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.