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What’s new in agentic AI.

Practitioner guides, integration patterns, and what shipped this week.

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June 1, 2026

You can't underwrite a bill you can't reproduce

Run the same agent on the same task twice and you get two different bills. That variance, not capability, is what stalls agents in production: a program whose cost you can’t reproduce is one finance can’t underwrite. Gartner expects 40% of agentic projects canceled by 2027 over exactly this. The standard fix, a spend cap, doesn’t narrow the spread. It chops the tail off and leaves the run truncated, trading a cost you couldn’t predict for a failure you can’t either.

June 1, 2026

AI adoption stalled at half of US business. Now they're putting their own staff on a meter.

Half of US business now pays for AI, and adoption stalled the same quarter companies began capping their own staff’s access. Rationing is what it looks like when the bill outran the plan. The spend reduces to tokens, and there are exactly two levers on it: how much context rides on every call, and which model you put the work through. A staff quota touches neither.

May 31, 2026

No, a company didn't spend $500M on Claude in a month

The claim traces to one anonymous sentence in an Axios newsletter, and it tore across Reddit, X, and the news sites in days. It spread because every AI budget is under question right now and a giant dumb number is exactly what a skeptic wanted. To bill $500 million in a month you would have to generate 20 trillion tokens, about 7.7 million every second, nonstop, all month. The real overruns are smaller, named, and already on someone’s invoice.

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