· ai
YouChannel: Agent Loops, YouTube Data, and the Cost of Real-Time Learning
A code-led postmortem of YouChannel, an open-source YouTube language-learning product built around bounded agent loops, YouTube Data API reads, Gemini video analysis, Gemini Live practice, Supabase, Fastify, and pg-boss.
· tech-insight
What to Expect from Vibe Coding
A practical take on vibe coding after shipping with Cursor, Claude Code, Copilot, Bolt.new, and Lovable: what AI tools accelerate and where product judgment still matters.