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8 AI model architectures, visually explained:
Everyone talks about LLMs, but there's a whole family of specialized models doing incredible things.
Here's a quick breakdown:
1. LLM (Large Language Models)
Text goes in, gets tokenized into embeddings, processed through transformers, and text comes out.
↳ GPT, Claude, Gemini, Llama.
2. LCM (Large Concept Models)
Works at the concept level, not tokens. Input is segmented into sentences, passed through SONAR embeddings, and then uses diffusion before output.
↳ Meta's LCM is the pioneer.
3. LAM (Large Action Models)
Turns intent into action. Input flows through perception, intent recognition, task breakdown, then action planning with memory before executing.
↳ Rabbit R1, Microsoft UFO, Claude Computer Use.
4. MoE (Mixture of Experts)
A router decides which specialized "experts" handle your query. Only relevant experts activate. Results go through selection and processing.
↳ Mixtral, GPT-4, DeepSeek.
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