Insights

Notes from
the build.

What we learn building AI systems and software products — written for engineers, founders and technology leaders.

MCP gives AI models a standard way to reach your tools and data. Here is why that matters more than another chatbot.

Hosted APIs are fast to start with. Self-hosted models give you control. A practical framework for choosing.

The model is the interesting part. Everything around it should be predictable, typed and easy to observe.

Building BEEN, Couple Diary and our other products keeps our engineering honest. Here is what it teaches us.

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