# Heriot-Watt Wants AI to Set Safety Boundaries for Underground Energy Projects — retained record

> Retained news record from news:ml-alphasignal.

Canonical: https://highsignal.app/data/records/43a0c236f165b5d9

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source: [news](https://highsignal.app/data/news) (news:ml-alphasignal)  published 2026-10-30 06:01 ingested 2026-10-31 02:55

[original source ↗](https://alphasignal.ai/news/heriot-watt-wants-ai-to-set-safety-boundaries-for-underground-energy-projects)

## retained text



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A new perspective paper argues the real bottleneck in subsurface ML is not accuracy but calibrated uncertainty and auditability for regulators.
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