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LLM-powered debugging agents can achieve state-of-the-art program repair performance at a fraction of the cost by switching from line-by-line debugging to a function-level interaction paradigm.
LLM-based agents struggle with Rust's strict type system and repository-wide code structure, but a novel dynamic tracing approach boosts issue resolution by 35%.
