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arXiv — cs.AI preprintsInternational16 October 2026

From Migration to Calibration: Aligning Agents with Deployment Requirements

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arXiv:2609.35149v3 Announce Type: replace Abstract: Deploying, migrating, or scaling an agent changes its model, support system, application, and users. Calibration should align the agent with destination requirements without requiring source imitation or universal superiority. We propose three standard families: basic capability and operational reachability; technical and professional precision, including terminology, units, reporting periods, program fidelity, and report dependencies; and user context covering roles, use cases, authorized values, permissions, and budgets. A versioned mapping
— arXiv — cs.AI preprints

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