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Mixture of Experts — Topic Summaries

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Gemini 1.5 and The Biggest Night in AI

AI Explained · 3 min read

Gemini 1.5 Pro is being positioned as a step-change in long-context AI—able to retrieve and reason over information buried in massive inputs—while...

Long-Context AIGemini 1.5 ProMultimodal Retrieval

All You Need To Know About DeepSeek- ChatGPT Killer

Krish Naik · 2 min read

DeepSeek is drawing intense attention because it delivers strong reasoning performance at dramatically lower training and inference costs than many...

DeepSeek R1Reinforcement LearningMixture of Experts

"OpenAI is Not God” - The DeepSeek Documentary on Liang Wenfeng, R1 and What's Next

AI Explained · 3 min read

DeepSeek R1 detonated a long-simmering AI power struggle by delivering “reasoning” that looks like it thinks before it answers—at a price and...

DeepSeek R1Liang WenfengGRPO Reinforcement Learning

OpenAI’s open source models are finally here

Theo - t3․gg · 3 min read

OpenAI’s newly released open-weight models—an “120B” and a “20B” variant—are built to run locally, and early testing suggests the smaller 20B model...

Open-Weight ModelsMixture of ExpertsLocal Inference

Testing Gemini 1.5 and a 1 Million Token Window

Sam Witteveen · 2 min read

Gemini 1.5 Pro marks a major step up for long-context AI: it pairs a newly updated model with a dramatically expanded context window—up to 1,048,576...

Gemini 1.5 ProMillion Token ContextMixture of Experts

Mistral 8x7B Part 1- So What is a Mixture of Experts Model?

Sam Witteveen · 2 min read

Mistral’s newly released “8x7B” model is a Mixture of Experts (MoE) system: eight separate expert networks, each roughly the size of Mistral 7B, are...

Mixture of ExpertsGating NetworksMistral 8x7B

DeepSeekR1 - Full Breakdown

Sam Witteveen · 3 min read

DeepSeek has released open weights for its reasoning model family, led by DeepSeek R1, along with a set of distilled smaller models that can...

DeepSeek R1Model DistillationMixture of Experts

Qwen QwQ 32B - The Best Local Reasoning Model?

Sam Witteveen · 2 min read

QwQ 32B is being positioned as a top-tier “local reasoning” model that can run on personal hardware, and the core claim is that it delivers...

Local Reasoning ModelsMixture of ExpertsReinforcement Learning

Qwen 3.5 - The next NEXT model

Sam Witteveen · 3 min read

Qwen 3.5 lands as a major shift in how fast, capable AI can be—pairing a large mixture-of-experts model with a reported up to 19x decoding speed...

Qwen 3.5Mixture of ExpertsMultimodal Training

Googles Attempt to take on Open AI

MattVidPro · 3 min read

Google’s Gemini 1.5 Pro is positioned as a direct leap in long-context, multimodal AI—capable of handling up to a 1 million token context window and...

Gemini 1.5 ProLong ContextMultimodal AI

Microsoft's Phi 3.5 - The latest SLMs

Sam Witteveen · 2 min read

Microsoft has expanded its Phi 3 lineup with three new Phi 3.5 models—two instruction-tuned language models and an updated vision model—pushing...

Phi 3.5 ModelsLocal LLMsMixture of Experts

MiroThinker 1.5 - The 30B That Outperforms 1T Models

Sam Witteveen · 3 min read

MirrorThinker 1.5 is positioned as a practical shift in agent design: instead of relying on a single, information-heavy model, it’s built to...

Tool-Using AgentsMirrorThinker 1.5Mixture of Experts

Qwen3 Next - Behind the Curtain

Sam Witteveen · 3 min read

Qwen 3 Next is an 80B Mixture of Experts (MoE) model built to run with only 3B active parameters per inference—an efficiency leap that still lands it...

Mixture of ExpertsMulti-Token PredictionInference Efficiency

Grok-1 Open Source: 314B Mixture-of-Experts Model by xAI | Blog post, GitHub/Source Code

Venelin Valkov · 2 min read

xAI has open-sourced Gro-1, a 314B-parameter mixture-of-experts (MoE) model, releasing not only weights but also the model architecture and training...

Gro-1 Open SourceMixture of ExpertsJAX Implementation

DeepSeek Coder v2: First Open Coding Model that Beats GPT-4 Turbo?

Venelin Valkov · 3 min read

DeepSeek Coder V2 is pitched as an open coding model that can rival—or even beat—GPT-4 Turbo on programming benchmarks, and the practical tests in...

DeepSeek Coder V2Open Coding ModelsMixture of Experts

DeepSeek v3 Tested - Coding, Data Extraction, Summarization, Data Labelling, RAG

Venelin Valkov · 3 min read

DeepSeek V3 is positioned as a top-tier open-weight mixture-of-experts (MoE) model—strong on benchmarks and notably effective at real-world...

Mixture of ExpertsFP8 TrainingChain-of-Thought Post-Training

Confused by o4 vs. o3? My Trick to Remember Each of the 16 Major AI Models

AI News & Strategy Daily | Nate B Jones · 2 min read

Naming differences between AI models—like why “o4” might be considered different from “o3”—often fail because people try to map meaning onto...

AI Model NamingSemantic MemoryPrintable Model Cards

Mixtral - Mixture of Experts (MoE) Free LLM that Rivals ChatGPT (3.5) by Mistral | Overview & Demo

Venelin Valkov · 2 min read

Mistral AI’s Mixtral 8×7B (an open-weight sparse Mixture of Experts model) is positioned as a practical alternative to much larger LLMs by routing...

Mixture of ExpertsSparse RoutingInstruction Tuning

gpt-oss - OpenAI Open-Weight Reasoning Models | Ollama test, Benchmaxing, Safetymaxing?

Venelin Valkov · 3 min read

OpenAI’s newly released open-weight reasoning models—GPT OSS 120B and GPT OSS 20B—sparked hype for matching closed-model performance on popular...

Open-Weight Reasoning ModelsBenchmarksSafety Behavior

Llama 4 Test with Groq: Coding, Data Extraction, Data Labelling, Summarization, RAG

Venelin Valkov · 3 min read

Meta’s Llama 4 lineup—Scout (109B), Maverick (400B), and Behemoth (2T, still training)—arrives with headline claims built around huge context windows...

Llama 4Groq APIMixture of Experts