Vendor AI infrastructure costs fell 40–90% since 2024. Renewal asks still rose 20–37%. Here's where the gap actually goes, and the playbook that claws most of it back.
The UK's landmark trial and the 2025 Nature Human Behaviour study are the two data points every four-day week pitch cites. Both skew heavily toward marketing, consulting and non-profits.
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Eight major AI agent benchmarks hit 73-100% scores without an agent solving the underlying task. A second 2026 study found the same gap honestly: a 37% lab-to-production drop and a 50x cost swing.
OpenAI's Instant Checkout launched with roughly a million eligible merchants. By February 2026 about 30 were live. Walmart's own data explains why in-chat checkout stalled while AI-driven discovery kept growing.
A wave of attacks on US water utilities is running through a Rockwell PLC bug with no vendor fix. The advice to "apply the patch" doesn’t apply here, and that gap explains most of what OT security gets wrong.
Two regulatory deadlines are converging on Indian fintech engineering teams this quarter. Neither is a UI change. Both attack the same assumption: that a UPI ID can be parsed back into a customer's identity.
Cloudflare will charge AI crawlers by the fetch. DataDome found 24 million requests faking a known crawler's identity in two months. Here's the verification gap between the two.
Three SAFEs at three caps can look like low-friction fundraising. By the mechanics Y Combinator built into the post-money SAFE, they're also a fixed claim on founder equity that almost nobody totals up.
AI agents now provision most new databases on platforms like Neon. The 80% figure is a velocity number, not a governance one, and the failures showing up are schema drift and orphaned branches, not bad SQL.
Interaction to Next Paint replaced First Input Delay in March 2024. Two years on, JS-heavy products still fail it, not from missing checklist items but because the fixes sit in architecture nobody was assigned to own.
Hiring teams built better cheating detectors. Candidates got better at beating them. The real fix is changing what a coding assignment is supposed to measure.
Two 2026 reports on Nvidia's inference market share reached opposite conclusions. Both are accurate — they're counting two different chip markets that happen to share a name.