Changelog

POYO+ (NeurIPS’23), POSSM (ICLR’25), NDT3, CEBRA (Nature’23)

ScKGBERT + Geneformer interfaces

37K param progressive SIG sharpening

AdaptiveThresholdMoE, QuantumInspiredLIF, DendriticNMDA, CochlearHairCell

CardiacPurkinjeFibre, MyelinatedAxon, SmoothMuscleCell

24x waveform, 750x spike, unified API

Web IDE for equation editing, network design, training, compilation, and FPGA synthesis

Li et al. 2014 stochastic division circuit

ODE string to synthesisable SystemVerilog pipeline

Full compatibility with Python 3.14

9 AI-optimised neuron models with novel dynamics

End-to-end MNIST classification on FPGA hardware

Complete Brunel network model variants

Full 15+1 layer SCPN adapter coverage

Performance benchmarks and documentation updates