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Applied AI·August 27, 2026·1 min read

Visa ships a security AI that patches production code before any human reviews it

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Visa’s agentic security harness doesn’t just flag vulns—it writes and self-attacks its own patches in production before a human ever looks, making autonomous remediation the default path. If you run software at scale, the bar just moved from “AI-assisted scanning” to “AI-first fixing”—you need a view on where you will and won’t allow machines to edit live code.

Applied AI

Sources: Meta internally projected that it could spend as much as $10B annually on Anthropic's AI models, even as Zuckerberg publicly criticized Anthropic

A $10B-per-year internal projection for third-party models underscores how fluid "build vs buy" is at frontier scale—public rhetoric and procurement math can diverge sharply. If you're a platform or large buyer, assume similar quiet optionality from your peers and design your own stack so you can pivot providers without rewriting everything.