Profile-Then-Reason: Bounded Semantic Complexity for Tool-Augmented Language Agents

LLM agents using external tools often rely on reactive execution. Profile-Then-Reason (PTR) is a framework where the model synthesizes an explicit workflow, deterministic operators execute it, and a verifier evaluates the trace.