Research, benchmarks, and engineering breakdowns on building reliable software with AI coding tools.
An engineering breakdown of why GitHub Copilot, Claude Code, and Cursor frequently emit floating promises, swallowed exceptions, and race conditions—and how AST static analysis catches them before merge.
Yash Jadhav
Co-Creator, AI Guard
How to automate deterministic security and async checks in your CI/CD pipeline using AI Guard, SARIF 2.1.0 reporting, and GitHub Code Scanning PR annotations.
Vaishnavi Sawant
Co-Creator, AI Guard
Why runtime linting is not enough. Learn how `ai-guard init-context` translates AST static rules into structured prompt constraints for Cursor, Claude Code, and Copilot.
Yash Jadhav
Co-Creator, AI Guard
LLM-based pull request reviewers suffer from hallucinations, non-deterministic outputs, and token costs. Here is why deterministic AST rules are essential developer infrastructure.
Vaishnavi Sawant
Co-Creator, AI Guard