Craig Atkinson

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Constitutional AI & AI Ethics (1)Recommendation & Information Retrieval (1)

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Jun 28, 2026

Craig AtkinsonJun 28, 2026

Deterministic Decisions for High-Stakes AI. A Zero-Egress Pipeline with the Deployability of RAG and the Accuracy of Machine Learning

Zero-shot LLMs can mislead educational interventions, recommending action for 73% of students when an oracle suggests none, leading to thousands of unnecessary advisor contacts.

Craig Atkinson

Constitutional AI & AI Ethics Recommendation & Information Retrieval

Craig Atkinson

Research focus

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Craig Atkinson

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Papers (1)