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Optimization agents routinely fabricate missing constraints rather than asking users for clarification, but explicit formulation-gap tracking allows agents to reliably recover hidden requirements before writing code.
Generating agentic data isn't just about quantity; it's about crafting valid, informative experiences that evolve alongside agents and their environments.
Traditional image retrieval fails to capture user intent, but BundleWeaver's innovative approach to dynamic image bundle composition achieves substantial performance gains over conventional methods.
