three AI reads at a time

Tag

ai-practitioner

2 reads

YouTube (Corey Gallon, Rexmore) 2026-10-14-1

I Believe Everything My Agents Tell Me: Three Levels of Review — Corey Gallon, Rexmore

Gallon's agent produced a letter whose numbers were right to the cent and whose premise was wrong, which is exactly the failure reconciliation can't see. Only the role-based cold reviewers attacked the frame; the invoice check would have passed it. In about 4 in 10 analysed 2026 sessions an agent got something wrong that mattered, so self-reported completion plus a spot-check is no longer a defensible default, and verification effort will have to scale with stakes.

Anthropic Engineering 2026-10-14-3

Redesigning source control at Anthropic

Anthropic's merge queue stopped working once merged changes went from about 2,500 a day in May to over 30,000 in September, so the gate moved to post-merge testing and agent conflict repair. That swaps a process control for a bet on agent competence, and the post doesn't publish failure data to show the bet is safe. Checkout, CI and merge are the next layers to be rebuilt as server-side services, since 25 million daily CI checkouts can't be fetched like a human would.