77 Skills to Supercharge Your AI Research Agent 🚀
The most comprehensive open-source library of AI research engineering skills—now with ML paper writing and a curated demos gallery.
🆕 What's New
📝 ML Paper Writing Skill (20th Category!)
Write publication-ready papers for top ML conferences by prompting your AI agent.
- Target NeurIPS, ICML, ICLR, ACL, AAAI, COLM
- Writing philosophy from Neel Nanda, Sebastian Farquhar, Gopen & Swan, Zachary Lipton, Ethan Perez
- Citation verification workflow - your agent will never hallucinate references
- LaTeX templates for 6 major conferences (ready to compile)
- 4 complete workflows: repo→paper, citations, templates, conference conversion
🎪 Curated Demos Gallery
See skills in action with real results.
| Demo | What It Does |
|---|---|
| NeMo Eval: GPQA Benchmark | Compare Llama 8B/70B/405B on graduate-level science |
| LoRA Without Regret | Reproduce ML paper findings by just prompting an agent |
📊 By the Numbers
| Metric | Count |
|---|---|
| Total Skills | 77 |
| Categories | 20 |
| Lines of Documentation | ~120,000 |
| LaTeX Templates | 6 conferences |
🏆 Highlights
- Model Architecture: LitGPT, Mamba, NanoGPT, RWKV, Megatron-Core
- Fine-Tuning: Axolotl, LLaMA-Factory, Unsloth, PEFT
- Post-Training: TRL, GRPO, OpenRLHF, SimPO
- Inference: vLLM, TensorRT-LLM, llama.cpp, SGLang
- Interpretability: TransformerLens, SAELens, NNSight, pyvene
- And 50+ more...
🚀 Quick Start
# Add to Claude Code marketplace
/plugin marketplace add zechenzhangAGI/AI-research-SKILLs
# Install a category
/plugin install fine-tuning@ai-research-skills
/plugin install post-training@ai-research-skills
/plugin install ml-paper-writing@ai-research-skills🔗 Links
- 📖 Full Documentation
- 🎪 Demos Gallery
- 🎥 Video: Reproduce Papers with AI Agents
- 📝 Blog: LLM Fine-Tuning with Orchestra
Star ⭐ the repo if you find it useful!