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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-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-nnsight-remote-interpretability exact

Provides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution. Use when needing to run interpretability experiments on massive...

zechenzhangAGI / ai-research-skills-quantizing-models-bitsandbytes exact

Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4,...

zechenzhangAGI / ai-research-skills-nemo-evaluator-sdk exact

Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when needing scalable evaluation on local Docker, Slurm HPC, or...

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-training-llms-megatron exact

Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B parameters, need maximum GPU efficiency (47% MFU on...

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-hqq-quantization exact

Half-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets, for fast quantization workflows, or when...

zechenzhangAGI / ai-research-skills-ray-train exact

Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic...

nicepkg / vsync-resource-scout exact

Search and discover Claude Code skills and MCP servers from marketplaces, GitHub repositories, and registries. Use when (1) user asks to find skills for a specific task, (2) looking for MCP...

alinaqi / claude-bootstrap-agentic-development exact

Build AI agents with Pydantic AI (Python) and Claude SDK (Node.js)

23blocks-OS / ai-maestro-react-best-practices exact

Comprehensive React and Next.js performance optimization guide with 40+ rules for eliminating waterfalls, optimizing bundles, and improving rendering. Use when optimizing React apps, reviewing...

omer-metin / skills-for-antigravity-synthetic-influencers exact

The next evolution of influencer marketing: AI-generated personas that represent brands with perfect consistency, infinite availability, and zero scandal risk. This skill covers creating,...