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mindmeld-with-fly

Sparse MaleCNS reservoir experiments with terminal rendering and recording/replay. Prototype: the README places the EEG interface in a future phase.

MaleCNSResearch prototype
Fidelity · reviewed
L1 Dynamics

Neurons are simulated — leaky integrate-and-fire or better — with documented, tuned parameters.

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The evidence

No evidence, no level.
Rating note

The MaleCNS graph drives a sparse leaky-tanh reservoir: x <- (1-alpha)*x + alpha*tanh(Wx + drive) with a stated leak of alpha=0.15, so each node carries a state that decays and integrates across ticks. Under the scale that is a simplified leaky rate unit with stated parameters, which earns L1 - and the README is unusually honest that 'reservoir dynamics are not biophysics' and that the fly 'EEG' bands are spectral content of the reservoir, not electrophysiology. Not L2: W is built once from MaleCNS synapse counts (log1p) signed by neurotransmitter identity, then globally rescaled to spectral radius 0.9 at graph-build time, and is never written again - there is no optimizer, no `loss.backward()`, no learning rate and, unusually for a reservoir project, not even a trained linear readout. The EEG coupling is a fixed seeded input matrix Win that injects band power as drive; it changes what the reservoir is fed, not what it is wired with.

Record

CategoryLanguage, art & other
DatasetsMaleCNS
LevelL1 — reviewed
Listed incobanov/awesome-fly
First indexed2026-09-15

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