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LLM agents can dramatically improve their long-horizon decision-making by strategically managing memory, with performance varying significantly based on memory structure.
PhysEditWorld reveals that explicit control over physical parameters can transform how game world models interact with their environments, leading to more realistic and manipulable simulations.
Runtime pass rates plummet from 80.4% to 5.7% as project complexity increases, exposing critical architectural flaws in code generation models.
COM-based execution outperforms GUI interactions, achieving state-of-the-art results in professional software manipulation tasks where traditional methods fail.
