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Notes from the engineering floor

Practical, no-fluff writing on shipping AI, data and software to production — straight from the senior engineers who build it.

RAG evaluation that actually works in production
AI8 min read

RAG evaluation that actually works in production

Most RAG demos fall apart the moment real users arrive. Here's the evaluation harness we ship with every retrieval system — and why it matters.

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Designing AI agents you can actually trust with money
AI6 min read

Designing AI agents you can actually trust with money

Autonomous agents are powerful and risky. The difference between a toy and a production system is the guardrails around it.

May 12, 2026 · Marcus Tan

Building dashboards people actually open every morning
Data5 min read

Building dashboards people actually open every morning

A dashboard nobody opens is just an expensive screenshot. Here's how we design analytics that become a daily habit.

April 30, 2026 · Elena Rojas

How we ship sub-second Next.js products without cutting corners
Software7 min read

How we ship sub-second Next.js products without cutting corners

Performance is a feature. A look at the practices that keep our web products fast, accessible and easy to maintain.

April 15, 2026 · David Okonkwo

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