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Muhammad Saif

Muhammad Saif is a Software Engineer at Deaimer, specializing in AI, machine learning, and intelligent automation. His work spans Python development, deep learning, and AI-driven applications, with a focus on advancing AI research and building innovative solutions.

1 article by Muhammad Saif

Model EvaluationPaper
Nov 3, 2026

Can AI Agents Adapt When the World Changes?

AI agents often struggle when environments change mid-task, risking outdated decisions, lost work, and unsafe actions. This research proposes the State-Shift Evaluation Protocol (SSEP) to evaluate how reliably agents detect, adapt to, and safely handle unexpected changes.

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