Individual skill
experiment-queue
SSH job queue for multi-seed/multi-config ML experiments with OOM-aware retry, stale-screen cleanup, and wave-transition race prevention. Use when user says "batch experiments", "队列实验", "run grid", "multi-seed sweep", "auto-chain experiments", or when /run-experiment is insufficient for 10+ jobs that need orchestration.
skills/experiment-queue/SKILL.md
Source commit 2901234ad2954cd2388ced8d3aed2ed9de42803a
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 18,985
- Repository last updated
- Nov 8, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-research Repository topic
- autonomous-agent Repository topic
- claude-code Repository topic
- codex Repository topic
- mcp Repository topic
- ml-research Repository topic
- paper-review Repository topic
- research-automation Repository topic
- ai-tools Repository topic
- claude Repository topic
- engineering Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesSKILL.mdcore · 20,108 bytesscripts/build_manifest.pyruns · 4,562 bytesscripts/queue_manager.pyruns · 15,116 bytes
Read excerpt
# Experiment Queue
> ⏱ **External cadence: visibility only.** This skill already runs its own
> detached server-side scheduler (60s poll + `depends_on` + wave transitions).
> Use its status output for overnight visibility (N done / N running / N
> pending); do **not** wrap it in a second `/loop` / `CronCreate` poll — that
> duplicates the scheduler on an uncoordinated clock and races the
> wave-transition logic it was built to prevent. See
> [`shared-references/external-cadence.md`](../shared-references/external-cadence.md)
> ("don't duplicate an existing scheduler").
Orchestrate large batches of ML experiments on SSH remote GPU servers with proper state tracking, OOM retry, stale cleanup, and wave transitions.
## When to Use This Skill