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Applied AI·July 17, 2026·1 min read

Capital One releases VulnHunter, an open-source AI tool that finds software flaws before hackers do

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A major bank open-sourcing an agentic AI security tool that maps exploit paths and proposes fixes is a shot at shifting AppSec from sampling to continuous, AI-first scanning. If you're shipping code at scale, assume your attackers will have tools like VulnHunter—move your secure SDLC toward that baseline now.

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.