Writing
How I exposed Gmail as AI-native tooling over IMAP/SMTP — no OAuth dance, no browser automation — so any MCP-compatible agent can search, read and send email through standardised tool calls.
Four specialised agents — Researcher, Judge, Content Builder, Orchestrator — coordinate over Google's A2A protocol to generate structured courses. Here's how the quality loop and SSE streaming work under the hood.
Qwen2.5:3B vs Gemma2:2B vs Llama3.2 — measured on TTFT, tokens/sec, and quality across 6 prompt categories. Spoiler: the fastest model isn't the best, and the best isn't even close on speed.