I'm a developer focused on backend engineering, clean web experiences, performance tuning, and experimental AI/ML projects.
I build smooth, efficient tools using Python, Flask, servers, APIs, and low-level machine learning concepts.
I specialize in:
- Flask
- RESTful APIs
- Gunicorn / Waitress
- Worker & thread optimization
- Windows & Linux server setups
I enjoy squeezing maximum performance from minimal hardware.
I'm building a NumPy-only language model with:
- Continuous learning
- Persistent state tracking
- Self-improving behavior
I love understanding the raw logic beneath ML systems.
I create modern UIs paired with robust backend logic:
- Location-aware features
- OCR + summarization pipelines
- Clean data-driven pages
- Minimalistic, responsive interfaces



