Theme

Multiple channels annotate one another

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Sources

Attribution and reporting linked by this record; links do not imply independent verification.

The First Consumer-Scale Interspecies Foundation Model (theinnermostloop.substack.com)

When a camera frames the bowl, the motion channel logs the lunge and the microphone the bark, three readings label one another with no annotator in the loop. The labeling bottleneck dissolves into the instrument design.

Development timeline

Newest reporting dates first. Reporting dates may differ from event dates.

2026-05-23: Continuous listening catches pain that an animal instinctively masks

2026-05-23: Sensors label themselves with no annotator in the loop

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Multiple channels annotate one another
Innermost Loop KB — secondary record
Reporting date: unknown
KB permalink: https://nicholsn.github.io/innermost-loop-kb/themes/sensors-that-label-themselves
Attributed sources:
- The First Consumer-Scale Interspecies Foundation Model — https://theinnermostloop.substack.com/p/the-first-consumer-scale-interspecies
This citation does not imply independent verification of linked-source claims.

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