Beyond Anglo-Saxons, Celts and Vikings: DNA uncovers a dynamic history of migration to Britain

The island’s history was marked by mixture and cultural reinvention.

The Conversation

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The twenty five brain architecture inside Mickai, and why it is structurally not a Mixture of Experts. SENTINEL, CORTEX, HIPPOCAMPUS, AMYGDALA, and twenty one specialists, each in its own process, with its own queue, signing its own audit.

Readers familiar with the Mixture of Experts literature sometimes assume Mickai

https://mickai.co.uk/articles/the-twenty-five-brain-architecture-and-why-it-is-not-a-mixture-of-experts

#mickai #multi-brain #architecture #mixture-of-experts #moe

The twenty five brain architecture inside Mickai, and why it is structurally not a Mixture of Experts. SENTINEL, CORTEX, HIPPOCAMPUS, AMYGDALA, and twenty one specialists, each in its own process, with its own queue, signing its own audit.

Readers familiar with the Mixture of Experts literature sometimes assume Mickai's twenty five brains are an MoE-style routing technique. They are not. MoE is a single-model token-routing decision. Mickai's brains are independent processes with separate LLM instances, queues, and audit ledgers. The architectural choice is deliberate, and the reasons are sovereignty, isolation, and audit. This article walks SENTINEL, CORTEX, HIPPOCAMPUS, AMYGDALA, and the twenty one specialists, and explains the mistake of conflating them with MoE.

<li><a href="#mixture-of-models-vs-mixture-of-experts">Mixture-of-Models vs Mixture-of-Experts</a></li>
<li><a href="#the-mom-design-philosophy">The MoM Design Philosophy</a></li>
<li><a href="#live-demo-on-amd-gpus">Live Demo on AMD GPUs</a></li>
<li><a href="#signal-based-routing">Signal-Based Routing</a></li>
<li><a href="#deploy-your-own">Deploy Your Own</a></li>
</ul>

<hr />

<h2 id="mixture-of-models-vs-mixture-of-experts">Mixture-of-Models vs Mixture-of-Experts</h2>

Best Open-Source LLMs You Can Run on 16 GB VRAM (As of 2026):
https://dasroot.net/posts/2026/01/best-open-source-llms-16gb-vram-2026/
#LLM #vLLM #Mixture-of-Experts #GPU #inference
Best Open-Source LLMs You Can Run on 16 GB VRAM (As of 2026)

Discover the best open-source LLMs you can run on 16 GB VRAM in 2026, including Phi-3 Mini, Mixtral 8x7B, and Qwen3-32B. Learn quantization techniques, deployment tools like vLLM and BitsAndBytes, and performance benchmarks for real-world use cases.

Technical news about AI, coding and all

#LisaKudrow is in every #Impersonation funny as #Hell and this already for #Decades. I wanna see the #compressed #Mixture of three #dumb #Trump - #Women, #destillated into one #ingenious Lisa as a #MAGA-#Sidekick. It seems #ROFL will be guaranteed.

Lisa Kudrow As MAGA Spokesperson Resurfaces: VIDEO - Comic Sands
https://www.comicsands.com/kudrow-maga-spokesperson-resurfaces

Lisa Kudrow As MAGA Spokesperson Resurfaces: VIDEO

She absolutely nailed it.

Comic Sands
New Home, by switchworks

5 track album

switchworks
Entropy of a Mixture

#medieval #mixture
Aujourd'hui malgré le temps bof, je fabrique des "potées" pour le #mélange du foyer de ma #forge portable (ça s'appelle la #brasque), #argile du jardin, #chamotte, paille, sable, charbon de bois pilé.

Today, despite the poor weather, I'm making "mixture" for the forge hearth mix of my #portable #forge (it's called the #brasque), #clay from the garden, #chamotte, straw, sand, pounded charcoal.