Brainobot

Cai et al. / multi-institution collaboration · 2026

Brain organoid reservoir-computing controller used as a high-level decision layer for a humanoid robot.

Temporal-pattern BNN

Tohoku University and collaborators · 2026

A closed-loop biological neural network trained with a linear decoder generated periodic and chaotic temporal signals autonomously.

TBC Neural Optimizer

The Biological Computing Co. · 2026

TBC translates living-neural dynamics into AI optimisation software; a September 2026 AWS collaboration is taking its neuron-derived video model towards deployment.

Berlin startup demonstrating short-term visual-memory reconstruction, image classification and simple control tasks with biological neural networks.

Goal-directed cart-pole organoids

UC Santa Cruz and collaborators · 2026

Feedback-driven training improved performance relative to random stimulation in a virtual cart-pole task.

Braille organoid classifier

University of Bristol and collaborators · 2026

Human forebrain organoids received electrically encoded tactile inputs; reported Braille classification reached 61% with one organoid and 83% with a three-organoid ensemble.

3D-MIND

Princeton University · 2026

A flexible three-dimensional electronic scaffold records and stimulates neural activity across multiple planes for months.

CL1

Cortical Labs · 2025

Self-contained neuron-on-silicon platform with recording, stimulation, life support and a developer API; a 20-unit CL1 rack was demonstrated at NUS Medicine in August 2026.

Mind in Vitro platform

University of Illinois Urbana-Champaign consortium · 2024

Open, modular hardware and software developed to make in-vitro neural computing experiments more reproducible and scalable.

FinalSpark Neuroplatform

FinalSpark · 2024

Remotely accessible platform for long-running stimulation, recording and closed-loop experiments on neural organoids.

Brainoware

Indiana University and collaborators · 2023

Brain organoid used as an adaptive reservoir for speech recognition and nonlinear equation prediction.

DishBrain

Cortical Labs and collaborators · 2022

Cultured cortical neurons coupled to a simulated Pong environment through structured electrical feedback.