Neuro-symbolic AI combines deep learning with symbolic logic to build AI systems that can reason and explain themselves. This hybrid approach could address the biggest limitations of today’s black-box models, especially in fields like medicine, law, and defense. Here's a breakdown of how it works, who's building it, and why it might define the next wave of AI.