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static analysis

3 posts

blogengineer
08-Feb-2026

Code Graphs FAQ: Framework-Aware AI Context Layer Guide

Code graphs power modern dev tools, but most are syntax trees in disguise. Here's what framework-aware graphs actually do and why they matter for AI context.

blogengineer
08-Feb-2026

AI Code Review Tools That Actually Find Bugs, Not Just Style Issues

Most AI code reviewers catch formatting issues. Here's what tools actually find logic bugs, race conditions, and security holes—and why context matters.

technicalengineer
08-Feb-2026

Building a Blast Radius Oracle: How We Designed Impact-of-Change Analysis

Most impact analysis tools are wrong. We built a system that combines static analysis, runtime traces, and LLM reasoning to actually predict what breaks.