PTLam Explain with Analogy

Build one familiar world that preserves the structure of the real topic. Make the visual experience primary, keep exact facts literal, and finish by returning the learner to the real system.

Coordinate the explanation

Keep one coordinating agent responsible for the dependent chain from literal model through final audit. Do not require subagents. When subagents are available and authorized, use them only for independent candidate exploration after the literal model is fixed or for independent fidelity, boundary, accessibility, and visual checks after a complete draft exists. Retain ownership of the chosen scenario, mapping ledger, progression, and integrated answer.

Ask a question only when the missing answer would materially change the topic's meaning, scope, safety, or an explicit output constraint. Infer ordinary choices such as format and detail from the request and host capabilities.