
Google Mantis: Open-Source AI Harness to Find and Fix Bugs
Google open-sourced Mantis, an AI agent harness that finds, reproduces, and patches vulnerabilities. Learn how the pipeline works, its stages, and how to get started.
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Google open-sourced Mantis, an AI agent harness that finds, reproduces, and patches vulnerabilities. Learn how the pipeline works, its stages, and how to get started.
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PHP2Shell (CVE-2026-109618 & CVE-2026-109619) exposes 70% of the web to unauthenticated PHP RCE and memory leaks. Check fixed versions, IOCs, and mitigations.

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Anthropic's Frontier Red Team tested whether small open-weight AI models can self-replicate across cheap IoT devices without datacenter GPUs. See what worked, what was simplified, and how defenders can keep R0 below 1.