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When Guardrails Look Effective: Construct Validity Failures in LLM Agent Commerce Evaluation

Interactive simulations increasingly evaluate policies in markets populated by language-model agents. Their outputs can look economic---prices, profits, consumer surplus, and welfare---without instantiating the behavior named in the claim. We audit this risk in a multi-turn buyer--seller testbed for configurable hotel transactions. An initial implementation reported welfare gains from two…

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Claude Code Workflows: Critical Analysis

Claude Code's Dynamic Workflows: Theory vs. Practice Dynamic Workflows The Workflow tool creates a script - it's a dialect of JavaScript that is executed inside a special runtime - the script gets…

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