🎯Skills87
Assists AI researchers in drafting, structuring, and generating machine learning research papers with academic writing best practices and technical precision.
vLLM serving skill from Orchestra Research for deploying and serving large language models with high throughput and low latency.
Structured ideation frameworks for discovering high-impact research directions with 10 complementary lenses (384 lines). Part of orchestra-research/ai-research-skills.
Generates high-quality, customizable AI images from text prompts using advanced Stable Diffusion models with fine-tuned control over style and content.
A speculative decoding skill from the AI Research Engineering Skills Library, providing techniques for accelerating large language model inference using speculative decoding methods.
A knowledge distillation skill from the AI Research Engineering Skills Library, the most comprehensive open-source collection of AI research engineering skills for AI agents.
A sparse autoencoder training skill from the AI Research Engineering Skills Library, providing patterns for training sparse autoencoders for mechanistic interpretability and feature extraction in neural networks.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement HQQ (Half-Quadratic Quantization) for efficient model compression with minimal accuracy loss.
A skill from the AI Research Engineering Skills Library providing guidance on AWQ (Activation-aware Weight Quantization) techniques for compressing and optimizing large language models.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to use Hugging Face Accelerate for distributed training and mixed-precision optimization of ML models.
A long-context handling skill from the AI Research Engineering Skills Library, the most comprehensive open-source collection of AI research engineering skills for AI agents.
A skill from the AI Research Engineering Skills Library that provides guidance on using DeepSpeed for distributed training and optimization of large-scale AI models.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement NVIDIA NeMo Guardrails for LLM safety, covering jailbreak detection, input/output validation, and hallucination detection.
A skill from the AI Research Engineering Skills Library for quantizing machine learning models using bitsandbytes, part of a comprehensive open-source collection of AI research engineering skills for AI agents.
A Flash Attention optimization skill from the AI Research Engineering Skills Library, providing guidance on optimizing attention mechanisms for efficient transformer inference as part of 83 AI research skills.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement LlamaIndex for building data-augmented LLM applications with structured data indexing and retrieval.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement MILES (Model-based Imitation Learning from Extreme States) reinforcement learning training for robust policy optimization.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement GGUF quantization for converting and compressing large language models into the GGUF format for efficient inference.
A verl rl training skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A blip 2 vision language skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A skill from the AI Research Engineering Skills Library for training large language models with Megatron, providing patterns for distributed training at scale using NVIDIA's Megatron-LM framework.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement LangSmith observability for monitoring and tracing LLM application performance.
A constitutional ai skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement Meta's Segment Anything Model (SAM) for image segmentation tasks in multimodal AI research.
A skill from the AI Research Engineering Skills Library providing Phoenix observability integration for AI research workflows, part of a comprehensive open-source collection of AI research engineering skills for AI agents.
A modal serverless gpu skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A audiocraft audio generation skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
Hugging Face Tokenizers skill from the AI Research Engineering skills library, providing guidance for text tokenization workflows used in NLP and language model development.
Model pruning skill from the AI Research Engineering skills library, providing guidance on neural network model compression and optimization techniques for AI research workflows.
A nnsight remote interpretability skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement Pinecone vector database for similarity search, RAG pipelines, and embedding storage in AI applications.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to work with Sentence Transformers for generating text embeddings and semantic similarity tasks.
A pyvene interventions skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A SkyPilot multi-cloud orchestration skill from the AI Research Engineering Skills Library, the most comprehensive open-source library of AI research engineering skills for AI agents.
The most comprehensive open-source library of AI research engineering skills for AI agents, covering interpretability, transformer analysis, and machine learning research workflows.
A whisper skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A model merging skill from the AI Research Engineering Skills Library, a comprehensive open-source collection of AI research engineering skills for AI agents.
Systematically assess machine learning code generation models by benchmarking performance, identifying strengths/weaknesses, and generating comparative metrics.
Provides Ray Train distributed training patterns, part of the most comprehensive open-source AI research engineering skills library for AI agents.
Prompt guard skill from the AI Research Skills library for detecting and preventing prompt injection, jailbreaks, and adversarial inputs.
Skill for distributed data processing with Ray Data, covering dataset pipelines, parallel transformations, and scalable data loading for ML training workflows.
MLflow experiment tracking and model management skill from Orchestra Research, part of the most comprehensive open-source AI research engineering skills library with 83 skills.
TensorRT-LLM skill from Orchestra Research for optimizing and deploying large language models with NVIDIA TensorRT acceleration.
FAISS vector search skill from Orchestra Research for efficient similarity search and dense vector clustering in AI research workflows.
A pytorch fsdp2 skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A Claude Code skill providing cognitive science frameworks (bisociation, structure-mapping, constraint manipulation) for generating genuinely novel research ideas.
A Qdrant vector search skill from the AI Research Engineering Skills Library, part of a comprehensive open-source collection of AI research engineering skills for AI agents.
A PyTorch Lightning skill from the AI Research Engineering Skills Library, providing patterns for structuring and scaling deep learning training workflows using the PyTorch Lightning framework.
A SimPO training skill from the AI Research Engineering Skills Library, providing patterns for implementing Simple Preference Optimization training for language model alignment.
A CrewAI multi-agent skill from the AI Research Engineering Skills Library, providing patterns for building multi-agent systems using the CrewAI framework for collaborative AI research workflows.
A LlamaGuard skill from the AI Research Engineering Skills Library, providing guidance on using Meta's LlamaGuard models for AI safety classification and content moderation in research workflows.
A DSPy skill from the AI Research Engineering Skills Library, providing patterns for building and optimizing language model programs using the DSPy framework as part of a comprehensive AI research skills collection.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement LangChain for building LLM-powered applications with chains, agents, and retrieval-augmented generation.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement Chroma vector database for embedding storage, similarity search, and retrieval-augmented generation pipelines.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement Mixture of Experts (MoE) training for building sparse, efficient large language models.
An OpenRLHF training skill from the AI Research Engineering Skills Library, providing guidance on reinforcement learning from human feedback training techniques as part of 83 AI research skills across 20 categories.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement GRPO (Group Relative Policy Optimization) for reinforcement learning training of language models.
A SLIME reinforcement learning training skill from the AI Research Engineering Skills Library, providing guidance on RL training techniques as part of 83 AI research skills across 20 categories.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement GPTQ (GPU-optimized post-training quantization) for compressing large language models while maintaining accuracy.
A skill from the AI Research Engineering Skills library that teaches AI coding agents how to implement Parameter-Efficient Fine-Tuning (PEFT) techniques like LoRA and QLoRA for adapting large language models.
A Guidance skill from the AI Research Engineering Skills Library, providing guidance on constrained generation and structured output from language models as part of 83 research skills across 20 categories.
NanoGPT skill from the AI Research Engineering skills library, providing guidance for training small-scale GPT language models for AI research and experimentation.
A fine tuning with trl skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
Skill for Lambda Labs GPU cloud operations from the AI Research Engineering skills library, covering AI research infrastructure including GPU cloud management for machine learning workloads.
NeMo Curator skill from the AI Research Engineering skills library, providing guidance for data curation workflows used in training large language models.
A unsloth skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A weights and biases skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
An Outlines skill from the AI Research Engineering Skills Library, providing guidance on structured text generation and constrained decoding for language models as part of 83 AI research skills across 20 categories.
An Instructor skill from the AI Research Engineering Skills Library, providing guidance on structured output extraction from language models as part of 83 research skills across 20 categories.
A llava skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A nemo evaluator sdk skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A tensorboard skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A clip skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A torchforge rl training skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
An SGLang skill from the AI Research Engineering Skills Library, providing research engineering knowledge for AI agents working with the SGLang framework.
A mamba architecture skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
An RWKV architecture skill from the AI Research Engineering Skills Library, a comprehensive open-source collection of AI research engineering skills for AI agents.
A implementing llms litgpt skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
AutoGPT agents skill from the AI Research Engineering skills library, providing specialized knowledge for working with autonomous AI agent frameworks in research contexts.
A sentencepiece skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A llama cpp skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A axolotl skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A llama factory skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A evaluating llms harness skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
A distributed llm pretraining torchtitan skill from AI Research Skills by Orchestra Research, providing skills for academic research, paper analysis, and scientific workflows.
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A collection of 7 multimodal AI research skills covering CLIP, Whisper, LLaVA, BLIP-2, SAM, Stable Diffusion, and AudioCraft — part of Orchestra Research's 83 AI research engineering skills for coding agents.
A collection of 4 AI safety and alignment research skills covering Constitutional AI, LlamaGuard safety classifier, NeMo programmable guardrails with Colang, and Meta's Prompt Guard injection detector — part of Orchestra Research's AI research engineering skills.
A tokenization skill from the AI Research Engineering Skills Library, which offers 83 skills across 20 categories covering model architecture, fine-tuning, inference, and other AI research areas.
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