Deep dives into real-world vulnerability teardowns, AST compiler architecture, secret detection, and shifting security left without breaking CI.
Why traditional regex linters flood developers with 90% false alarms, and how concrete syntax trees with Rust and tree-sitter enable high-precision taint tracking in milliseconds.
Hands-on engineering lessons from discovering and disclosing high-severity cross-site request forgery and authorization bypass vulnerabilities to Google and public portals.
How engineering teams introduce SAST scanners into legacy codebases without breaking continuous integration, using deterministic baselines and diff-aware scans.
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