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#agent-ecosystems News & Analysis

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

2 articles
AIBullisharXiv – CS AI · Jun 197/10
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Multi-Agent Transactive Memory

Researchers propose Multi-Agent Transactive Memory (MATM), a framework enabling decentralized LLM agents to share and retrieve trajectories—recorded problem-solving paths—from a shared repository. Experiments in interactive environments demonstrate that agents retrieving stored trajectories improve task performance and efficiency without requiring coordination or joint training.

AIBearisharXiv – CS AI · Apr 137/10
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BadSkill: Backdoor Attacks on Agent Skills via Model-in-Skill Poisoning

Researchers demonstrate BadSkill, a backdoor attack that exploits AI agent ecosystems by embedding malicious logic in seemingly benign third-party skills. The attack achieves up to 99.5% success rate by poisoning bundled model artifacts to activate hidden payloads when specific trigger conditions are met, revealing a critical supply-chain vulnerability in extensible AI systems.