Engineering essays.
Deep-dives on AI code review, multi-agent architecture, and the craft of shipping reliable software at speed.
July 4, 2026ComparisonsSAST vs AI Code Review: Complementary or Competitive?
SAST vs AI code review — competitive or complementary? Honest answer: stack them, don't pick. What each catches the other misses.
8 min read· Mesrai Team
July 3, 2026SecurityHow AI Detects Hardcoded Secrets in Pull Requests
How AI tools detect hardcoded secrets in pull requests — pattern vs entropy vs context, and why semantic detection beats regex.
8 min read· Mesrai Team
July 3, 2026SecurityAI Code Review for the OWASP Top 10: A Complete Walkthrough
Complete walkthrough of how AI code review catches each OWASP Top 10 category in 2026 — concrete patterns, real catches, and where Mesrai fits.
8 min read· Mesrai Team
July 2, 2026Best PracticesThe Hidden Cost of a Slow PR Queue (Real Numbers)
The hidden cost of a slow PR queue — context loss, review fatigue, missed deadlines. Real numbers from teams that measured it.
8 min read· Mesrai Team
July 2, 2026Best PracticesHow to Handle Reviewer Disagreements Without Blocking the PR
How to handle reviewer disagreements without blocking the PR — the disagree-and-commit pattern, escalation paths, and quiet resolution.
7 min read· Mesrai Team
July 1, 2026Best PracticesForce-Push During Review: When It's OK, When It's Not
Force-push during review — when it preserves clean history and when it destroys reviewer context. The honest rules.
8 min read· Mesrai Team
July 1, 2026Best PracticesMerge Queues vs Auto-Merge: Which Is Right for Your Team
Merge queues vs auto-merge — what each one prevents, what each costs operationally, and the team profile each one fits.
8 min read· Mesrai Team
June 30, 2026Best PracticesCode Review Etiquette: 12 Rules Every Senior Should Follow
Twelve code review etiquette rules every senior engineer should follow — kind, fast, useful reviews that don't crush the author.
9 min read· Mesrai Team
June 30, 2026Best PracticesStacked PRs Explained: The Case For and Against
Stacked PRs explained — what they are, why some teams swear by them, and why others reject them. Honest case for and against in 2026.
8 min read· Mesrai Team
June 29, 2026Best PracticesTrunk-Based Development vs Feature Branches in 2026
Trunk-based development vs feature branches in 2026 — what each model costs, where each wins, and why AI review changes the tradeoff.
8 min read· Mesrai Team
June 29, 2026Best PracticesHow to Write a PR Description That Gets Fast Review
Write PR descriptions that get fast review — the four-line template, the why-not-what rule, and the one detail that gets you reviewed in an hour.
7 min read· Mesrai Team
June 28, 2026Best Practices7 Anti-Patterns of Bad Pull Request Descriptions
Seven anti-patterns in bad PR descriptions — what to stop doing, and the one-line fix for each. Saves your reviewer's attention.
9 min read· Mesrai Team