Engineering essays.
Deep-dives on AI code review, multi-agent architecture, and the craft of shipping reliable software at speed.
July 12, 2026SecurityAI Code Review Tools That Support Indian Data Residency
AI code review tools that support Indian data residency — DPDP Act, sectoral regulators, and the providers that actually deliver in 2026.
9 min read· Mesrai Team
July 11, 2026Engineering CultureWhy Indian Engineering Teams Need INR + GST Billing for SaaS
Why Indian engineering teams need INR + GST billing on their SaaS tools — TDS, GST input credit, and the finance gymnastics USD-only pricing causes.
8 min read· Mesrai Team
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 9, 2026ComparisonsPulse vs Athenian vs LinearB: Dev Analytics Tools Compared
Pulse vs Athenian vs LinearB compared — three dev analytics tools, three different bets. Which one fits your team in 2026.
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 6, 2026SecurityZero-Data-Retention AI Code Review Tools Compared
Zero-data-retention AI code review tools compared — which providers actually deliver, what the trade-offs are, and where Mesrai stands.
9 min read· Mesrai Team