Scaling Laws

Stop Throwing More Data at AI. Try This Instead.

đź“… August 1, 2026 đź“‚ AI & Machine Learning

We’ve been trapped in a brutal arms race: more data, more compute, bigger models. But a new paradigm called ‘explorative modeling’ introduces a third axis to pre-training that flips our assumptions upside down. It proves that active exploration—not just static data compression—unlocks scaling laws we didn’t know existed.

AI AI Research Generative Models Machine Learning Scaling Laws

The Scaling Law Everyone Ignored: Why Reinforcement Learning Won’t Get Smarter No Matter How Much Compute You Throw At It

đź“… July 10, 2026 đź“‚ Tech Industry

The AI industry’s faith in compute scaling is about to hit a wall. Reinforcement learning’s bottleneck isn’t model size—it’s the combinatorial explosion of environments needed for exploration. No amount of GPUs can solve the exploration-exploitation trade-off. The real breakthrough will come from smarter exploration, not bigger datacenters.

AGI AI AI Safety Automation Reinforcement Learning Scaling Laws