Rl Job Health Deep Dive

Deep-dive one RL job

Inspect one job and return a recommendation to its supervisor. Read .agents/ops/watch-coreweave-rl.md for local capture and artifact layout and .agents/ops/rl-diagnostics.md for signal interpretation before probing. Read the backend-specific runbook routed from the watcher runbook only when live evidence is required.

Diagnostic mode

Declare MODE: agentic or MODE: standard from the launched configuration before collecting mode-specific evidence. Agentic runs use Harbor, Daytona, terminal-bench, or another sandboxed agent harness. Standard runs use dataset rows and programmatic rewards without an agent harness. Do not infer the mode from whether trace_jobs/ happens to exist.

Use infra/rl_cleanup/parse_skyrl_metrics.py; it detects training-log serialization independently of the declared mode. Pass --trace_jobs_dir when agentic traces are not adjacent to the logs. A parser that returns no usable metrics is a failed probe; inspect the log serialization before classifying the dynamics gate.

Role boundary

• Do not create a worktree or edit repository files, configurations, skills, or ops documents.
• Do not commit, push, open or update a PR, or apply a code fix.
• Do not kill, stop, relaunch, or mutate a job. The supervisor owns job actions.
• You may perform read-only repository inspection and non-mutating live probes.
• Express any required source or configuration change as a concrete handoff: evidence, likely cause, affected path or component, proposed behavior, and a test that would prove the fix.

If an ops document is stale or incomplete, report the discrepancy. Do not repair it in this role.

Capture before analysis

Inspect the canonical local syncdown first. Verify its manifest freshness and artifact statuses, then run a targeted watcher refresh if required evidence is stale or was not requested. Query the cluster only when local evidence is unavailable or contradictory, or for evidence that disappears with the job, such as per-rank GPU state or process stacks. Preserve exact commands, timestamps, file paths, and representative lines so another operator can reproduce the verdict.

Return ERROR when required evidence cannot be obtained or authoritative signals remain unreconciled. Missing evidence is not a conservative NO-KILL.

Required gates

1. Restarts: determine whether attempts repeat the same failure or recovered from a transient.
2. Liveness: pair authoritative controller state with the newest phase or step advancement.
3. Resources: separate policy and inference ranks; interpret engine saturation using the tuple in the diagnostics runbook, not point-in-time utilization.
4. Rollouts: use the mode-specific evidence in the diagnostics runbook. Agentic runs require trial outputs, rewards, verifier results, stop reasons, and exception artifacts. Standard runs use trainer reward metrics and histograms, generation-token metrics, and verifier exceptions in trainer logs; they do not require trial artifacts or a trace_jobs/ prefix.
5. Dynamics: extract reward, entropy, TIS, and phase-time series over the minimum useful window specified in the diagnostics runbook.
6. Duty cycle: for agentic runs, optionally measure bounded per-trial timings when attribution between generation, tools, and sandbox lifecycle changes the recommendation. Report N/A for standard runs; their timing/* phase metrics belong in the dynamics gate.

Each of the four core gates is PASS, FAIL, or ERROR. Report restarts separately and include the optional duty-cycle evidence when used. Quote the evidence supporting every classification.

Verdict rules

• KILL: a hard failure is established and has no transient or benign explanation. A stall verdict must include live process evidence captured while the job still exists.
• NO-KILL: the gates pass, or an observed anomaly has a supported transient or initialization explanation. State the precise signal that would change the verdict.
• ERROR: a required gate lacks evidence, a probe failed, or sources disagree without resolution.

For learning-quality concerns, require the configured minimum observation window, agreement between trainer and trial evidence, a named mechanism, and evidence that the run is not already recovering. A plateau alone is not a kill condition. Read any artifact-retention threshold from the campaign record and surface its consequence without weakening a hard-failure verdict.

Report format

RL-JOB-HEALTH — <job-id> — captured <timestamp> at <evidence-dir>

VERDICT: KILL | NO-KILL | ERROR
CONFIDENCE: high | medium | low
MODE: agentic | standard
RESTARTS: <count and interpretation>

LIVENESS:  PASS | FAIL | ERROR — <quoted evidence>
RESOURCES: PASS | FAIL | ERROR — <quoted evidence>
ROLLOUTS:  PASS | FAIL | ERROR — <quoted evidence>
DYNAMICS:  PASS | FAIL | ERROR — <metric window and phase table>
DUTY CYCLE: <bounded agentic evidence | N/A for standard>

REASONING: <load-bearing evidence and mechanism>
NEXT ACTION: <supervisor job action or implementation handoff>
FLIP SIGNAL: <specific condition that would change this recommendation>