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In a rare interview, Huawei chip scientist Liao Heng warns Western chip companies will eventually face physical chip limits and talks Huawei's Tau Scaling Law (Bloomberg)
Huawei semiconductor scientist Liao Heng publicly asserts that Western chipmakers like Nvidia are approaching fundamental physical limits in chip scaling, while introducing Huawei’s proprietary 'Tau Scaling Law' as an alternative framework for continued advancement.
Aug 4, 2026
What Transfers from Text to Vision? Capability Scaling Laws and Transfer Dynamics for VLMs
Researchers introduce a new Capability-Driven Multimodal Scaling Law that predicts vision-language model (VLM) performance from textual capability scores of LLM backbones, enabling principled backbone selection without full training.
Aug 4, 2026
How to Allocate Your Tokens? Scaling Laws with Training Steps and Batch Size
Researchers introduce a 'three-term' scaling law that separates training data into steps and batch size to improve robustness and reduce required training runs for AI model scaling predictions.
Published Jul 3, 2026 · Analyzed Jul 6, 2026
From Approximation to Emergence: A Theory of Deep Learning
A new arXiv monograph proposes a unified theoretical framework for deep learning, positioning emergence—not just approximation—as the central organizing principle of modern AI theory.
Published Jul 3, 2026 · Analyzed Jul 6, 2026
EdgeBench Reveals the Next Scaling Law: On-the-Fly AI Learning Speed Doubles Every 3 Months
A Reddit post claims EdgeBench—a community-sourced benchmark—has identified a new AI scaling law where on-the-fly learning speed doubles every three months, implying rapid, self-accelerating AI capability growth.
Published Jul 2, 2026 · Analyzed Jul 6, 2026
Import AI 452: Scaling laws for cyberwar; rising tides of AI automation; and a puzzle over gDP forecasting
Import AI newsletter discusses AI research and its implications.
Published Apr 6, 2026 · Analyzed Jul 5, 2026