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cs.AI2026
Measuring the Microtask Eligibility Gap: When Is an Off-the-Shelf SLM Enough for an Agent Harness?
Jundong Hu, Shekar Ramachandran
Agent harnesses increasingly want to run small language models (SLMs) on the microtasks around a frontier large language model (LLM) planner: auto-approving shell commands, writing…
cs.AI2026
The Memory Trust Gap: Capability-Dependent Failures in Persistent-Memory Agents
Jundong Hu, Shekar Ramachandran
Persistent memory supports personalized agents, but a stale stored fact can override current authoritative evidence without warning. We study when this harm begins as model capabil…