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#agent-interaction News & Analysis

3 articles tagged with #agent-interaction. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles
AINeutralarXiv – CS AI · May 116/10
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When Does Critique Improve AI-Assisted Theoretical Physics? SCALAR: Structured Critic--Actor Loop for Agentic Reasoning

Researchers introduce SCALAR, an Actor-Critic-Judge framework that systematically evaluates how AI agents improve through human feedback on theoretical physics problems. The study reveals that multi-turn dialogue consistently outperforms single attempts, but the effectiveness of different feedback strategies depends heavily on the specific pairing of AI models used, with asymmetric model pairs benefiting most from structured critique.

AIBullisharXiv – CS AI · Apr 76/10
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ANX: Protocol-First Design for AI Agent Interaction with a Supporting 3EX Decoupled Architecture

ANX is a new protocol-first framework designed for AI agent interaction, featuring a 3EX decoupled architecture that reduces token consumption by up to 66% compared to existing methods. The open-source protocol addresses security and efficiency issues in current AI agent implementations through agent-native design and integrated CLI, Skill, and MCP components.

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AIBullisharXiv – CS AI · Mar 176/10
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OpenHospital: A Thing-in-itself Arena for Evolving and Benchmarking LLM-based Collective Intelligence

Researchers introduce OpenHospital, a new interactive arena designed to develop and benchmark Large Language Model-based Collective Intelligence through physician-patient agent interactions. The platform uses a data-in-agent-self paradigm to rapidly enhance AI agent capabilities while providing evaluation metrics for medical proficiency and system efficiency.