AI automation engineering
AI Content Pipeline, built in week 4 of Koya Talent
One idea or link becomes a cited article, plus LinkedIn, X and newsletter versions.
Built with Next.js, Supabase, Claude API, Firecrawl, Resend, GitHub Actions
- A step in the flow
- Checked in code
- A person signs off
- Idea or URL
- Research
- Pick an angle
- Write with citations
- Check claimsChecked in code, not by the model
- Revise flagged sections
- Channel versions
- ApproveA person approves before anything moves on
- Publish or schedule
- channels
- channels
- revision rounds
- revision rounds
- scheduler interval
- scheduler interval
Code decides pass or revise, not Claude
A model asked to list problems always finds one, so it could never pass a draft.
Revisions rewrite only the flagged sections
Rewriting everything kept resurfacing fixed text as new problems.