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Articles · Rebeauty Atlas

AI

SU Sujangyawali

How DeepSeek exactly implemented Latent Attention | MLA + RoPE

DeepSeek’s Multi-Head Latent Attention (MLA) is one of the most important innovations behind DeepSeek-V2 and DeepSeek-V3. Instead of…

Jun 08, 2026 · 6 min read · 0 claps #latent-attention #aml #rope

How DeepSeek exactly implemented Latent Attention | MLA + RoPE

AI

DA DatenLord

DeepSeek-V3 Fragment—Grouped Top-K

Preface

Feb 15, 2026 · 11 min read · 0 claps #gpu #deepseek #deepseek-v3

AI ECO

AG Agent Native

Founder’s Open-Model Stack: GLM-4.7, Qwen3-VL, DeepSeek-V3.2, Kimi-K2, FLUX.2

If you’re building an AI product as a solo founder or a small team, you don’t need one “best” model.

Jan 23, 2026 · 7 min read · 47 claps paywalled #deepseek-v3 #deepseek #qwen

Founder’s Open-Model Stack: GLM-4.7, Qwen3-VL, DeepSeek-V3.2, Kimi-K2, FLUX.2

AI SCI

SU Supat Charoensappuech

Möbius Correction to αTP: Why the Geometric Value 0.08537 Is Not the Final Physical Value

By Supat Charoensappuech (with assistance from DeepSeek-V3.2 and ChatGPT-5.1 in normal mode, 30/11/2025)

Nov 30, 2025 · 4 min read · 0 claps #artificial-intelligence #data-science #mobius

Möbius Correction to αTP: Why the Geometric Value 0.08537 Is Not the Final Physical Value

HUM AI SPT

CH Chandan Kumar · Level Up Coding

Deploying Deepseek 3.2 Exp on Nvidia H200 — Learning lessons

This is a hands-on log of getting DeepSeek-V3.2-Exp (MoE) running on a single H200 box with vLLM. It covers what worked, what didn’t, how…

Oct 08, 2025 · 8 min read · 0 claps #deepseek #nvidia-h200 #neocloud

Deploying Deepseek 3.2 Exp on Nvidia H200 — Learning lessons

AI HUM

SH Shirley Li

DeepSeek Explained 8: Post-Training of DeepSeek-V3

This is the last article of our DeepSeek series ([1], [2]), finally we will cover the post-training techniques in DeepSeek-V3 [2].

Apr 07, 2025 · 5 min read · 55 claps #deepseek #artificial-intelligence #deep-learning

DeepSeek Explained 8: Post-Training of DeepSeek-V3

AI HUM

SH Shirley Li · Data Science Collective

DeepSeek Explained 5: DeepSeek-V3-Base

Innovations in pre-training strategies of DeepSeek-V3.

Mar 10, 2025 · 11 min read · 50 claps #deepseek #artificial-intelligence #large-language-models

AI HUM

SH Shirley Li · AI Advances

DeepSeek-V3 Explained 3: Auxiliary-Loss-Free Load Balancing

How DeepSeek breaks the hidden bottleneck in MoE

Feb 10, 2025 · 10 min read · 178 claps #deepseek #large-language-models #mixture-of-experts

DeepSeek-V3 Explained 3: Auxiliary-Loss-Free Load Balancing

SCI TCH AI MED MDA SOC

DA dave ginsburg · AI.society

AI Society for 1.9.25 — Your Personal AI Supercomputer

Today: Nvidia Project Digits and Cosmos World Foundation Models, Seagate’s HAMR, Large Concept Models, DeepSeek-v3 dangers, AI and…

Jan 09, 2025 · 5 min read · 0 claps #nvidia-project-digits #nvidia-cosmos-world #seagate-hard-disk