AI-research-SKILLs

Skills (99)

• example-skill-name

  v1.0.0MIT107 lines275 words6 blocks

  Brief third-person description of what this skill does and when to use it. Include key terms and triggers for discovery. Maximum 1024 characters.

  bash
• autoresearch

  v1.0.0MIT412 lines3571 words7 blocks

  Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear opti...

  json
• long-context

  v1.0.0MIT537 lines1796 words18 blocks

  Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents (32k-1...

  bashpython
• moe-training

  v1.0.0MIT527 lines1659 words20 blocks

  Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs ...

  bashjsonpython
• model-merging

  v1.0.0MIT498 lines1528 words23 blocks

  Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-sp...

  bashpythonyaml
• knowledge-distillation

  v1.0.0MIT459 lines1416 words15 blocks

  Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performanc...

  bashpython
• model-pruning

  v1.0.0MIT496 lines1518 words16 blocks

  Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving ...

  bashpython
• speculative-decoding

  v1.0.0MIT468 lines1625 words17 blocks

  Accelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques. Use when optimizing inference speed (1....

  bashpython
• ml-paper-writing

  v1.2.0MIT983 lines5246 words28 blocks

  Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, ve...

  bashbibtexjsonlatexpython
• academic-plotting

  v1.0.0MIT480 lines2845 words12 blocks

  Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relati...

  python
• systems-paper-writing

  v1.1.0MIT271 lines2028 words2 blocks

  Comprehensive guide for writing systems papers targeting OSDI, SOSP, ASPLOS, NSDI, and EuroSys. Provides paragraph-level structural blueprints, writin...

  text
• presenting-conference-talks

  v1.0.0MIT299 lines1515 words10 blocks

  Generates conference presentation slides (Beamer LaTeX PDF and editable PPTX) from a compiled paper with speaker notes and talk script. Use when prepa...

  latexpythontext
• constitutional-ai

  v1.0.0MIT291 lines966 words14 blocks

  Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF...

  python
• llamaguard

  v1.0.0MIT338 lines977 words13 blocks

  Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances, sel...

  bashpython
• nemo-guardrails

  v1.0.0MIT298 lines893 words10 blocks

  NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection,...

  bashpython
• prompt-guard

  v1.0.0MIT313 lines1080 words12 blocks

  Meta's 86M prompt injection and jailbreak detector. Filters malicious prompts and third-party data for LLM apps. 99%+ TPR, <1% FPR. Fast (<2ms GPU). M...

  bashpython
• faiss

  v1.0.0MIT222 lines677 words10 blocks

  Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index ...

  bashpython
• qdrant-vector-search

  v1.0.0MIT494 lines1271 words19 blocks

  High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor...

  bashpython
• sentence-transformers

  v1.0.0MIT256 lines712 words11 blocks

  Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrie...

  bashpython
• chroma

  v1.0.0MIT407 lines970 words17 blocks

  Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-f...

  bashpython