Biocomputing

last updated 2026-06-03
Neuromorphic ComputingBiocomputing

Physics / mechanism

Biocomputing uses living neuronal cells as the computational substrate rather than silicon or brain-inspired electronics. Neurons (rodent or human iPSC-derived) are cultured (2D layers or 3D organoids) on microelectrode arrays (MEAs); the cells form their own synaptic connections and perform the computation, while electronics handle stimulation, read-out, and modulation. This is one step beyond Neuromorphic Computing, which implements spiking neural networks in CMOS/memristive hardware — here the network is biological, with plasticity at molecular, cellular, and network scales that proponents argue cannot be captured by a software model.

Competitive landscape — the compute-substrate layer

Evidence base

The bear case

Named pioneers are actively warning against the hype (2025 Statnews Biocomputing Backlash): Zador (“scientific dead-end”), Pasca (“confuse the public and policymakers”), Lancaster (“science fiction… the science just isn’t there yet”). Even the bull (Hartung) concedes useful biocompute is a next-decade prospect, and that training “might take several years.” No killer app; demos are Pong/DOOM. Ethics/consciousness regulation on human neural tissue is a real tail risk.

Companies using

Connected ideas

Sources

Frontier (open questions)

Related concepts

Frontier questions