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#cost-modeling News & Analysis

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

2 articles
AINeutralarXiv – CS AI · Jun 26/10
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Move the Query, Not the Cache: Characterizing Cross-Instance Latent Attention Redistribution Across GPU Fabrics

Researchers present a cost model for optimizing cross-GPU attention operations in large language models, finding that routing queries is often cheaper than moving cache blocks when models are distributed across multiple nodes. The work applies to sparse-attention architectures like those in DeepSeek and GLM models, offering practical guidance for inference optimization on multi-node clusters.

AINeutralarXiv – CS AI · May 276/10
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Modeling Agentic Technical Debt and Stochastic Tax: A Standalone Framework for Measurement, Simulation, and Dashboarding

Researchers introduce a formal framework distinguishing Agentic Technical Debt from Stochastic Tax in AI systems that use tools and delegated actions. The model provides measurement, simulation, and dashboarding tools to help organizations quantify accumulated governance liabilities and recurring operational costs in agentic AI workflows.