Gate News message, April 24 — DeepSeek released the V4 model card today, validating earlier architectural predictions made through analysis of the TileKernels kernel library released yesterday (April 23). According to monitoring by Beating, three core components were confirmed: mHC (Manifold-Constrained Hyper-Connections) replacing ByteDance’s original HyperConnection, MoE architecture with Top-k expert routing, and FP4+FP8 mixed-precision weight storage. The predicted Engram conditional memory module did not appear in the model card.
The model card revealed new components not covered in TileKernels: hybrid attention mechanisms (CSA + HCA) drive V4’s long-context efficiency gains, reducing inference FLOPs to just 27% of V3.2’s level at 1M context windows and KV cache to 10%. Training now uses the Muon optimizer.
The verification demonstrates how production-level kernel implementations can reveal underlying model architecture before official specifications are published.
Disclaimer: The information on this page may come from third parties and does not represent the views or opinions of Gate. The content displayed on this page is for reference only and does not constitute any financial, investment, or legal advice. Gate does not guarantee the accuracy or completeness of the information and shall not be liable for any losses arising from the use of this information. Virtual asset investments carry high risks and are subject to significant price volatility. You may lose all of your invested principal. Please fully understand the relevant risks and make prudent decisions based on your own financial situation and risk tolerance. For details, please refer to
Disclaimer.
Related Articles
Meta Platforms Plans 10% Workforce Reduction on May 20, Affecting Approximately 8,000 Positions
Gate News message, April 24 — Meta Platforms plans to reduce its workforce by approximately 10%, affecting roughly 8,000 positions, on May 20. The layoffs are intended to improve operational efficiency while increasing investment in artificial intelligence.
The planned restructuring reflects the
GateNews45m ago
The Trump administration has released an AI refinement crackdown plan, accusing Chinese companies of systematically stealing model capabilities.
The Office of Science and Technology Policy (OSTP) in the White House, in an official statement released on April 23 by Presidential Assistant Michael J. Kratsios, said that the Trump administration has information indicating that foreign entities (mainly based in China) are intentionally targeting major U.S. artificial intelligence companies. They are systematically extracting U.S. AI model capabilities through “tens of thousands of agent accounts” and jailbreaking technology, and are simultaneously announcing four response measures.
MarketWhisper1h ago
DeepSeek releases the V4 open-source preview, with a technical score of 3206 surpassing GPT-5.4
DeepSeek officially launched the V4 preview series on April 24, with open-sourced model weights under the MIT license, and the model weights have been also released on Hugging Face and ModelScope. According to the DeepSeek V4 technical report, V4-Pro-Max (the highest inference intensity mode) scored 3206 points on the Codeforces benchmark, surpassing GPT-5.4.
MarketWhisper1h ago
Cambricon Completes Day 0 Adaptation of DeepSeek-V4, Marking Milestone for China's AI Chip Ecosystem
Gate News message, April 24 — Cambricon announced today that it has completed Day 0 adaptation of DeepSeek-V4, the latest large language model from DeepSeek, using its proprietary NeuWare software ecosystem and vLLM framework. The adaptation code has been open-sourced simultaneously, marking the
GateNews1h ago
Tencent open-sourced Hy3 preview version, code benchmark tests improved by 40% over the previous generation
Tencent officially open-sourced the Hy3 preview version of a large language model on April 23 on GitHub, Hugging Face, and the ModelScope platform, and simultaneously provided paid API service via Tencent Cloud. According to Decrypt’s report on April 24, the Hy3 preview version began training in late January and reached the publication calendar in less than three months.
MarketWhisper1h ago
FTX Portfolio Investments Worth 158 Trillion Won If Not Bankrupt
FTX, the centralized cryptocurrency exchange that filed for Chapter 11 bankruptcy protection in November 2022 due to liquidity shortages and capital outflows, would have held investments valued at approximately 158.796 trillion won if it had not collapsed, according to analysis cited by Park
CryptoFrontier1h ago
