Developer Manjeet Singh, with Claude Opus, has successfully conducted neural network training on Apple's Neural Engine (ANE) on the M4 chip through reverse engineering. This marks the first time training has been achieved on the ANE, which is typically used for inference. By bypassing Apple's CoreML framework, the team directly mapped over 40 private classes to the IOKit kernel driver, enabling model compilation in memory—a crucial step for training. The project implemented training for a single transformer layer, achieving 9.3ms per step with 11.2% ANE utilization. The ANE's core computational primitive was found to be convolution, not matrix multiplication, leading to significant throughput improvements. Despite being in early stages, the project is open-sourced under the MIT license and has gained significant attention, with around 2,800 stars on GitHub in five days.
Developer Achieves First Neural Network Training on Apple Neural Engine
This content is for informational purposes only and does not constitute investment advice.
SuperEx Popular Science Articles Column
This collection features informative articles about SuperEx, aiming to simplify complex cryptocurrency concepts for a wider audience. It covers the basics of trading, blockchain technology, and the features of the SuperEx platform. Through easy-to-understand content, it helps users navigate the world of digital assets with confidence and clarity.
Unstaked related news and market dynamics research
Unstaked (UNSD) is a blockchain platform integrating AI agents for automated community engagement and social media interactions. Its native token supports governance, staking, and ecosystem features. This special feature explores Unstaked’s market updates, token dynamics, and platform development.
XRP News and Research
This series focuses on XRP, covering the latest news, market dynamics, and in-depth research. Featured analysis includes price trends, regulatory developments, and ecosystem growth, providing a clear overview of XRP's position and potential in the cryptocurrency market.
How do beginners trade options?How does option trading work?
This special feature introduces the fundamentals of options trading for beginners, explaining how options work, their main types, and the mechanics behind trading them. It also explores key strategies, potential risks, and practical tips, helping readers build a clear foundation to approach the options market with confidence.
What are the risks of investing in cryptocurrency?
This special feature covers the risks of investing in cryptocurrency, explaining common challenges such as market volatility, security vulnerabilities, regulatory uncertainties, and potential scams. It also provides analysis of risk management strategies and mitigation techniques, helping readers gain a clear understanding of how to navigate the crypto market safely.