Repository Index

Fast inference engine for Transformer models

• neural-machine-translation
• cpp
• mkl
• quantization

Run large AI models on your own PC: Qwen3.8-Flash-Next on Strata's engine, and GLM 5.3 Flash, DeepSeek V4 Flash, LFM2.5, Qwen3.6, Ornith 1.5, Gemma 4, Tiel Coder and MiniCPM-V on a second engine written for PolyStrata. One-click install for Windows and Linux, OpenAI/Anthropic API on localhost.

• anthropic-api
• cuda
• gemma
• gguf

Implementing LLM architectures from scratch in PyTorch

• gemma3
• llama4
• llm
• moe

An easier way to use AI on your own computer. A free, open-source alternative to Claude and ChatGPT that runs open-weight models like Gemma and gpt-oss locally on Mac, Windows and Linux. Private, and works offline.

• ai-agent
• ai-assistant
• chatgpt-alternative
• claude-alternative

🔥🔥 The extremely fast inference engine for decision model

• gemma
• inference-engine
• llm-inference
• llm-serving

TranslatedMultimodal retrieval in practice: intent recognition, prompt engineering, Qwen LoRA, EmbeddingGemma 2, and InfoNCE contrastive learning. Includes real demos, integration of your own data, training and evaluation, and a learning guide to RAG retrieval components.

• clip
• ecommerce
• image-retrieval
• image-search

Transform Git history: rewrite, clean, and optimize your repositories with ease.

• automation
• cli
• git
• python