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1 open-access preprint on personalization, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

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PECA v2: Anticipatory Execution for Incremental AI Agents: A Position Paper on Multi-Future Forecasting, Reversible Speculation, and Latency Hiding

Prefix-Conditioned Execution and Cumulative Audit (PECA) v1 treats incremental interpretation and cumulative verification as parts of an agent's execution controller. This paper proposes PECA v2, which adds an anticipatory layer: while instructions are being received or a task is taking shape, the…

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