“Invest a lot in algorithms that are a lot more data efficient, so you need to train for less long and use less compute”
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Said on Unsupervised Learning with Jacob Effron
Alan Chan, GovAI · "The Cognitive Revolution" · Governing AI Agents: Alan Chan of GovAI on Monitoring, Agent IDs, Rogue Agents & Preparing for RSI
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argued that pacing AI progress via explicit caps on compute or data is less tractable than using risk-management triggers (e.g., pause if loss-of-control indicators appear)
“Invest a lot in algorithms that are a lot more data efficient, so you need to train for less long and use less compute”
“We license our indices to CME. That's one of our most famous products. CME is going to launch Compute Futures on our indices.”
“The KPI should not be how visible we are. It should be how commercially valuable is that visibility… track which questions triggered the mention, what competitors appeared with us, which sources influenced the answer.”
“In 2025, early, we were around less than 40% adoption... we were able to reach almost 100% of the people using these AI coding tools.”
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