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# Shipping Production AI Inside Government — William Tarr, Ministry of Justice (DO NOT PUBLISH)

**[AI Engineer](https://daily.dev/sources/aidotengineer)** · 18 min read · 0 upvotes · 0 comments

## Summary

Engineers from the UK Ministry of Justice's Justice AI unit describe their forward-deployed model for shipping AI products inside government. Rather than building from headquarters, they embed directly in prisons and probation offices, observing staff workflows firsthand and building MVPs in days. Key challenges include legacy infrastructure, lack of Wi-Fi in Victorian-era prisons, outdated governance processes designed for policy rather than products, and organizational mistrust of AI. Their approach prioritizes simplicity, offline-capable tools, rapid iteration with real users, and navigating bureaucracy by showing working prototypes rather than theoretical proposals. The team of ~40 achieved a national rollout in months — a pace described as unheard of in government.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://www.youtube.com/watch?v=qlHaO6laBlM>

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Tags: [#ai-agents](https://daily.dev/tags/ai-agents), [#offline-first](https://daily.dev/tags/offline-first)

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