Since modern digital, quantum, optical, and software computing has limited logic and an energy-consuming system, implementing adaptive-autonomous intelligence will require a different approach. Building a brain-like computer based on new molecular neural computing units will require combining the experience and efforts of leading national organizations and laboratories in several countries. The new AI accelerator will have not only analog signal processing but also simpler functionality. The most important thing is that the AI ​​bioprocessor will not require large databases and fitting models to results as in digital machine algorithms, since the materials and physics of the new multifunctional elements will be self-regulating and reconfigurable.