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Tagged: DeepSeek

2 articles on deepseek.

The LLM Year in Review: What Actually Mattered in 2025 (And What Was Noise)The LLM Year in Review: What Actually Mattered in 2025 (And What Was Noise)
January 8, 2026

The LLM Year in Review: What Actually Mattered in 2025 (And What Was Noise)

The prediction was: bigger models win. The reality was: DeepSeek R1 rewrote the rules in January and nothing was the same after that. Here is what 2025 actually taught us about reasoning, inference-time compute, and the changing economics of intelligence.

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From GPT-2 to DeepSeek: The Architectural Changes That Actually MatteredFrom GPT-2 to DeepSeek: The Architectural Changes That Actually Mattered
February 4, 2025

From GPT-2 to DeepSeek: The Architectural Changes That Actually Mattered

I've been reading ML papers for 10 years. Most don't matter. These architectural choices did. RoPE, GQA, SwiGLU — each one solved a real scaling problem. Here's what practitioners need to know when a new model claims 'better architecture.'

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Clint Johnson

I build stuff for healthcare companies. Sometimes it works, sometimes I learn something. Always caffeinated, usually in Nashville.

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