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Shipping AI. The parts nobody demos.

What we've learned getting AI into real products: evals, approval steps, citations and hiring. Written for CTOs and founders.

Hiring · 13 Oct 2026

How to hire an AI-native engineer: what to ask, and how to run a 7-day trial

What AI-native should mean, interview questions that separate shipped work from demos, and a day-by-day plan for a 7-day trial on real work.
Agents · 30 Sep 2026

Human-in-the-loop AI agents: where to put the approval step

An approval step makes AI agents safe to run on real data, if it sits in the right place. How to choose that place, with TalVagt as the example.
RAG · 17 Sep 2026

RAG that users trust: citations, evals and the boring parts

Users trust RAG answers they can check. How to build page-level citations, evals that find real problems, and the plumbing that keeps answers honest.
AI engineering · 8 Sep 2026

Why AI features stall before production: a checklist to ship one

Most AI features stall between a good demo and a safe launch. The five reasons we see most often, and the 10-point checklist we use to ship one.

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