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A tweet highlights the potential of hillclimb RLMs to incentivize code block launching, referencing a new decentralized language model (DeLM) approach where agents coordinate asynchronously through shared context.
HALO uses RLMs to optimize AI agent harnesses by analyzing execution traces and suggesting improvements, achieving 10%+ gains on several benchmarks like Terminal-Bench and AppWorld.