Posts on Agentic AI.
12 posts tagged "Agentic AI".
Ten drafts at 08:35, zero at 08:22: ground-fetch quality was always the variable
Four days into the 14-day pillar sprint, the cron ran on time, ranked 150 clusters, and produced nothing. On day six, it produced ten drafts. The schedule hadn't changed. The source layer had.
161 agents ran the SEO audit. The skeptics killed half the findings before they reached a PR.
An eight-dimension ultracode audit ran 161 agents and roughly 7.7 million tokens against captainrandom.co.uk. The parallelism is a speed feature. The adversarial-verify pass is the quality feature — it killed roughly half the findings before they touched a branch.
Eight chapters, two Workflows: which parts of a course parallelise
Shipping the static-next-cpanel course via two ultracode Workflows revealed a clean partition: chapter bodies fan out to parallel agents without coordination cost; prerequisite ordering and the curriculum through-line do not.
The day-three mortgage draft cleared verification. The cluster had already shipped on day two.
On day three of a fourteen-day content run, the cron produced a mortgage rate-spike draft that cleared sentence-level verification. The same cluster had shipped the morning before. Sentence verification and cluster novelty are different problems — one belongs at the verification layer, the other doesn't.
20% in 72 hours: rewriting the slot scheduler's SLA recovery
Twenty percent autonomous success across five scheduled slots in 72 hours. The substitute pool was running but consuming the wrong inventory — draining future windows to cover present failures. Three mechanisms and a first-class slot state machine fixed it.