Claude’s daily active users are on the rise on mobile devices, as are its new app installs, following the company’s fallout with the Pentagon. After Anthropic CEO Dario Amodei refused to allow the government to use its AI systems for mass surveillance of Americans or to power fully autonomous weapons, the AI model provider behind Claude was marked as a supply-chain risk.
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In standard GRPO, tokens whose importance ratios fall outside the clip range receive zero gradient; CISPO instead detaches the clipped weights and uses them as scaling coefficients on the log-probability gradient, ensuring all tokens contribute to learning, including rare but critical tokens such as pruning decisions and query reformulations. Advantages are computed via within-group normalization, where each query's 8 rollouts compete and only their relative rewards determine the gradient.
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