As an independent AI and LLM Engineer, I build AI agents and multi-model systems in Python and FastAPI, using free OpenRouter models to keep costs near zero. I also develop RAG pipelines with document parsing, OCR, embeddings, vector search, and query rewriting when retrieval fails.
My projects include Roundtable, where LLMs answer independently and peer-review each other before a chairman model responds, and a QLoRA fine-tune for reliable JSON function calling. I put security and safety first in my AI work, including AI cybersecurity tooling, and publish my work on GitHub.

