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DateProviderScoreSummary
20 Oct 2026, 11:57 PMOne Useful Thing7.0 30 Months on the Exponential (in Charts)

Ethan Mollick marks the release of Co-Existence, 30 months after Co-Intelligence, and uses the gap to chart AI progress. He says he used Opus 5.5 in Claude Projects, with one orchestrator agent spawning sub-agents, to produce research, graphs, layouts, images, and citations in minutes, and that it caught a math error. The post cites 20 different models having held the top spot across Anthropic, Google, and OpenAI, 180 models now better than GPT-4 at release, and 19 of those able to run on a modern smartphone.

Why: For builders choosing models or designing agent workflows, the concrete signal is churn: a GPT-4-era baseline is no longer a useful default when 180 models beat it and 20 different models have led, so keep provider/model abstraction and re-run evals rather than hard-coding a leader. The Claude Projects orchestrator pattern also sets a practical bar for delegating multi-step work, but since the output included citations and math, build verification into any similar pipeline before shipping.

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