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5 articles found

Xiaomi’s MiMo-V2-Flash: The 309B-Parameter Underdog Giving GPT-5 a Run for Its Money

An in-depth look at how Xiaomi’s modestly-sized MoE model delivers elite performance at a fraction of the cost, and why the community isn’t buying it.

#benchmarks#LLM#moe...

local-llms

NVIDIA’s Nemotron-3-Nano: A 30B Hybrid Reasoning Model That Actually Delivers 1M Context (Mostly)

NVIDIA’s new open-weight Nemotron-3-Nano promises 1M token context and best-in-class reasoning performance, but early deployments reveal a more complicated reality. Here’s what the benchmarks don’t tell you.

#local-llms#moe#nemotron...

diffusion

Diffusion Language Models Break the Autoregressive Cage – And LLaDA2.0 is Jangling the Keys

LLaDA2.0’s MoE-powered diffusion architecture challenges everything we know about local AI deployment

#diffusion#llama.cpp#local-ai...

cerebras

When Less Is Actually More: Cerebras’ REAP Exposes Expert Merging as Flawed MoE Strategy

REAP pruning outperforms merging in MoE models, enabling near-lossless compression of 480B giants to local hardware

#cerebras#compression#LLM...

LLM

Qwen Next Just Made Every Other Local LLM Look Obsolete

Alibaba’s hybrid MoE architecture delivers 80B parameter performance with 3B activation costs, revolutionizing local task automation

#LLM#local-llm#moe