Beyond Retrieval: Evidence Access and Event Aggregation in Agent Memory
Ze-Rui Yang, Quan Xue, ChaoruiZhang et al.
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When Agent Memory Needs to Compute: Evidence Access and Executable Aggregation
Questions about an agent's history often require aggregating events, which retrieval alone does not resolve. We combine source-preserving evidence access with executable aggregation. Trajectory Memory (TM) retains the original trajectory and constructs a source-addressable reading view at question time. TallyMem augmen...
Ze-Rui Yang, Quan Xue, Chao-Rui Zhang et al.
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Preprint
Aug 2026
OpenHarmony Bench: Evaluating LLMs and Coding Agents on OpenHarmony App Development
We present OPENHARMONY BENCH, an app-level coding benchmark for evaluating LLM-based coding agents on OpenHarmony ArkTS applications. Unlike function-level benchmarks, it evaluates complete app-level changes: each task requires an agent to modify a buildable ArkTS project so that a requested behavior works end to end,...
Li Li, Han Hu, Tian-Jian Zhang et al.
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