amortized-workflow

Opinionated amortized Bayesian workflow with BayesFlow for simulation-based inference (SBI). Contains critical guardrails that agents will usually not apply unprompted — always consult before writing BayesFlow code. Trigger on: simulation-based inference, amortized inference, approximate Bayesian inference, BayesFlow, neural posterior estimation, posterior amortization, simulator design, prior design for SBI, offline/online simulation pipelines, uncertainty quantification from simulators, structured data encoders (sets, time series, images), or mentions of BasicWorkflow, fit_online, fit_offline, fit_disk, flow matching, diffusion model, consistency model, normalizing flow, summary networks, adapters, or simulation budgets.