Joint error → 36 units LIF Neurons → Spike rate decoding → Bounded servo correction

Highlighted dots: Spikes in this window; Circle fill: Membrane potential; Right side: Latest 60 control windows. Choose a controller in Operations and ledger. Adaptive SNN adds online readout learning and one-step joint prediction. Conventional control does not compute neural spikes. Neither learned readout mode is R-STDP.

Dots represent cell populations; Nutrients, Proliferation, Stress, Expression and protein states drive downstream results. The default illustrative model is uncalibrated; Optional MDA-MB-231 The model only calibrates conditional viability signals, Expression and CCK-8 Measurement is still uncalibrated. The biosafety cabinet serves the cell area, The chemical fume hood is a scene fixture.