This skill enables efficient LLM inference on CPU and non-NVIDIA hardware, enabling edge deployment and Apple Silicon performance with GGUF quantization.

This skill helps you implement language-independent tokenization with SentencePiece to support multilingual models and reproducible vocabularies.

This skill helps you implement open-source embedding storage and semantic search for AI apps with RAG workflows using Chroma.

This skill helps you implement and train LLMs with LitGPT across 20+ pretrained architectures for clean, production-ready workflows.

This skill helps you quantize large language models to 8-bit or 4-bit with minimal accuracy loss to reduce memory and speed up inference.

This skill accelerates transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction on long sequences.

This skill helps you manage production-grade vector search with Pinecone, delivering low-latency, serverless indexing and hybrid search capabilities.

This skill helps you optimize large-scale LLM training with Megatron-Core, enabling efficient 2B-462B parameter models using advanced parallelism.

This skill accelerates LLM inference using speculative decoding, Medusa heads, and lookahead techniques to boost speed and reduce latency.

This skill helps you visualize training metrics, debug models, compare experiments, and profile performance with TensorBoard.

This skill helps you train large-scale Mixture of Experts models with DeepSpeed or HuggingFace efficiently, reducing compute while expanding capacity.

This skill helps you orchestrate teams of autonomous agents for complex tasks with memory, roles, and production-ready workflows.

This skill helps you create comprehensive competitor comparison and alternative pages that boost SEO and sales enablement.

This skill helps you write high-quality JavaScript tests using property-based testing to uncover bugs, document usage, and prevent regressions.

This skill helps you create and maintain a comprehensive product marketing context document used by all marketing skills to avoid duplication.

This skill helps you plan a data-driven content strategy that drives traffic, builds authority, and generates leads through searchable and shareable content.

This skill helps plan and evaluate free marketing tools that generate leads, boost SEO, and build brand awareness.

This skill helps plan phased product launches, optimize channel mix, and sustain momentum through owned, rented, and borrowed channels.

This skill helps you craft value-based SaaS pricing, packaging, and monetization strategies that maximize growth and customer willingness to pay.

This skill helps you discover proven SaaS marketing ideas tailored to your stage, audience, and budget, accelerating growth with actionable implementations.

This skill helps apply marketing psychology and mental models to improve buying decisions, messaging, and ethical experiments across campaigns.