Jan 10, 2026 · Artificial Intelligence

Will Programmers Have a Rough New Year? DeepSeek V4 Strikes with mHC Architecture

DeepSeek’s upcoming V4 model, built on the newly released mHC (Manifold-Constrained Hyper-Connections) paper, demonstrates mathematically grounded training stability, 2%+ reasoning gains, and four‑fold residual bandwidth that enables ultra‑long code context, positioning it as a potentially game‑changing holiday gift for programmers.

AI modelDeepSeek-V4Long Context

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Will Programmers Have a Rough New Year? DeepSeek V4 Strikes with mHC Architecture

AI Algorithm Path

Mar 3, 2025 · Artificial Intelligence

DeepSeek‑R1 Model Performance: Comparing 32B, 70B, and R1

This article evaluates DeepSeek‑R1’s 32B and 70B distilled models alongside the original R1 on a range of reasoning and coding tasks, detailing hardware setup, test methodology, per‑task results, and a comparative analysis of their strengths and weaknesses.

32B70BDeepSeek

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DeepSeek‑R1 Model Performance: Comparing 32B, 70B, and R1

reasoning benchmarks

Will Programmers Have a Rough New Year? DeepSeek V4 Strikes with mHC Architecture

DeepSeek‑R1 Model Performance: Comparing 32B, 70B, and R1