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This article details how to build a secure AI-powered pull request reviewer using JavaScript, Claude, and GitHub Actions. It focuses on critical security aspects like sanitizing untrusted diff input, validating probabilistic LLM output with Zod, and employing fail-closed mechanisms to ensure robustness and prevent vulnerabilities.

Glassworm attack review: Highly sophisticated invisible code injection using Unicode characters to compromise GitHub, npm, and VS Code, stealing credentials and secrets with blockchain C2. Detection requires specialized automated tooling.