The new brain-inspired computers are the tools that make new models for the AI.

The brain-inspired computer can revolutionize the spontaneously learning AI. The idea of brain-inspired computers is that those systems act like human brains. In human brains, neurons can connect and disconnect their connections. Every neuron involves a small data structure. When neurons make connections they connect those data structures.

They form virtual neurons that can connect those data structures in billions of ways. Every data structure involves some skill. And why neurons remove the connections. That makes it easier to control that connection structure or neural network. The brain is the morphing neural network. That morphs its structures all the time.

Above: Von Neumann architecture is used in binary computers. The brain-inspired structure can involve even billions of networked Von Neumann architecture structures. (Wikipedia, Von Neumann architecture)

The biggest difference between brain-inspired morphing neural networks and traditional systems is this: in traditional systems, there is only one core, the CPU that processes information. The brain-inspired computers involve multiple CPU cores. The system can begin its data-handling process in multiple places in the morphing neural networks. The system changes its structure by activating and deactivating connections between CPUs.

Those computers, or rather brain-inspired systems can involve four types of systems.

1) Virtual systems

2) Artificial neuron hardware

3) Biological microchips.

4) Quantum processor-based artificial neuron network.

In virtual systems, the AI connects and disconnects databases. Those databases are structures that can act like neurons. They can connect each other into the new entireties. And then they can disconnect those connections. In those systems, the system morphs that structure all the time.

The artificial neuron network means that the binary computers or binary processors are connected into a structure. That is full of databases. In those systems, the single binary computer can control a limited number of databases. But those processors can form the large-size entirety. And those morphing systems play key roles in the drone swarms.

The biological microprocessors. Biological microchips are computer systems that communicate with living neurons. Brain-machine interfaces (BMI) are a good example of the biochips. In some other systems, the microchip communicates with cloned neurons. The neurons are in cell cultures where they get their nutrients. Those systems are tools that are hybridizing brains and machines.

If we look at the quantum processor-based architecture from outside. The system is similar to the binary artificial neuron-based system. However, the quantum-based architecture means. That the system is more powerful and more secure.

The quantum system's weakness is that it can maintain quantum entanglement for only a short time. When both ends reach the same energy level. That breaks the quantum entanglement.

Which denies the data flow between those particles. Sometimes the situation where both ends in quantum entanglement reaches the same energy level is called "filling". And before quantum entanglement fills, the system must transport information to some other system.

In quantum processor-based architecture the system can use two- or more quantum processor groups. And when the quantum entanglement is turning critical in the first quantum processor. The system transfers data to the second quantum processor group. Data jumps between those two quantum processor groups. The system is like a seesaw.

When quantum entanglement reaches the energy stability in the first system. The system transports data to the second system, where the data travels to the quantum entanglement. And then that entanglement starts to fill. The system must transport the data to the third system.

Those systems are not lightweight. Because the quantum processors require massive cooling systems. But maybe someday, the probes that travel to outer solar systems can use quantum computers. In that stable and cold environment, quantum systems can operate without those coolers.

https://www.msn.com/en-us/news/technology/from-neurons-to-network-building-computers-inspired-by-the-brain/ar-BB1mTJkz

https://en.wikipedia.org/wiki/Von_Neumann_architecture

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