DeepSeek-V4 Deep Analysis
Author: @Dorialexander | Date: 2026-05-02
Detailed analysis of the DeepSeek-V4 paper after a week of study. The paper attempts many architectural innovations simultaneously — MoE routing, training stability, and scaling strategies are all addressed in one system.
Key Claims
- DeepSeek-V4 is architecturally ambitious, combining multiple novel techniques
- Paper attempts to solve MoE routing, training stability, and efficient scaling together
- Represents a significant step in Chinese lab architectural innovation
- The multi-pronged approach makes it hard to isolate individual contributions
Takeaways
- DeepSeek continues pushing MoE architectures further than Western labs publicly share
- Combining many innovations in one paper is high-risk but can yield compounding gains
- Week-long analysis required — indicates genuine technical depth