Engineering essays.
Deep-dives on AI code review, multi-agent architecture, and the craft of shipping reliable software at speed.
June 24, 2026Technical Deep DiveWhy AI Code Review Generates False Positives (And How to Fix)
Why AI code review produces false positives, why it's mostly fixable, and the policy + tool changes that drop noise without losing real catches.
8 min read· Mesrai Team
June 24, 2026Technical Deep DiveAI Code Review Accuracy in 2026: What 90% Really Means
What '90% accuracy' actually means for AI code review in 2026 — precision vs recall, the false-positive trap, and how to evaluate honestly.
8 min read· Mesrai Team
June 23, 2026Technical Deep DiveSemantic Code Analysis vs Syntactic: A Practical Breakdown
Semantic vs syntactic code analysis — what each catches, where the gap matters in 2026, and why semantic review is the new floor for AI tools.
8 min read· Mesrai Team
June 23, 2026Technical Deep DiveAST Parsing in AI Code Review: Why It Matters
How AST parsing changes the depth of AI code review — semantic understanding vs raw text. Why diff-only review misses the bugs that matter.
8 min read· Mesrai Team
June 22, 2026Technical Deep DiveMulti-Agent AI Code Review: Why One Model Isn't Enough
Why multi-agent AI code review beats single-model review for serious codebases — agents per concern, parallel eval, aggregated findings.
8 min read· Mesrai Team
June 18, 2026Technical Deep DiveHow Mesrai's Reaction-Based Learning Tunes Reviews Over Time
How Mesrai uses team reactions on review comments to tune severity and reduce noise over time. The mechanism, the math, and the privacy story.
8 min read· Mesrai Team
January 10, 2026Technical Deep DiveHow AST Parsing Transforms AI Code Reviews: Beyond Simple Text Analysis
Discover how Abstract Syntax Tree (AST) parsing enables Mesrai to deliver code reviews that truly understand your architecture, catching issues that traditional AI tools miss.
3 min read· Mesrai Team