Reasoning becomes traceable and governable when relocated to structured human-AI interaction protocols instead of being engineered inside models alone.
& Lange-Ionatamishvili, E
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.AI 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Fluency in large language models is not the same as reliability, and a two-layer stabilization system is needed to make human-AI reasoning traceable and governable.
citing papers explorer
-
Governing Reflective Human-AI Collaboration: A Framework for Epistemic Scaffolding and Traceable Reasoning
Reasoning becomes traceable and governable when relocated to structured human-AI interaction protocols instead of being engineered inside models alone.
-
The Missing Knowledge Layer in AI: A Framework for Stable Human-AI Reasoning
Fluency in large language models is not the same as reliability, and a two-layer stabilization system is needed to make human-AI reasoning traceable and governable.