A code review checklist that respects everyone's time

Most engineering teams review code the same way, and most are spending their time on the wrong things. A checklist for what only a human can catch — and what to stop debating.

Why your p99 latency is lying to you (and what to measure instead)

p99 latency looks clean on your dashboard while users file timeout tickets. Here is the gap: how percentile aggregation, endpoint merging, and window boundaries systematically hide real tail latency — and what metrics to use instead.

Your on-call rotation punishes the engineers who care most

Most engineering teams measure on-call fairness by rotation count. That metric is easy to generate and tells you almost nothing about who is actually carrying the burden. Here is what it consistently misses.

Your AI coding tool is making engineers faster and your system slower

AI coding tools are raising PR velocity across the industry. They are also raising incident rates by 243%. Here is what the data shows and how to read the tradeoff honestly.

The silent churn window: why Indian B2B SaaS loses customers in months two and three

Most Indian SaaS founders obsess over free trial conversion. The real problem is the silent churn window between week six and week fourteen — the stretch where the initial excitement has worn off, onboarding has ended, and renewal is still months away.

PgBouncer in production: the three modes, the five mistakes, and the mental model that fixes them

Most pooling incidents are configuration problems, not capacity problems. This covers PgBouncer's three modes, the failure patterns each creates when misconfigured, and the pool-sizing maths teams get wrong.

RAG isn't a search problem — it's a chunking problem

RAG pipelines fail for a reason most teams never investigate: the chunks are structurally broken. Here's how to diagnose the actual failure mode before changing anything else.

India's DPDP Act is not GDPR with a different flag — and SaaS companies are about to learn that the hard way

India's Account Aggregator network: what builders need to know in 2026

India's Account Aggregator network now covers 2.88 billion financial accounts. But 62% of borrowers still can't complete an AA-based data fetch. Here is how the framework works, and what that gap means for how you build.

The EU AI Act's moving deadline: what the Digital Omnibus actually changes — and what it doesn't

The Digital Omnibus provisional agreement defers high-risk AI obligations to December 2027. But it is not yet law — and until it is, August 2026 remains the enforceable date. Here is how to plan for both.

The AI tax on your SaaS renewal: what the new pricing models actually cost you

Major SaaS vendors are bundling AI into base subscriptions to justify 10-40% price increases. Here is what procurement teams need to know before their next renewal.

Webhooks in production: the delivery guarantees your integration is probably not honouring

At-least-once delivery is a guarantee, not a bug. Most webhook receivers in production are missing idempotency, dead-letter queues, or reconciliation. Here is the full checklist.