https://www.danilchenko.dev/tags/deepseek/Recent content in Deepseek on danilchenko.devHugoen-usSat, 09 May 2026 08:30:04 +0000https://www.danilchenko.dev/posts/deepseek-v4-pro-review/Sat, 09 May 2026 08:30:04 +0000https://www.danilchenko.dev/posts/deepseek-v4-pro-review/DeepSeek V4 Pro scores 80.6% on SWE-bench Verified at $1.74/M input tokens — 7x cheaper than Claude Opus 4.7. Real benchmarks, costs, and safety gaps.https://www.danilchenko.dev/posts/2026-04-03-deepseek-mhc-manifold-constrained-hyper-connections/Fri, 03 Apr 2026 06:00:00 +0000https://www.danilchenko.dev/posts/2026-04-03-deepseek-mhc-manifold-constrained-hyper-connections/DeepSeek's mHC uses the Sinkhorn-Knopp algorithm to fix training instability in hyper-connections. Here's how doubly stochastic matrices stabilize LLM scaling.