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Beihang University
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LLM agents can restore compatibility in over 60% of outdated repositories, but their effectiveness varies dramatically based on the complexity of the required changes.
Execution in LLM-based program repair is often a costly default that yields minimal benefits, suggesting a need for a strategic reevaluation of its use.
CrossPool achieves a staggering 10.4x reduction in tail latency for bursty long-context requests by decoupling model weights from KV-cache in GPU memory.
