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9 followers · 15 following
  • Berlin
  • 19:30 (UTC +02:00)

Achievements

Achievement: Pull Sharkx2Achievement: YOLOAchievement: Pair Extraordinairex2Achievement: Quickdraw

Achievements

Achievement: Pull Sharkx2Achievement: YOLOAchievement: Pair Extraordinairex2Achievement: Quickdraw

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Tsuskov/README.md

Tim Suskov

Berlin. Incoming mathematics student, interested in machine learning systems built from first principles.

Portfolio: tsuskov.github.io

Selected projects

LLM stack from scratch (Rust)

A complete language-model pipeline, written by hand without ML frameworks:

Stage Repository
Tokenization Cadmus Byte-level BPE tokenizer — the merge-learning algorithm implemented from scratch
Training Hephaistos GPT/Llama-style model with hand-written forward pass and backpropagation, every gradient numerically verified; exports to GGUF
Inference Talos Minimal inference engine with an opt-in Metal GPU backend (2.8–3.7× the CPU path)
Deployment Talos Forge The full stack compiled to WebAssembly — live demo

Other work

  • raytracing — real-time CPU raytracer in Rust: multithreaded, BVH-accelerated, 4K export
  • strange-attractors — interactive 3D visualization of the Lorenz and Rössler attractors, RK4 integration
  • AloeGarden — SwiftUI focus-reading app for iOS with Home and Lock Screen widgets
  • orbitale — hydrogen-atom orbitals (s, p, d, f) rendered as electron-density plots in the terminal

Currently

Learning theorem proving in Lean 4 (Mathematics in Lean) in preparation for university mathematics.

Pinned Loading

  1. Posaidon Posaidon Public

    A small GPT built from scratch in MLX, grown from a char-level toy into a Llama-style model.

    Python

  2. Hephaistos Hephaistos Public

    A GPT/Llama-style language model built from scratch in Rust — hand-written forward & backprop, every gradient numerically verified, trained on CPU, exported to GGUF for llama.cpp & Ollama.

    Rust

  3. nbapredictions nbapredictions Public

    Python

  4. ren-ascii-sance ren-ascii-sance Public

    Renaissance-Figuren als Konturen und farbige Block-ASCII-Art (YOLO-Segmentierung)

    Python

  5. U-Net_sandbox U-Net_sandbox Public

    Python

  6. strange-attractors strange-attractors Public

    Interactive 3D visualization of the Lorenz and Rössler attractors in Rust, with real-time RK4 integration

    Rust