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  • NSO Group
  • Atlantis / Tel Aviv

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tinyopsec/README.md

Capsule Render

Typing SVG

About Me Dancing Terry
Interests logo

01  About

I'm an engineer at the intersection of low-level systems, security and AI/ML. I like software that is small, fast and understandable: the kind you can read in one sitting and still trust in production.

  • Freelancer: I build, ship and maintain things for clients across different companies
  • Studying AI/ML engineering: training, fine-tuning, optimizing and deploying models
  • Writing CUDA kernels and caring about what actually happens on the GPU
  • Security mindset by default: hardening, system optimization, minimal attack surface
  • Living in the terminal: Linux, FreeBSD, OpenBSD, Neovim, tmux, suckless tools

02  Languages

Main stack

Main languages

Assembly

C · C++ · Rust · Go · Python · TypeScript · JavaScript · Bash · Assembly

Niche & for fun

Niche languages

HolyC Pascal

Zig · Nim · HolyC · Pascal: because understanding how languages think makes you better in all of them.


03  AI / ML & GPU

AI/ML stack

Hugging Face CUDA AI/ML Engineering

  • Hugging Face: huggingface.co/tinyopsec, 30+ repositories (models, datasets, experiments)
  • CUDA: GPU programming, performance-oriented kernels, understanding memory and throughput
  • Currently learning: model training & fine-tuning, inference optimization, deployment

04  Experience

Freelance engineer Worked with multiple companies and clients as an independent contractor: from scoping and building to delivery and support
Systems & security Tools, scripts and experiments in system optimization, hardening and low-level programming
AI/ML engineering Active learning path with hands-on work published on Hugging Face

What I can do for you

  • Fast, minimal tools and backends in C / Rust / Go
  • Python automation, data pipelines and ML prototypes
  • GPU acceleration and inference optimization with CUDA
  • Secure, lean Linux/BSD environments and system tuning

05  Environment

Environment

FreeBSD OpenBSD tmux suckless POSIX X11


06  Projects

I work on personal projects focused on simplicity, performance, and learning by doing. Check out my repos for tools, scripts, and experiments in system optimization, security and machine learning.

GitHub repos Hugging Face profile


07  Stats

GitHub stats Top languages

Status  Focus  Open to freelance  visitors  Followers

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  1. nwm nwm Public

    Minimal POSIX X11 window manager zero bloat optimized C fast lightweight tiling master stack dual tagsets hotkeys

    C 39 3

  2. tmenu tmenu Public

    tmenu - ultra minimal X11 menu launcher. 200 lines of C, no dependencies, compile-time config, instant focus, runs commands.

    C 5 1

  3. distrohop distrohop Public

    A personal archive of Linux distributions, system setups, and configuration experiments.

    1

  4. assets assets Public

    assets

    2

  5. st-patched st-patched Public

    st build with alpha transparency patch and smooth mouse scrolling support

    C 2

  6. research research Public

    A repository where I store information I know and explain it

    1