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zechenzhangAGI / ai-research-skills-phoenix-observability exact

Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running evaluations on datasets, or monitoring...

zechenzhangAGI / ai-research-skills-pytorch-fsdp exact

Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2

zechenzhangAGI / ai-research-skills-outlines exact

Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and maximize inference speed with Outlines -...

zechenzhangAGI / ai-research-skills-torchforge-rl-training exact

Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Use when you want clean RL abstractions, easy algorithm experimentation, or...

zechenzhangAGI / ai-research-skills-whisper exact

OpenAI's general-purpose speech recognition model. Supports 99 languages, transcription, translation to English, and language identification. Six model sizes from tiny (39M params) to large (1550M...

zechenzhangAGI / ai-research-skills-optimizing-attention-flash exact

Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory...

zechenzhangAGI / ai-research-skills-pyvene-interventions exact

Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework. Use when conducting causal tracing, activation patching, interchange...

zechenzhangAGI / ai-research-skills-weights-and-biases exact

Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform

zechenzhangAGI / ai-research-skills-llama-cpp exact

Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when CUDA is unavailable. Supports GGUF quantization...

oaustegard / claude-skills-check-tools exact

Validates development tool installations across Python, Node.js, Java, Go, Rust, C/C++, Git, and system utilities. Use when verifying environments or troubleshooting dependencies.

zechenzhangAGI / ai-research-skills-modal-serverless-gpu exact

Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling.

zechenzhangAGI / ai-research-skills-evaluating-llms-harness exact

Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models, reporting academic results, or tracking...

zechenzhangAGI / ai-research-skills-tensorrt-llm exact

Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when you need 10-100x faster inference than...

zechenzhangAGI / ai-research-skills-pytorch-lightning exact

High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code....

stotihv / skills-planning exact

Generate comprehensive plans for new features by exploring the codebase, synthesizing approaches, validating with spikes, and decomposing into beads. Use when asked to plan a feature, create a...

zechenzhangAGI / ai-research-skills-model-pruning exact

Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving 50% sparsity with minimal accuracy loss, or...

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zechenzhangAGI / ai-research-skills-clip exact

OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M image-text pairs. Use for image search,...

zechenzhangAGI / ai-research-skills-chroma exact

Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function API. Scales from notebooks to...

frank-syncmarket / skills-code-roaster exact

๐Ÿ”ฅ ็”จ Gordon Ramsay ้ฃŽๆ ผๆฏ’่ˆŒๅๆงฝไปฃ็ ่ดจ้‡๏ผŒ็”Ÿๆˆๆž็ฌ‘ไธ”ๅฎž็”จ็š„ไปฃ็ ๅฎกๆŸฅๆŠฅๅ‘Š