Scaling Law

Stop Obsessing Over GPUs. China’s Real AI Weapon Is ‘Scarcity.’

đŸ“… August 20, 2026 đŸ“‚ AI & Machine Learning

The real reason Chinese AI models are closing the gap isn’t cheap engineering or distillation—it’s radical pre-training architecture innovation born from severe resource constraints. Meanwhile, the data labeling industry is dying, and startups betting on RSI (Self-Evolving AI) are walking into a trap set by big labs.

Abstraction Acceleration Adaptability AI DeepSeek Innovation Scaling Law

The AI Industry Is Fighting the Wrong War. Here’s the Real Battlefield.

đŸ“… August 4, 2026 đŸ“‚ AI & Machine Learning

Stanford’s CS329A course reveals the hidden frontier of AI: not bigger models, but smarter inference-time compute and reliable verifiers. Small models, given 10,000 attempts, can outperform GPT-4. The real bottleneck isn’t parameters—it’s building verifiers that can judge complex outputs. The next AI revolution won’t be about scale; it will be about trust and self-correction.

Agent Architecture AI Agents Inference Scaling Large Language Models Reasoning Scaling Law Verification