Engineering essays.
Deep-dives on AI code review, multi-agent architecture, and the craft of shipping reliable software at speed.
July 11, 2026ProductivityA Practical Guide to Engineering OKRs in 2026
Practical guide to engineering OKRs in 2026 — what to set, what to skip, and the AI-review-aware metrics that actually move.
7 min read· Mesrai Team
July 10, 2026ProductivityEngineering Velocity vs Developer Happiness: Choose Carefully
Engineering velocity vs developer happiness — when teams optimize one and lose the other. Why they're not opposites if you design right.
8 min read· Mesrai Team
July 10, 2026ProductivityThe Goodhart's Law Trap in DORA Metrics
Goodhart's Law in DORA metrics — when the metric becomes the target, it stops being a good metric. How teams hit this trap.
8 min read· Mesrai Team
July 9, 2026ProductivityWhy MTTR Is Overrated as a Productivity Metric
Why MTTR (mean time to restore) is overrated as a productivity metric — what it actually measures, what it misses, and the better signals.
8 min read· Mesrai Team
July 8, 2026ProductivityBuilding an Engineering Metrics Dashboard from Scratch
Build an engineering metrics dashboard from scratch — DORA, PR cycle time, review stats. What to track, what to skip, and the honest mvp.
7 min read· Mesrai Team
July 8, 2026ProductivityThe 4 DORA Metrics + How AI Code Review Moves Each
How AI code review moves each of the four DORA metrics — deploy frequency, lead time, change failure rate, MTTR. Real data, not marketing.
8 min read· Mesrai Team
July 7, 2026ProductivityDeployment Frequency vs PR Throughput: Which Matters More?
Deployment frequency vs PR throughput — which one actually matters more for your team? Honest answer depends on the stage and stakes.
8 min read· Mesrai Team
July 7, 2026ProductivityHow to Measure PR Cycle Time Correctly (Common Mistakes)
How to measure PR cycle time correctly — the four segments, the timezone trap, the bot-PR exclusion, and the metrics that mislead.
7 min read· Mesrai Team
July 4, 2026Productivity10 Best AI Code Review Tools for Modern Engineering Teams in 2026
Discover the 10 best ranked AI code review tools in 2026. Learn how next-gen multi-agent systems and deep codebase context are accelerating PR workflows and eliminating production bugs.
· Mesrai Team
June 4, 2026ProductivityDORA Metrics Explained for Product Engineering Teams
DORA metrics explained for product engineering teams — the four core, how to measure them honestly, and where AI code review moves each one.
8 min read· Mesrai Team
February 5, 2026ProductivityHow to Write Pull Requests That Get Approved Fast
The secret to high velocity isn't just writing fast code—it's getting that code merged. Learn the art of the perfect PR.
3 min read· Mesrai Team
December 10, 2025ProductivityHow to Review 100 Pull Requests Per Week (Without Burning Out)
The proven workflow used by top engineering teams to handle massive PR volume while maintaining code quality and team sanity.
5 min read· Mesrai Team