#production-systems News & Analysis

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

2 articles

AIBullisharXiv – CS AI · Apr 107/10

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AgentOpt v0.1 Technical Report: Client-Side Optimization for LLM-Based Agent

AgentOpt v0.1, a new Python framework, addresses client-side optimization for AI agents by intelligently allocating models, tools, and API budgets across pipeline stages. Using search algorithms like Arm Elimination and Bayesian Optimization, the tool reduces evaluation costs by 24-67% while achieving near-optimal accuracy, with cost differences between model combinations reaching up to 32x at matched performance levels.

AIBullisharXiv – CS AI · Feb 276/105

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Comparative Analysis of Neural Retriever-Reranker Pipelines for Retrieval-Augmented Generation over Knowledge Graphs in E-commerce Applications

Researchers developed improved neural retriever-reranker pipelines for Retrieval-Augmented Generation (RAG) systems over knowledge graphs in e-commerce applications. The study achieved 20.4% higher Hit@1 and 14.5% higher Mean Reciprocal Rank compared to existing benchmarks, providing a framework for production-ready RAG systems.