From the lab

Ideas, engineering, and lessons from the field.

Practical thinking on AI, software, infrastructure, and building technology that works in the real world.

A tangle of coloured patch cables
Platform Engineering

Technical Debt: What to Fix Now and What to Leave

Not all technical debt is worth paying off. A way to decide which problems to fix, which to contain and which to ignore.

KE Oct 2, 2026 · 4 min
Two people shaking hands
Platform Engineering

What to Ask Before Hiring a Software Development Partner

The questions that reveal how a development company really works: ownership, people, estimates, quality and what happens when you leave.

KE Aug 28, 2026 · 4 min
A person sketching a screen layout on paper
Platform Engineering

How to Scope a First Version of a Software Product

A first version should prove one thing with one group of users. How to cut a feature list down to that without cutting what matters.

KE Aug 26, 2026 · 4 min
A server rack with rows of green status lights
Platform Engineering

PostgreSQL for Growing Applications: Indexes, Queries and Limits

Most database slowness in a growing application comes from a few known causes. How to find the slow queries and what usually fixes them.

KE Aug 24, 2026 · 4 min
Row of vintage CRT computer monitors representing legacy technology
Platform Engineering

Legacy System Modernization: Incremental Migration vs Full Rewrite

The riskiest thing you can do with a legacy system is rewrite it all at once. Here's a more reliable path, and when a full rewrite is actually justified.

KE Jul 26, 2026 · 4 min
Software development code editor open on a computer monitor
Platform Engineering

Building Software That Can Scale Without a Full Rewrite

Most rewrites aren't caused by bad code. They're caused by decisions that were fine at one scale and became liabilities at the next.

KE Jul 23, 2026 · 4 min
Network cabling in a row of server racks
Platform Engineering

Designing a Scalable Multi-Tenant SaaS Architecture

The tenant isolation model you choose on day one shapes every scaling decision after it. Here's how to choose the right one.

KE Jul 20, 2026 · 4 min
Python code on a computer screen
Platform Engineering

Django vs FastAPI: Choosing the Right Backend for Your Product

Both are excellent Python frameworks solving different problems. The right choice depends on what your product actually needs, not which one is newer.

KE Jul 17, 2026 · 3 min
Close-up of colorful programming code displayed on a screen
Platform Engineering

Designing Production-Ready APIs: Versioning, Auth, and Observability

The difference between an API that works in a demo and one your partners can build on for years comes down to a handful of decisions made early.

KE Jul 14, 2026 · 4 min

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