Simon Willison — 2026-04-10#

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Simon points out the non-obvious reality that ChatGPT’s Advanced Voice Mode is actually running on an older, weaker model compared to their flagship developer tools. Drawing on insights from Andrej Karpathy, he highlights the widening capability gap between consumer-facing voice interfaces and B2B-focused reasoning models that benefit from verifiable reinforcement learning.

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ChatGPT voice mode is a weaker model Simon reflects on the counterintuitive fact that OpenAI’s Advanced Voice Mode runs on a GPT-4o era model with an April 2024 knowledge cutoff. Prompted by a tweet from Andrej Karpathy, he contrasts this consumer feature with top-tier coding models capable of coherently restructuring entire codebases or finding system vulnerabilities. Karpathy notes this divergence in capabilities exists because coding tasks offer explicit, verifiable reward functions ideal for reinforcement learning and hold significantly more B2B value.

Kākāpō parrots A quick update linking to another snippet from Simon’s recent 1 hour and 40 minute podcast recording with Lenny. The topic for this specific clip is kākāpō parrots.


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