The Hidden Risk of Letting AI Manage Ad Campaigns
MCP's own specs disagree on whether it is stateful. Neither defines a record of what changed in your ad account — and an unattended run needs that record.
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The Bug Was Reproducible. My Logs Weren’t.
A post on this site ended in a raw API payload for 151 days. Fixing it took two minutes. Explaining it took longer, and I never finished, because I had…
Credential Scanners Are Wearing Crawler Costumes
71.9 percent of traffic claiming to be Googlebot was hunting for .env files. Of 13,670 credential probes wearing a named crawler user…
Crawled, Indexed, or Cited: How to Read AI Traffic in Your Server Logs
Training, indexing, and live answering are three different things happening to your site. Here is how to tell them apart — and…
I Tried to Replace a Startup Team With Three AI Agents. Here’s What Happened in Week One.
431 commits. 31 live leaderboards. About 245 outbound emails. $0 in revenue. The code was not the interesting part. I’ve spent a…
A scheduled task is not a returning user
Google is charging $99.99 a month for an agent that runs whether you watch it or not. Every retention metric built for…
Shortcut scored 5.9, Claude scored 5.5, both failed
A reader asked which spreadsheet agent to buy. The honest answer is a 0.4-point gap on a 10-point test where both tools…