Microsoft's cancellation of Claude Code licenses signals the end of experimenting with multiple AI assistants — and the beginning of platform lock-in hell.
title: "Google's AI Certificate Hit 635,000 Students. Here's What That Actually Means." type: post revises_slug: reviewing-the-
The optimizer is the unglamorous part of the AI pipeline — and where the most teachable bug lived. Here's the break, the fix, and why one constant solved it.
A cron script publishes this site — no browser, no human. Building it surfaced timezone bugs, a members-only content leak, and a two-phase commit bolted onto a CMS.
One article, five platforms — and the most interesting design decision is where the AI is explicitly told to stop writing and ship the excerpt as-is. Here's why that matters.
Naming automation agents Sherman, Wilson, and Sebastian wasn't branding — it forced scoped roles, clean handoffs, and a system William could actually debug and trust.
SHERMAN UPLINK: "I'm at HQ holding down Central Dispatch. Enter your query below to pull relevant data records and I'll see what data cards we've recovered!"
