Browse All Agent Skills

DeepSpeed Distributed Training

Optimizes large-scale model training using DeepSpeed configurations, ZeRO optimization stages, and high-performance I/O management.

PyTorch FSDP2 Distributed Training

Implements advanced PyTorch FSDP2 sharding and distributed checkpointing for efficient large-scale model training.

Slime RL Post-Training

Scales LLM post-training via reinforcement learning by integrating Megatron-LM training with high-throughput SGLang inference.

LitGPT LLM Implementation & Training

Implements, fine-tunes, and deploys high-performance Large Language Models using Lightning AI's LitGPT framework.

GRPO RL Training Specialist

Implements Group Relative Policy Optimization (GRPO) for reasoning and task-specific model alignment using the TRL library.

Pinecone Vector Database

Integrates Pinecone's managed vector database to power high-performance RAG, semantic search, and recommendation systems.

Instructor - Structured Data Extraction

Extracts and validates structured data from LLM responses using Pydantic for reliable, type-safe outputs and automatic retries.

FAISS Vector Search

Implements efficient similarity search and clustering for dense vectors at scale using Facebook AI's high-performance library.

Lambda Labs GPU Cloud

Provisions and manages high-performance GPU infrastructure on Lambda Labs for machine learning training and inference workflows.

MLflow MLOps Manager

Manage the complete machine learning lifecycle including experiment tracking, model versioning, and deployment using the MLflow framework.

LlamaGuard AI Content Moderation

Moderates LLM inputs and outputs using Meta's specialized LlamaGuard models to ensure safety and policy compliance across six critical categories.

Stable Diffusion Image Generation

Generates high-quality images from text and performs advanced image-to-image transformations using the HuggingFace Diffusers library.

GGUF Model Quantization

Optimizes large language models for efficient local inference using GGUF format and llama.cpp quantization techniques.

LLaMA-Factory Fine-Tuning

Streamlines the fine-tuning of 100+ large language models using LLaMA-Factory with support for QLoRA and multimodal architectures.

NanoGPT Model Architecture

Implements a minimalist, educational GPT-2 architecture in PyTorch for learning and training transformer models from scratch.

nnsight Remote Interpretability

Interprets and manipulates neural network internals across local and remote models using the nnsight library and NDIF execution.

verl LLM Reinforcement Learning

Trains large language models using advanced reinforcement learning algorithms like GRPO and PPO with the production-ready verl framework.

Qdrant Vector Search

Manages high-performance vector similarity search and scalable storage for production RAG and semantic search systems.

AutoGPT Autonomous Agents

Builds, deploys, and manages continuous AI agents through a visual workflow builder or specialized development toolkit.

Whisper Speech Recognition

Transcribes and translates audio across 99 languages using OpenAI's robust general-purpose speech recognition models.

Chroma Vector Database

Manages high-performance vector embeddings and metadata for RAG applications and semantic search using the open-source Chroma database.

Model Merging & Fusion

Combines multiple fine-tuned AI models into a single high-performance model without requiring additional training or expensive GPU resources.

TransformerLens Interpretability

Analyzes and manipulates transformer model internals using mechanistic interpretability techniques like activation patching and circuit analysis.

PyTorch Lightning Training

Standardizes and accelerates PyTorch model training with built-in support for distributed computing, logging, and engineering best practices.

OpenRLHF Model Training

Deploys and manages high-performance RLHF training pipelines for large-scale language models using Ray and vLLM acceleration.

AntV L7 Geospatial Visualization

Renders high-performance geospatial visualizations and interactive maps using WebGL-powered layers.

Coding Tutor

Transforms Claude into a personalized programming mentor that uses your actual codebase to teach senior-level engineering concepts through spaced repetition and interactive quizzes.

Langroid Design Pattern Manager

Captures and organizes multi-agent programming design patterns to build a searchable architectural knowledge base.

Langroid Multi-Agent Patterns

Implements advanced multi-agent design patterns for building robust LLM applications with the Langroid framework.

Folder README Architect

Crafts purposeful internal directory documentation that explains organizational logic and architectural context.