25 Aug 2026
Signal Headquarters
Vol. I
No. 237

Liquid Neural Networks can perform complex autonomous control tasks (driving, parking, flying) with fewer than 20 neurons.

The case

Goodfire has on multiple occasions removed half the parameters of models in robotics and biology with no performance loss.

“We've on multiple occasions figured out with various models in robotics and also in biology that we can literally just like remove half the parameters of the model with no performance loss.”
Dan Balsam · 8 Aug 2026

Liquid Neural Networks can drive a car using only 19 neurons.

“With 19 neurons you could drive a car.”
Ramin Hasani · 4 Jul 2026

Topics

AI ResearchAutonomous VehiclesNeural Networks

Signal Headquarters · compiled from attributed public discussion. Last updated 2026-08-08.