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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Rong-Tian Ye

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#artificial intelligence Preprint Oct 2026

Auditing Future-Memory Use in Point-in-Time Language Agents

Point-in-time (PIT) agents can recall post-cutoff facts even when their external evidence respects a historical cutoff. We examine whether this access predicts evidence gathering in 48 historical company-comparison tasks. Independent closed-book revenue probes identify the better-remembered company for each model on ta...

Rong-Tian Ye · 0 citations

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