I unblocked a three-day agent from a phone while waiting for coffee, and the fix was not typing code on glass. The agent had stalled on a staging-only settings bug. Same loop from Let It Run for Days: reproduce, trace, fix, verify. The log was fine. The stop condition was fine.
This is an AI-generated summary. ShortSingh links to the original source for the complete article.
Earlier this month, a critical vulnerability showed up in GitLab's AI Gateway — CVE-2026-90970, CVSS 9.9, letting a logged-in user with agent platform access run commands on the gateway itself. I read the advisory the way most people probably did: nodded, thought "glad that's not us," and moved on. Then I actually thought about our own setup for about ten more seconds, and the "glad that's not us" feeling evaporated. We'd wired an internal AI agent into our infra for the usual reasons — it could read logs, query our internal APIs, open PRs, restart a flaky worker, that kind of thing. It talked
A water meter is installed once. After that nobody opens it again, and the battery decides how long the product lasts. If it runs out early, no update fixes it: someone has to drive out to every meter. We designed one with a ten-year target. Ultrasonic measurement, a report at least four times a day — one version over LoRaWAN, another over GPRS — and a single D-size lithium thionyl chloride cell of about 19 Ah.
Part 2 of the CAFA-IVR series. In part 1, WER scored "peas" and a ten-thousand-dollar mis-transfer as the same error. This post is about the machinery for telling them apart. The errors that break IVR tasks don't distribute evenly across the vocabulary. They cluster in a tiny governed set: amounts, dates, account numbers, yes/no decisions, negation, cancel/confirm actions.
I build BidSkim, a service that matches UK suppliers to public-sector contracts. One useful way to work with procurement data is to query it through an AI assistant. The difficult part is keeping the evidence visible when the assistant turns a structured record into a confident sentence. A contract ending in six months is a reason to investigate. It does not prove that the buyer will run a new tender on that date.
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