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Rohan Paul· @rohanpaul_ai · X· · Original publication time AI score27

SkyfallAI Is Building Models to Predict the Effects of Company DecisionsMachine translation

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SkyfallAI is building models intended to predict how a company changes after each decision. Its founders argue that current language models struggle with long-term planning and changing real-world conditions. They propose letting agents rehearse actions in simulation, but the material provides no evidence of how well this works.

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ReplyRohan Paul@rohanpaul_ai
A language model is trained to produce the next good response. Running a company asks a different question: what does the business look like six months after this decision? @skyfallai, founded by the team behind Maluuba, is building models that predict how a company changes after each decision. Its founders argue that LLMs, which have advanced for 5 years mostly by adding data, compute and model size, are the wrong foundation for that job. Their complaint is specific: current models plan poorly over long horizons, need huge amounts of data and break down when real-world conditions shift. A world model attacks those weaknesses by learning cause and effect, so an agent can rehearse an action in simulation before taking it. Below is a great read to learn more about the society post-automation.
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