Turning fluid intelligence into crystallized: why agents should cache repeated solutions
AdaptiveAgents · x · 2026-10-21
If an LLM keeps solving a problem by composing the same actions the same way, why keep rediscovering the solution? The author proposes turning such compositions into single actions — converting fluid intelligence into crystallized intelligence. In principle the internet could accumulate reusable intelligence, built and combined by different owners; this is the goal of the Juice system, now open to try.
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