Insights on AI-first software engineering.
What we've learned shipping products across healthcare, fintech, SaaS and consumer brands: written by the people who did the work.
Everything we've published.
Written by the engineers, designers and growth leads who did the work.
Evals are the test suite your AI feature doesn't have
Shipping a model change on vibes is shipping without tests. How to build a small, honest eval set from real traffic in a week.
MCP and the quiet standardisation of the tool layer
Every assistant needs the same five integrations. What changes for your architecture when the connector stops being bespoke.
Retrieval on the messy corpus you actually have
Synthetic benchmarks flatter every retrieval strategy. What changes when the corpus is ten years of scanned PDFs and duplicate policies.
Design systems in the age of generated interfaces
When a model can produce a screen in seconds, the system's job shifts from speed to constraint. What we changed in ours.
The inference bill nobody forecast
Token spend behaves like infrastructure, not like a SaaS seat. Caching, routing and the three decisions that move the number.
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