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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
C · C++ · Rust · Go · Python · TypeScript · JavaScript · Bash · Assembly
Zig · Nim · HolyC · Pascal: because understanding how languages think makes you better in all of them.
- 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
| 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
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.



