{"type": "article", "title": "AI Worked Both Sides of the Security Ledger This Week. Here's What to Actually Run", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/ai-worked-both-sides-of-the-security-ledger-this-week-here-s-what-to-actually", "original_source": "https://dev.to/kkierii/ai-worked-both-sides-of-the-security-ledger-this-week-heres-what-to-actually-run-2071", "published": "2026-07-17T22:24:56+00:00", "accessed": "2026-07-18", "id": "ai-worked-both-sides-of-the-security-ledger-this-week-here-s-what-to-actually"}