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Journal

Field notes from applied AI.

Product, design and technical writing from projects in production.

Home / Field notes from applied AI.
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Insights · 01

Why AI products fail after the demo

Evaluation is a product requirement, not a QA afterthought.

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Insights · 02

The case for smaller model routes

Cost and latency often improve when every task does not hit the biggest model.

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Insights · 03

Designing a useful human handoff

Escalation should preserve context, state and user intent.

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Insights · 04

What multimodal teams actually need

Asset consistency matters more than one impressive generation.

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Insights · 05

How to budget agent actions

Treat external actions as state transitions with explicit approval.

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Insights · 06

Private knowledge without mystery

Source transparency makes retrieval systems easier to trust.

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