MoE models — 2 Technical Articles

Apr 30, 2026 · Artificial Intelligence

Token Era Unpacked: The ‘One Chip, Two Models, Three Clouds’ Blueprint for AI Agents

The article analyzes how the rise of AI agents transforms the industry from dialogue‑centric models to 24/7 digital employees, driving a shift toward CPU‑centric compute, domestic MoE models with strong coding abilities, and cloud platforms that become the core deployment and billing ecosystem, all fueled by massive token inflation.

AI agentsAI hardwareCloud AI

0 likes · 13 min read

Token Era Unpacked: The ‘One Chip, Two Models, Three Clouds’ Blueprint for AI Agents

Kuaishou Tech

Dec 19, 2025 · Artificial Intelligence

Why Sampling Noise, Not Train‑Inference Gap, Drives RL Instability in MOE Models

The article reveals that sampling noise, rather than train‑inference inconsistency, is the primary cause of reward collapse during RL training of MOE models, and demonstrates that suppressing this noise stabilizes training and speeds convergence.

AI codingMoE modelsRL training

0 likes · 6 min read

Why Sampling Noise, Not Train‑Inference Gap, Drives RL Instability in MOE Models