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Applied AI·July 17, 2026·1 min read

Intuit scrapped its own AI agent architecture twice in four months. At VB Transform 2026, its AI VP called that the fast path

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Intuit rebuilding its agent stack twice in four months is a clear tell that agent architectures are still highly unstable—and that rapid, painful iteration is the real norm. If your team is treating its first agent design as a platform, reset expectations toward short-lived generations and design for swapability, not perfection.

Applied AI

Meta’s AI bots drain publisher pockets with 9 billion Q2 2026 requests at host expense while returning ZERO traffic — as ChatGPT claims 88% of AI referrals

Nine billion Meta AI bot hits in a quarter with zero traffic back while ChatGPT owns 88% of AI referrals is a brutal reminder: most AI crawlers are pure cost centers for publishers. If content is part of your funnel, you need an AI-era robots.txt, rate limits, and a strategy to convert AI-surface exposure into direct demand.