experiment-queue
Experiment Queue
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)
- OOM-prone configs where you need to retry with different GPU or wait
- Mixed seed grids where failed cells need re-running
Do NOT use for:
- Single ad-hoc experiment (use
/run-experiment) - Modal/Vast.ai deployments (those have their own orchestration)
- Experiments that need manual inspection between runs
More from wanshuiyin/auto-claude-code-research-in-sleep
idea-creator
Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.
148idea-discovery
Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says \"找idea全流程\", \"idea discovery pipeline\", \"从零开始找方向\", or wants the complete idea exploration workflow.
145research-lit
Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.
138auto-review-loop
Autonomous multi-round research review loop. Repeatedly reviews via Codex MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.
137research-review
Get a deep critical review of research from GPT via Codex MCP. Use when user says "review my research", "help me review", "get external review", or wants critical feedback on research ideas, papers, or experimental results.
136research-pipeline
Full research pipeline: Workflow 1 (idea discovery) → implementation → Workflow 2 (auto review loop) → Workflow 3 (paper writing, optional). Goes from a broad research direction all the way to a polished PDF. Use when user says \"全流程\", \"full pipeline\", \"从找idea到投稿\", \"end-to-end research\", or wants the complete autonomous research lifecycle.
134