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Notes on building with AI

Guides, research and product news from the team behind Nuvora.

How to build an evaluation suite from real traffic and use it to gate every release.

Routing, caching and prompt compression techniques we see work across 4,000 teams.

Agents can now remember users across sessions — with full control over what is stored.

Citations, confidence and graceful handoffs: UX patterns that make users trust AI answers.

What we automated, what we didn't, and the tools that made it possible.

Chunking, re-ranking and freshness — the details that actually move accuracy.

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