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#epistemic-control News & Analysis

2 articles tagged with #epistemic-control. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Jun 96/10
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The Governance of Human-LLM Interaction: Safety Gating, Civility Steering, and Affective Default Lock-In

Researchers introduce a framework for evaluating how LLM providers control user interaction styles through alignment mechanisms, measuring prompt steerability and regression-to-default behaviors across dialogue. The study reveals that provider-side controls shape not just safety but also communicative defaults that influence user autonomy, with implications for pluralism and democratic agency in human-AI systems.

AIBullisharXiv – CS AI · Mar 176/10
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Universe Routing: Why Self-Evolving Agents Need Epistemic Control

Researchers propose a 'universe routing' solution for AI agents that struggle to choose appropriate reasoning frameworks when faced with different types of questions. The study shows that hard routing to specialized solvers is 7x faster than soft mixing approaches, with a 465M-parameter router achieving superior generalization and zero forgetting in continual learning scenarios.

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