Agentic System as Compressor: Quantifying System Intelligence in Bits

Zihan Qin, Hongrui Zhang

Large language models are turning from isolated predictors into agentic systems: they call tools, retrieve evidence, obey environment constraints, use verifiers, and complete tasks…