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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. Agent vs. Agent: Experience Participating in BitGN PAC1 and AgentBeats Agent Competitions My name is Egor Spirin, I lead the Applied Agents Laboratory (LaPA) at

    Two articles from Habr discuss the development and participation in AI agent competitions. The first article details the experience of competing in BitGN PAC1 and AgentBeats, highlighting the unique evaluation of agent behavior over direct answers. The second article focuses on the practical aspects of creating intelligent AI agents, specifically through the use of MCP (Multi-agent Communication Protocol) and function calling. AI

    IMPACT Provides insights into AI agent competition dynamics and practical development methods using MCP and function calling.