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Public story · 2026-02-26 · source-backed
Domain: vibe-coding | Difficulty: beginner | Source
Anthropic's official GitHub Action for AI-powered PR security scanning. Reasons about code context, traces data flows, flags multi-component vulnerabilities with adversarial verification. Add API key to Secrets, create security.yml, add quality gate to block PRs with findings. Found 500+ vulnerabilities in research preview.
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Anthropic's own GitHub Action for AI-powered security review of PRs. Diff-aware (only reviews changed code), language-agnostic, with false-positive filtering. Integrates directly into your CI/CD pipeline. If you're already using Claude Code, adding automated security review to...
Fortune's exclusive reveals the architecture: Claude is placed inside a virtual machine with access to debuggers, fuzzers, and standard security utilities, then autonomously maps component interactions and traces data flow. Every finding goes through multi-stage self-verificat...
Domain: Agent Security | Difficulty: Advanced Source: StepSecurity Claude Code in GitHub Actions makes unrestricted network calls by default. Lock it down: 1. Add step-security/harden-runner@v2 with egress-policy: audit to capture all outbound connections 2. Run on 3-5 represe...
Gergely Orosz published the first serious look at what AI coding actually costs at scale, and the numbers are wild. The Pragmatic Engineer covers "tokenmaxxing," a trend where engineers compete on AI token consumption leaderboards. At Meta, one engineer averaged 281 billion to...
GitHub | Python, TypeScript, GitHub Actions Launched alongside Claude Code Security today. Performs context-aware security analysis on PR diffs detecting 10+ vulnerability categories with deep semantic understanding beyond pattern matching. Diff-aware, false-positive filtering...
A single PR title. A hidden HTML comment in an issue body. No jailbreak, no social engineering, no user interaction required. Your credentials get exfiltrated through GitHub's own infrastructure before you ever see the notification. Security researcher Aonan Guan (Wyze Labs) a...
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