The LLM as variety transducer: Ashby's intelligence-amplifier architecture and Beer's viable system model as a diagnostic and predictive framework

Description

Ashby's intelligence-amplifier framework (1956) and Beer's viable system model (1984), taken together, offer a more precise and more diagnostically powerful account of large language model (LLM) systems than the four dominant AI framings.