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cs.AI2026
Governing Reflective Human-AI Collaboration: A Framework for Epistemic Scaffolding and Traceable Reasoning
Rikard Rosenbacke, Carl Rosenbacke, Victor Rosenbacke +1
Large language models have advanced rapidly, from pattern recognition to emerging forms of reasoning, yet they remain confined to linguistic simulation rather than grounded underst…
cs.AI2026
The Missing Knowledge Layer in AI: A Framework for Stable Human-AI Reasoning
Rikard Rosenbacke, Carl Rosenbacke, Victor Rosenbacke +1
Large language models are increasingly integrated into decision-making in areas such as healthcare, law, finance, engineering, and government. Yet they share a critical limitation:…
cs.AI2026
Beyond "Hallucinations": A Framework for Stable Human-AI Reasoning
Rikard Rosenbacke, Carl Rosenbacke, Victor Rosenbacke +1
As large language models (LLMs) become integrated into everyday and high-stakes decision-making, they inherit the ambiguity and biases of human language. While they produce fluent…