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AI model scaling

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21CTO
21CTO
Aug 2, 2026 · Artificial Intelligence

Karpathy Predicts Smaller AI Models and a Revolution in Human Education

Karpathy argues that 99.9% of large‑model parameters are wasted on low‑quality data, advocates distilling core cognition into sub‑billion models, proposes a hierarchical model ecosystem, and envisions AI as an empowerment tool that reshapes education and lifelong learning.

AI EducationAI model scalingAndrej Karpathy
0 likes · 7 min read
Karpathy Predicts Smaller AI Models and a Revolution in Human Education
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 19, 2026 · Artificial Intelligence

How Kimi K3 Highlights Latent MoE as the Next Turning Point in Mixture‑of‑Experts Architecture

Latent MoE, demonstrated by NVIDIA’s Nemotron 3 Super and Moonshot AI’s 2.8 T‑parameter Kimi K3, compresses expert computations into a lower‑dimensional latent space, cutting memory reads and All‑to‑All traffic by fourfold, enabling more experts per token, higher accuracy, and up to 3.5× faster inference.

AI model scalingKimi K3Latent MoE
0 likes · 10 min read
How Kimi K3 Highlights Latent MoE as the Next Turning Point in Mixture‑of‑Experts Architecture