A benchmark with matched persistence on/off controls shows personal agents improve unevenly from retained experience, and a new Hermes+ framework strengthens evidence on update tasks, though its overall gain is within run-to-run noise.
and Cheng, Zhoujun and Shin, Dongchan and Lei, Fangyu and others , journal=
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PAST-Bench: Benchmarking the Foundations of Recursive Self-Improvement in Personal Agents
A benchmark with matched persistence on/off controls shows personal agents improve unevenly from retained experience, and a new Hermes+ framework strengthens evidence on update tasks, though its overall gain is within run-to-run noise.