That's it. One command launches the full interactive experience.
█████████ ██████████ █████████ █████ █████ ██████████ █████████ ███████████ ██████████ █████████ ███░░░░░███░░███░░░░███ ███░░░░░███░░███ ░░███ ░░███░░░░░█ ███░░░░░███░█░░░███░░░█░░███░░░░███ ███░░░░░███ ███ ░░░ ░███ ░░███░███ ░░░ ░███ ░███ ░███ █ ░ ░███ ░░░ ░ ░███ ░ ░███ ░░███░███ ░███ ░███ ░███ ░███░░█████████ ░███████████ ░██████ ░░█████████ ░███ ░███ ░███░███████████ ░███ ░███ ░███ ░░░░░░░░███ ░███░░░░░███ ░███░░█ ░░░░░░░░███ ░███ ░███ ░███░███░░░░░███ ░░███ ███ ░███ ███ ███ ░███ ░███ ░███ ░███ ░ █ ███ ░███ ░███ ░███ ███ ░███ ░███ ░░█████████ ██████████ ░░█████████ █████ █████ ██████████░░█████████ █████ ██████████ █████ █████ ░░░░░░░░░ ░░░░░░░░░░ ░░░░░░░░░ ░░░░░ ░░░░░ ░░░░░░░░░░ ░░░░░░░░░ ░░░░░ ░░░░░░░░░░ ░░░░░ ░░░░░ AI Research Skills ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Expert knowledge for AI research engineering From model architecture to paper writing 82 skills · 20 categories · 7 agents ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ⠋ Detecting your coding agents...
█████████ ██████████ █████████ █████ █████ ██████████ █████████ ███████████ ██████████ █████████ ███░░░░░███░░███░░░░███ ███░░░░░███░░███ ░░███ ░░███░░░░░█ ███░░░░░███░█░░░███░░░█░░███░░░░███ ███░░░░░███ ███ ░░░ ░███ ░░███░███ ░░░ ░███ ░███ ░███ █ ░ ░███ ░░░ ░ ░███ ░ ░███ ░░███░███ ░███ ░███ ░███ ░███░░█████████ ░███████████ ░██████ ░░█████████ ░███ ░███ ░███░███████████ ░███ ░███ ░███ ░░░░░░░░███ ░███░░░░░███ ░███░░█ ░░░░░░░░███ ░███ ░███ ░███░███░░░░░███ ░░███ ███ ░███ ███ ███ ░███ ░███ ░███ ░███ ░ █ ███ ░███ ░███ ░███ ███ ░███ ░███ ░░█████████ ██████████ ░░█████████ █████ █████ ██████████░░█████████ █████ ██████████ █████ █████ ░░░░░░░░░ ░░░░░░░░░░ ░░░░░░░░░ ░░░░░ ░░░░░ ░░░░░░░░░░ ░░░░░░░░░ ░░░░░ ░░░░░░░░░░ ░░░░░ ░░░░░ AI Research Skills ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ✓ Found 3 coding agents: ● Claude Code ~/.claude ● Cursor ~/.cursor ● Gemini CLI ~/.gemini Skills will be installed to all detected agents. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Press Enter to continue...▊
╔═══════════════════════════════════════════════════════════════╗ ║ ║ ║ AI Research Skills ║ ║ by Orchestra Research ║ ║ ║ ╚═══════════════════════════════════════════════════════════════╝ ✓ Found 3 coding agents: ● Claude Code ~/.claude ● Cursor ~/.cursor ● Gemini CLI ~/.gemini Skills will be installed to all 3 agents automatically. Press Enter to continue...▊
? What would you like to install? (Use arrow keys) ❯ Everything All 82 skills (recommended for full setup) Select categories Choose specific skill categories Select individual skills Pick exactly which skills you need Quick start bundle Popular skills for getting started (15 skills)
? Select categories to install: (Space to select, Enter to confirm) ◉ Post-Training 8 skills RLHF, GRPO, DPO, verl, slime... ◉ Inference Serving 4 skills vLLM, TensorRT-LLM, SGLang... ◯ Model Architecture 6 skills LitGPT, Mamba, TorchTitan... ◯ Fine-Tuning 5 skills Axolotl, Unsloth, PEFT... ◯ Distributed Training 6 skills DeepSpeed, FSDP, Megatron... ◯ Optimization 6 skills Flash Attention, GPTQ, AWQ... ◯ Mechanistic Interpretability4 skills TransformerLens, SAELens... ◯ Data Processing 2 skills NeMo Curator, Ray Data ◯ Safety & Alignment 3 skills Constitutional AI, LlamaGuard... ◯ Infrastructure 3 skills Modal, SkyPilot, Lambda Labs ◯ Evaluation 3 skills lm-eval-harness, BigCode... ◯ MLOps 3 skills W&B, MLflow, TensorBoard ◯ Agents 4 skills LangChain, LlamaIndex, CrewAI... ◯ RAG 5 skills Chroma, FAISS, Pinecone... ◯ Prompt Engineering 4 skills DSPy, Instructor, Outlines... ◯ Observability 2 skills LangSmith, Phoenix ◯ Multimodal 7 skills CLIP, Whisper, LLaVA... ◯ Emerging Techniques 6 skills MoE, Model Merging, Pruning... ◯ Tokenization 2 skills HuggingFace, SentencePiece ◯ ML Paper Writing 1 skill NeurIPS/ICML paper writing ────────────────────────────────────────────────────────────── 2 categories selected (12 skills) [Enter] Confirm [Space] Toggle [a] Select all [n] Select none
╔═══════════════════════════════════════════════════════════════╗ ║ Ready to Install ║ ╚═══════════════════════════════════════════════════════════════╝ Skills to install: Post-Training (8) verl, slime, miles, torchforge, grpo... Inference Serving (4) vllm, tensorrt-llm, sglang, llama-cpp Target agents: ● Claude Code ● Cursor ● Gemini CLI Storage: Skills saved to: ~/.agents/skills/ Symlinks created in: ~/.claude/skills/, ~/.cursor/skills/, ~/.gemini/skills/ ────────────────────────────────────────────────────────────── ? Proceed with installation? ❯ Yes, install 12 skills No, go back
Installing AI Research Skills... Downloading from GitHub... ✓ verl-rl-training ━━━━━━━━━━ 12.1 KB ✓ slime-rl-training ━━━━━━━━━━ 18.4 KB ✓ miles-rl-training ━━━━━━━━━━ 9.8 KB ✓ torchforge-rl-training ━━━━━━━━━━ 11.2 KB ✓ grpo-rl-training ━━━━━━━━━━ 15.3 KB ✓ trl-fine-tuning ━━━━━━━━━━ 8.7 KB ✓ openrlhf ━━━━━━━━━━ 6.2 KB ✓ simpo ━━━━━━━━━━ 4.1 KB ✓ vllm ━━━━━━━━━━ 14.5 KB ✓ tensorrt-llm ━━━━━━━━━━ 11.8 KB ✓ sglang ━━━━━━━━━━ 9.3 KB ✓ llama-cpp ━━━━━━━━━━ 7.6 KB Creating symlinks... ✓ Claude Code → ~/.claude/skills/ 12 skills ✓ Cursor → ~/.cursor/skills/ 12 skills ✓ Gemini CLI → ~/.gemini/skills/ 12 skills
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~/.agents/ # Canonical storage (single source) ├── .lock.json # Tracks versions & installed skills └── skills/ ├── 06-post-training/ │ ├── verl/ │ │ ├── SKILL.md # Main skill instructions │ │ └── references/ # Detailed docs │ ├── slime/ │ ├── miles/ │ └── torchforge/ └── 12-inference-serving/ ├── vllm/ └── sglang/ ~/.claude/skills/ # Symlinks (not copies) ├── verl → ~/.agents/skills/.../verl ├── slime → ~/.agents/skills/.../slime └── vllm → ~/.agents/skills/.../vllm ~/.cursor/skills/ # Same symlinks └── (same links) ~/.gemini/skills/ # Same symlinks └── (same links) Benefits: ● One copy of each skill, shared by all agents ● Update once, all agents get latest version ● Minimal disk space usage
@orchestra-research/ai-research-skills
82 skills | 20 categories | 7 agents
npx @orchestra-research/ai-research-skills