Ep 164: Inside Anthropic with Sholto Douglas & Nicholas Marwell — AGI, Optimism vs Risks, Regulatory Capture, Open Source & More!

Anthropic's technical leaders say near-human-level AGI within two years could double global GDP by the early 2030s if unemployment and bio/cyber risks are managed.

• AGI timeline: Both Anthropic leaders say human-or-greater-capability models are very likely within a couple of years, driven by RL and compute scaling.
• Exponential returns to intelligence: Each marginal unit of model capability is worth exponentially more than the last — the jump from tab-complete to agentic coding was roughly a million times more valuable.

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