什么是 scaling laws？

Anthropic co-founders reveal that Claude's rate limits stem from Q1 2026 usage growing at an 80x annualized rate, far exceeding their 10x compute planning. The company is responding with massive compute deals like the one with SpaceX.

While the Transformer architecture still dominates current AI development, its limitations are driving exploration of post-Transformer paths; future intelligence may come from hybrid architectures and more efficient reasoning mechanisms rather than a single paradigm.

Datadog releases Toto 2.0, achieving scaling laws in time series foundation models.