AI coding

4 posts on this topic.

• Aug 14, 2026

  8 AI agents, one Claude subscription, 30 days: the token receipt

  Nine-tenths of all tokens weren't output — they were the line I'd been ignoring. Here's the raw receipt from 8 AI agents on one Claude subscription, 30 days, broken into 4 columns.

• Aug 5, 2026

  I Audited Every 'Done' My AI Reported — All Three Were Wrong

  Every "done," "already measured," and "wired into the build" my AI handed me — I ran three of them back against the primary record.

• Aug 1, 2026

  I Automated My YouTube Channel with 8 AI Agents — and It Stopped Silently for 7 Days

  Eight AI agents handle every step from script to publish-ready packet — overnight, without me. My only job: open the daily brief and upload the finish. But last week, that "once a day" setup sat stopped for seven days, and nobody noticed.

• Jul 12, 2026

  ChatGPT and Codex got the same coding task. The results were not alike.

  Both come from OpenAI. People assume Codex is just "ChatGPT for code." It isn't. I gave both the same real coding task — a small Python CLI called AskTube that fetches a YouTube transcript and summarizes it — and watched what each one shipped.