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cs.AI2026
From Detecting Agency to Doing Work: Self-Caused Credit Builds a Durable Behavioral Self in a Minimal Spiking Agent
Haoliang Han
How does an agent that can tell self from world come to be durably shaped by that distinction? Recent work shows that a predictive system can detect its own agency (Ye, 2026), but…
cs.AI2026
Memory Depth, Not Memory Access: Selective Parametric Consolidation for Long-Running Language Agents
Haoliang Han
Long-running language agents need more than memory access. Retrieval systems can fetch past facts at query time, but they do not decide which experiences should continue to shape b…