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Free Inference Engineer and Model Training Roadmap

Free, gamified roadmaps for LLM engineering: an Inference Engineering path (KV caches, CUDA kernels, production vLLM serving) and a Model Training path (pretraining on a budget, scaling laws, SFT/DPO/GRPO) — 185 tasks with auto-verified milestones instead of a paper certificate.

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  1. Tiny-vLLM

    github.com

    high performance LLM inference engine in C++ and CUDA

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  2. Cuts Long Horizon Inference Costs by 50% via external KV Cache Offload

    github.com

    OpenLake is a high performance storage engine for efficient LLM inference and GPU Training

    Hacker News22점

  3. An educational Local Qwen3 LLM Inference project written in Rust

    github.com

    An educational Rust project for exporting and running inference on Qwen3 LLM family

    Hacker News15점

  4. I built an open-source AI data layer that connects any LLM to any data

    github.com

    Chat with your data - with memory, rules, and observability built in. Deploy in 2 minutes

    Hacker News18점

  5. Speeding up LLM inference 2x times (possibly)

    asciinema.org

    Here's a project I've been working on for the last few months.

    Hacker News419점