{"slug": "towards-scalable-customization-and-deployment-of-multi-agent-systems-for", "title": "Towards Scalable Customization and Deployment of Multi-Agent Systems for Enterprise Applications", "summary": "Researchers propose a unified framework for customizing and deploying LLM-based multi-agent systems in enterprise settings, combining model adaptation techniques with inference optimizations that achieve a 4.48x throughput speedup while maintaining performance.", "body_md": "arXiv:2606.18502v1 Announce Type: new\nAbstract: Large language model (LLM)-based multi-agent systems demonstrate strong performance on complex reasoning and task execution, enabling broad enterprise applications. However, production deployment remains challenging due to domain-specific customization requirements and high latency and inference costs in agentic workflows. We propose a unified framework for customization and efficient deployment of multi-agent systems in real-world settings. The first stage, Agentic Model Customization, combines continual pretraining, supervised fine-tuning, and preference optimization to adapt a compact model to specialized domains while retaining strong agentic capabilities. The second stage, Inference Optimization, integrates speculative decoding and FP8 quantization with targeted calibration to enable cost-efficient serving with minimal quality loss. Across enterprise workloads, our framework enables rapid domain adaptation and achieves a 4.48x speedup in throughput while maintaining performance and improving robustness on long-tail scenarios.", "url": "https://wpnews.pro/news/towards-scalable-customization-and-deployment-of-multi-agent-systems-for", "canonical_source": "https://arxiv.org/abs/2606.18502", "published_at": "2026-06-18 04:00:00+00:00", "updated_at": "2026-06-18 04:25:13.183345+00:00", "lang": "en", "topics": ["large-language-models", "ai-agents", "ai-infrastructure", "ai-research"], "entities": [], "alternates": {"html": "https://wpnews.pro/news/towards-scalable-customization-and-deployment-of-multi-agent-systems-for", "markdown": "https://wpnews.pro/news/towards-scalable-customization-and-deployment-of-multi-agent-systems-for.md", "text": "https://wpnews.pro/news/towards-scalable-customization-and-deployment-of-multi-agent-systems-for.txt", "jsonld": "https://wpnews.pro/news/towards-scalable-customization-and-deployment-of-multi-agent-systems-for.jsonld"}}