AI Agent Skills

Use black and yellow type with small hand-drawn figures to explain a team experiment. Keep the argument brief and use the visual contrast to mark key decisions.

Use when the plan rests on an unproven assumption that could be tested cheaply before committing serious effort — will people turn up, will anyone donate, does this mess…

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 exper…

Audit experiment integrity before claiming results. Uses cross-model review (external reviewer backend) to check for fake ground truth, score normalization fraud, phanto…

Workflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PLAN.md, implements experiment code, deploys to GPU, collects initial results. Use when use…

Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed exper…

Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.

Plan and drive the experiment tree: first-launch setup, fixed run contract, frozen nodes, stacked-bush tree shape, branch/launch/wait/promote, repair limits, notes, and…

Generate a Python code skeleton from an experiment blueprint

标准化实验日志记录——直接上传或读取本地图片、语音和文字，产出带 YAML frontmatter 的 Markdown；可选集成飞书 CLI 与 Obsidian。

Use when the user asks to "design an email A/B test", "set up a multivariate subject/CTA test", "run a send-time test", "build a hold-out group", or "is this email resul…

Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps so…

Prepare and inspect experiment run evidence: design stdout metrics and summaries, read persisted results with `orx logs`, and validate run-derived claims. Use before lau…

Human-guided Research Agent Skill for Master and PhD students in CS, AI, math, and engineering: literature grounding, novelty gates, math formalization, experiment plann…

An easy to use and powerful chaos engineering experiment toolkit.（阿里巴巴开源的一款简单易用、功能强大的混沌实验注入工具）