System Dynamics

Cloudy With a Chance of Local Models: When On-Prem AI Starts Beating the API Server room. That phrase used to sound like a warning label in enterprise AI strategy. If a company wanted serious model capability, the usual advice was simple: use a cloud API, negotiate procurement terms, and pretend the legal team was not reading the data-processing agreement with growing despair. ...

Teams love causal diagrams. A product team draws arrows from “user trust” to “adoption.” A policy team draws loops between “service capacity,” “public confidence,” and “demand.” A data science team converts the same discussion into variables, coefficients, latent constructs, and model fit indices. Everyone nods. Everyone says “causal.” Then the meeting ends, and each group quietly returns to a different universe. ...