For Luffy AI this is a massive opportunity. The company, founded by Matt Carr and Alex Meakins in 2019, is a spin out from the UK Atomic Energy Authority (UKAEA). They have developed a radically different approach to AI, using a novel approach to neural networks by building in a self-learning capability, or neuroplasticity (the ability to change and adapt in response to new experiences).
Where most controllers use deep reinforcement learning techniques — which require a huge amount of data, energy and oversight — Luffy AI’s Adaptive AI control platform starts with simulated training data and then continues to learn from its own experience in the hardware. The adaptive AI controllers work entirely autonomously and on extremely low levels of power and computing capacity to self-tune and adapt to keep the equipment working within target operating parameters.