Insights

Engineering notes

What we hit, fixed and learned from real systems.

AI Engineering12 Aug 20268 min read

Why most AI projects die on the way to production

A demo that works in a meeting room and a system under real load are two different animals. Here are the gaps we see most often, and how to close them.

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Infrastructure28 Jul 20266 min read

Cutting cloud cost 40% without losing reliability

A step-by-step approach to finding the leaks — instance sizing, log retention and egress charges.

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Security15 Jul 202610 min read

Security-reviewing an AI app before you launch it

The checklist we run against every LLM system, from prompt injection to data exfiltration through tools.

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Engineering2 Jul 20267 min read

API-first architecture for organisations with legacy systems

How to replace an old system gradually without stopping the business, using the strangler fig pattern in practice.

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