Will S.

I build Python data pipelines, automation backends, and API integrations. Scraping difficult sources, using LLMs to structure messy input data, and wiring it up to systems that run unattended. RECENT WORK: - Trading automation system using Kalshi's REST API, with batch order dispatches, geared towards leanness and low latency. - LLM powered document ingestion pipeline that transforms variable PDFs to schema valid data with confidence scores and a review queue for any job flagged below threshold. - Multiple scrapers for various JS heavy sources including directories, government filings, and sports betting data, all running unattended for months. I emphasize error handling. A flawed pipeline that runs quietly, corrupting half of your dataset, is much more dangerous than one that fails loudly. Not to mention it is a massive waste of your time. STACK Python, FastAPI, Postgres, asyncio, Playwright, OpenAI and Anthropic APIs, Docker, Celery/Redis, AWS. Top Rated on Upwork (top 10% of freelancers) with a Job Success Score of 100% across every contract I've taken. Shoot me a message about what you're trying to do. If I'm not the right fit, I will tell you.