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user: wirthal1990
created: 2026-03-11
karma: 6

Solo founder based in Germany. Not a programmer — I built Ethno-API entirely with AI assistance (Claude, Copilot).

The product: a structured phytochemical dataset derived from the USDA Dr. Duke's ethnobotanical database, denormalized and enriched with quantitative signals from PubMed, ClinicalTrials.gov, ChEMBL, and USPTO PatentsView. Stack: PostgreSQL 15, Python 3.12 (async httpx pipelines), Rust/Actix-Web, Cloudflare Workers/R2.

Three weeks ago I had no idea what a Parquet file was. I stumbled onto a data gap in natural product research and decided to close it.

Interested in the gap between public-domain research databases and production-ready data products — and in what's possible when AI handles the implementation.

submissions:

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Show HN: I enriched 24K phytochemicals with trials, bioactivity, and patent data
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