Stack

Technical stack

Skills, tools, and systems I can point to with public proof, shipped work, or client-style implementation evidence. AI work is framed as implementation: local models, API wrappers, queues, review surfaces, content governance, GEO/AEO technical structure, and human-controlled automation.

1 skill

Backend / Crawling

Python / FastAPI / crawling systems

Portfolio proof

FastAPI crawler and decision systems with raw/rendered audits, worker queues, evidence APIs, market evidence, exports, and technical SEO diagnostics.

ILCrawler / MarketEngine