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cs.AI2026
StepSafe: Learning Timely Intervention with Context-Aware Safety Reasoning
Siyi Gu, Kunhan Gao, Chao Peter Yang +3
Safety in agentic systems is inherently sequential: whether an action is safe depends on prior actions, tool outputs, information disclosures, and interactions among agents. Recent…
cs.AI2026
PLACEMEM: Toward a Compute-Aware Memory Plane for Lifelong Agents
Sukanta Ganguly
Lifelong agents need more than larger context windows and better retrieval. They need memories that can persist, evolve, and be corrected without forcing the serving stack to recom…