rl-job-health-deep-dive

rl-job-health-deep-dive is an MLOps & model serving skill for AI agents, published by open-thoughts in the OpenThoughts-Agent repository on GitHub. Skillspace rates rl-job-health-deep-dive D (55/100) and it passed the safety scan; the rating is based on static analysis only.

Deep single-RL-job health probe → a KILL / NO-KILL / ERROR recommendation for the supervisor. Dispatched as a subagent on every monitor tick for RL jobs in NEW/UNTESTED settings (new config/geometry/model, "debug" or "smoke-test" flavor, first launches after a code/config change), and whenever a running job looks starved or wedged. Goes BEYOND state-poll + table metrics: captures the job's logs + trace_jobs + GPU view, then runs four gates — (A) liveness, (B) resource utilization / engine subscription, (C) rollout quality — and emits ONE evidence-backed verdict. The subagent NEVER kills — it recommends; the supervisor owns the kill. This skill holds the METHODOLOGY only; every cluster-access and codebase fact is a POINTER into .claude/ops/<cluster>/ and .claude/projects/<dep>/ (those are the single source of truth — do not re-encode them here, they go stale).

Grade
D
Quality
55 / 100
Safety
Passed
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, so go by its current files.

View source on GitHubopen-thoughts/OpenThoughts-Agent

Our review

Architecture
84 / 100
Maturity
Basic: a single SKILL.md
Security scan
Low-risk patterns
License
Apache-2.0
Adoption
Adopted by 0 other repositories, in 0 collections

What the scanner flagged

  • 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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