Fig.1

Concept

Closed-loop completion

Closed-loop completion means a task is not marked done when the model emits output; the system verifies that output against the goal or constraints and feeds the result back until it converges. The name comes from control theory: an open-loop controller sends a command and…

The rest of “Closed-loop completion” is a premium feature: every concept in the library gets a precise, practitioner-focused write-up like this one, cross-linked straight from the paper summaries that use it.

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