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 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
Performance analytics graphs on a laptop screen
AI & Automation

Measuring Chatbot Quality: What to Track After Launch

Launch is the start of the work on a chatbot. A small set of measures and a weekly review keep quality from drifting.

KE Aug 21, 2026 · 3 min
Building bricks sorted by colour around an empty space
AI & Automation

No-Code Automation or Custom Build: How to Decide

No-code tools are the right choice more often than developers admit, and the wrong one more often than their marketing suggests.

KE Aug 20, 2026 · 4 min
A person typing a search on a smartphone
Strategy & Growth

How AI Search Reads Your Website and What to Change

AI assistants answer questions by reading pages like yours. Being quoted correctly depends on a few plain properties of your content and code.

KE Aug 19, 2026 · 4 min
A stack of printed forms and paperwork on a desk
AI & Automation

Document Processing with AI: Invoices, Forms and Email

AI can read documents that older tools could not. What makes it dependable is the checking around the model, not the model alone.

KE Aug 18, 2026 · 4 min
A red and blue post box labelled letters
Strategy & Growth

SPF, DKIM and DMARC Explained for Business Email

Three DNS records decide whether your email reaches the inbox. What each one does, how they work together and how to set them up safely.

KE Aug 14, 2026 · 4 min
Team of engineers and product staff collaborating in a modern office
Strategy & Growth

From Business Problem to Production: A Practical Software Development Process

The projects that go smoothly aren't the ones with the cleverest engineering. They're the ones that started with a clearly understood problem.

KE Aug 13, 2026 · 4 min
A container ship loaded with stacked containers at sea
Infrastructure

Do You Need Kubernetes? An Honest Answer for Small Teams

Kubernetes solves real problems that most small products do not have. How to tell whether you do, and what to use if you do not.

KE Aug 12, 2026 · 4 min

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