Count the watts.
Publish the misses.
A saving means nothing without the errors beside it.
Preprint · September 2026
What a gated sensing pipeline never looks at.
Venkat and Anjali. Company funded.
In progress
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How we report
Three rules.
- 01
Show the boundary
Task, operational conditions, held-out validation sets.
- 02
Beat the baseline
Simple classical heuristics and linear regression before adding neural compute.
- 03
Count the whole cost
Energy in Joules, hardware compute envelope, misses, and explicit abstentions.
Discuss the evidence.
We share the telemetry and benchmark data behind each result.