Deepity
Beyond Market Intelligence keeps Deepity in one place: 2 stories so far. The section currently leads with “Explore predictive coding with an open-source C++ engine built for speed” and “Discover How Predictive Coding Networks Achieve Near-Perfect Accuracy at Speed”. Predictive coding engines rarely get built from the ground up with serious kernel-level optimization, which makes this open-source C++20 release worth a close look. Backpropagation has dominated deep learning for decades, but Deepity makes a compelling case that it's not the only path forward. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every Deepity story on Beyond Market Intelligence, newest first.
Explore predictive coding with an open-source C++ engine built for speed
Predictive coding engines rarely get built from the ground up with serious kernel-level optimization, which makes this open-source C++20 release worth a close look. Deepity delivers 98.21% on MNIST in under eight minutes on a laptop CPU, faster than both JAX and ngc-learn implementations. The architecture is refreshingly honest: hand-written AVX2 and AVX-512 kernels, a CUDA backend still in tuning, and Python bindings that feel familiar.
Discover How Predictive Coding Networks Achieve Near-Perfect Accuracy at Speed
Backpropagation has dominated deep learning for decades, but Deepity makes a compelling case that it's not the only path forward. This C++ library's Predictive Coding Networks hit 97.73% on MNIST in under a minute, edging close to PyTorch's 98.27% while offering biological plausibility and continual learning potential. The trick lies in algorithmic caching and recent feedback alignment research, closing the performance gap on CPU.