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Notes on agent workflows, tool building, demos, systems, and practical automation. Newest first.

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A practical guide for students and professionals who have been wrongly accused of using AI to generate their original work. This article outlines evidence-based strategies to contest false AI detection flags, including documenting your process, comparing writing samples, citing detection limitations, and proposing reasonable resolutions.