Product Manager and AI Systems Architect focusing on AI-driven web service design.
I lead the development of partially autonomous orchestration systems integrating LLMs, FastAPI, and AWS automation.
My current work explores structural AI engineering — creating reliable, self-healing, and human-governed AI infrastructures.
(This profile reflects personal exploration and independent research activities.)