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What is the point of MoE models, beyond being faster?

BACKGROUND
2 SIGNALSFIRST DETECTED 19 May 2026
Narrative synthesis pending — 2 signals collected.
How the story developed
11 Jul
Why are MoE models so belittled?
OPINION · WHAT · LocalLLaMA
19 May
4.4
Other feeds and industry voices
22 Apr
Is dynamic moe models possible?

<!-- SC_OFF --><div class="md"><p>is it possible that a moe model can decide how many billion parameters to activate per token according to the task. eg if qwen 3.6 35b a3b - if a

OPINION · HOW · LocalLLaMAOPEN STORY
1 Sept
Q: Why can't models be upcycled and blended?

<!-- SC_OFF --><div class="md"><p>Found this a few months back for more compute-efficient (relative to memory size) MoE models. Nowadays Qwen3.6-35B-A3B exists along with

OPINION · WHAT · LocalLLaMAOPEN STORY
27 Mar
RYS Part 3: LLMs think in geometry, not language — new results across 4 models, including code and math

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s59rct/rys_part_3_llms_think_in_geometry_not_language/"> <img alt="RYS Part 3: LLMs think in geometry, not

OPINION · WHAT · LocalLLaMAOPEN STORY
27 Apr
Alignment Makes Models More Decisive Without Making Them More Truthful

<!-- SC_OFF --><div class="md"><p>&#x200b;</p> <p>## Abstract</p> <p>Post-training makes language models more decisive without necessarily making them more accurate — and we find

OPINION · HOW · ArtificialInteligenceOPEN STORY
24 Jul
If MOEs have small experts (3B/4B/9B etc), then why can’t we have small expert models as a whole rather than one large model with multiple experts? Like Qwen3.6-3B Coding Expert or something

<!-- SC_OFF --><div class="md"><p>Forgive me naiveness, I’m a little lost. Why must a model be jack of all trades? Why can’t we have a model expert in a single thing?</p>

OPINION · WHAT · LocalLLaMAOPEN STORY
28 Mar
Where do you guys find good comparisons of Chinese coding models?

<!-- SC_OFF --><div class="md"><p>Long time Claude Opus user, but after the recent session limit changes by Anthropic, I am seriously considering trying Chinese models for coding.

OPINION · WHERE · LocalLLaMAOPEN STORY
2 Oct
10,000 Agents, a Millennium Prize, and Models That Learn to Lie: Noam Brown's Most Alarming Insights

<!-- SC_OFF --><div class="md"><p><strong>Noam Brown</strong> — OpenAI Research Scientist and co-creator of o1, Libratus, and Cicero — sat down with Dwarkesh Patel for a 1h 20m

OPINION · WHAT · ChatGPTOPEN STORY
19 Jul
How do we benefits from 2+ T models?

<!-- SC_OFF --><div class="md"><p>Hey, I’ve been really excited to see the latest models being released, but I keep wondering: what are we actually supposed to do with them?</p>

OPINION · HOW · LocalLLaMAOPEN STORY
Sources
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