Students Professional
JA EN

#personalization

2 articles

01 ·Agents·★ MEMBER·PAPER·11 min read Paper Walkthrough: ComBodied Agents — Moving an Agent's Target from Software and Matter to the Person Digital agents rewrite software state; embodied agents rewrite physical state. So who models the person? Combodied Agents bind perception, longitudinal memory, a Personal World Model, and an intervention policy into one closed loop, and move the success criterion from task completion to whether the user's agency survived. A position paper with no experiments — here is its skeleton, and its limits. 02 ·Inference & Serving·★ MEMBER·PAPER·9 min read Paper Walkthrough: The Personalization Mirage — LLMs Invent a Version of You, and Their Self-Reports Point the Wrong Way How much of what a memory-equipped LLM 'knows' about you was never actually said? MirageBench judges 143,616 claims across 150 personas and 6 tasks, finding that all 12 tested models over-infer 35–49% of their claims — and that the models reporting the least over-inference tend to fabricate the most.