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AI Socratic

Ben Todd argues AI capability gains are still compounding — even if recent model releases feel incremental, the overall curve hasn’t slowed.

1) Benchmarks

Claude 4.6 and Mythos are roughly on trend across 37 post-2024 benchmarks. image.png But Mythos represents 6 months of progress while only scoring +2 on Anthropic’s internal ECI, which likely emphasizes agentic coding — the area most relevant to an intelligence explosion. image.png

2) Revenue

Revenue growth has accelerated over the last 3 years, driven largely by Anthropic growing faster than OpenAI. This may be the hardest benchmark to game since it reflects real customer spending. image.png

3) Productivity uplift

Anthropic says Claude 4.6 made researchers 2× more productive, and Mythos 4×. The true gains are probably lower — maybe ~1.2× and ~1.6× — but still enough to modestly accelerate AI progress.

4) Compute demand

AI chip rental prices had been falling ~30% annually as hardware improved. But over the last few months, prices have risen ~30%. That suggests demand for compute is outpacing supply, consistent with rapidly increasing capabilities and faster scaling. image.png

Sources: blog post, tweet

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