Neuromorphic Computing in 2026: What Intel and IBM Have Built, and Why It Still Isn’t Mainstream
3 min readIntel’s Hala Point and IBM’s NorthPole deliver 22–100x energy efficiency gains over GPUs on specific sparse workloads — but no standard programming model, a thin software ecosystem, and narrow task compatibility have kept neuromorphic chips out of commercial AI deployments.