experiment-queue SKILL.md skillA
experiment-queue from yichen-zju/claude-for-research is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yichen-zju/claude-for-research/experiment-queue@git:20261003.4f702edPins git:20261003.4f702ed in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yichen-zju/claude-for-research
- Path
skills/experiment-queue/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261003.4f702ed, committed Oct 3, 2026
- First version recorded
- Sep 30, 2026
- Size
- 18,168 bytes
- Repository stars
- 10
- License
- none declared
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
<!-- 来源: ARIS (https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep), MIT License. 本环境未做内容修改。 -->
# 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
Use when `/run-experiment` is insufficient:
- **≥10 jobs** that need batching across GPUs
- **Multi-seed sweeps** (e.g., 21 seeds × 12 cells)
- **Wave transitions** (run wave 1, wait, run wave 2, wait, run wave 3...)
- **Teacher+student chains** (train teacher then distill; auto-trigger student after teacher done)
…Read the whole file at its exact version.
How to install
mdr add yichen-zju/claude-for-research/experiment-queue@sha256:36276aa886a64b07The line at the top of this page pins the label git:20261003.4f702ed, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_w6kdreagg3yyvyiq)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 30, 2026 and Oct 3, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261003.4f702ed latest | 2026-10-03 | 4f702ed | 18,168 B | A | view · diff |
| git:20260930.9b33ccf | 2026-09-30 | 9b33ccf | 19,406 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (18168 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
yichen-zju/claude-for-research · 10 stars · license none declared · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_w6kdreagg3yyvyiq GET https://markdownregistry.com/api/v1/resolve?ref=yichen-zju/claude-for-research/experiment-queue GET https://markdownregistry.com/api/v1/blob/36276aa886a64b07bfec54c1c693d4f29cc6f81aa6d8daf33e86c3c2ee89e904
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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