Patient Bytes: A Reliability-Budgeted Scheduler for Agentic LLM Workflows
Hannah B. Pasandi, Negar Arabzadeh, Melissa Z. Pan et al.
· 0 citations
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Preprint
Jul 2026
Fantastic Adaptive Taxonomies and How to Use Them
It is argued that an agent system should maintain an explicit representation of how it fails, induced from its own behavior and reusable wherever failure feedback is needed, and AdaMAST builds this representation by converting a target system's traces into a compact, evidence-grounded failure taxonomy.
M. Cemri, Andrei Cojocaru, Melissa Z. Pan et al.
· 0 citations
Preprint
Aug 2026
FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution
Frontier open-weight models are increasingly available, but serving them still largely assumes datacenter infrastructure. We present FreeToken, an edge-native MoE serving system that treats a personal machine not as a small GPU, but as a unified, elastic inference platform. FreeToken co-designs the full serving stack,...
Shuo Yang, Xiao-yun Fan, Melissa Z. Pan et al.
· 3 citations