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#resource-management News & Analysis

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

2 articles
AIBullisharXiv – CS AI · Mar 167/10
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ARL-Tangram: Unleash the Resource Efficiency in Agentic Reinforcement Learning

Researchers introduced ARL-Tangram, a resource management system that optimizes cloud resource allocation for agentic reinforcement learning tasks involving large language models. The system achieves up to 4.3x faster action completion times and 71.2% resource savings through action-level orchestration, and has been deployed for training MiMo series models.

AIBullisharXiv – CS AI · Mar 26/1015
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Green or Fast? Learning to Balance Cold Starts and Idle Carbon in Serverless Computing

Researchers developed LACE-RL, a deep reinforcement learning framework that optimizes serverless computing by balancing cold-start latency and carbon emissions. The system dynamically adjusts keep-alive durations based on real-time carbon intensity and workload patterns, achieving 51.69% fewer cold starts and 77.08% lower idle carbon emissions compared to static policies.