Preserve + publish a finished STANDARD (non-agentic GRPO) SkyRL RL checkpoint — the Delphi/rlvr/dapo math-and-reasoning cells launched via rl-standard-launch-leonardo (raw sbatch of hpc/skyrl_standard/leonardo/*, logger=console, NO Harbor/Daytona/trace_jobs). Covers: cancel pending retries, pick the BEST checkpoint by the trailing-5 EMA of reward via `parse_skyrl_metrics.py --format standard` (chain-aware, capped at the latest saved step), flatten weights to repo root, secret-scan, `hf upload` (Leonardo sbatch-tunnel) to laion/<run>-<step>-<size>B with the size suffix DERIVED FROM THE EXPORTED WEIGHTS (never the base-model name), DB register (--training-type RL + cross-user FK pre-check) ONLY for DB-registerable cells, clean up, and fire the Delphi downstream eval suite on the post-RL ckpt (defers to eval-standard-launch §5b). The ONLY artifacts are the model + the metric CSVs/report + the tracker scores — there is NO trace dataset. Use when a standard/non-agentic GRPO RL run finishes…
- Grade
- F
- Quality
- 15 / 100
- Safety
- Unsafe
- GitHub stars
- 259
Unproven: rated by static analysis only, not yet compared head-to-head.
Our two independent classifiers differ on this skill's category, so treat the placement as provisional.
This rating describes the version of the repository we crawled; it may have changed since.
Our review
- Architecture
- 84 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- Critical-risk patterns
- License
- Apache-2.0
- Adoption
- Adopted by 0 other repositories, in 0 collections
What the scanner flagged
- destructive rm -rf on home/root
- accesses sensitive system files
- mentions secrets in text
Not checked yet
- Category is a classifier prediction; no model has read this skill yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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