LLM-based policy generation for intent-based management of applications

arXiv:2402.10067v1 Announce Type: cross
Abstract: Automated management requires decomposing high-level user requests, such as intents, to an abstraction that the system can understand and execute. This is challenging because even a simple intent requires performing a number of ordered steps. And the task of identifying and adapting these steps (as conditions change) requires a decomposition approach that cannot be exactly pre-defined beforehand. To tackle these challenges and support automated intent decomposition and execution, we explore the few-shot capability of Large …

abstract abstraction applications arxiv automated change cs.ai cs.dc cs.fl cs.hc cs.lg llm management policy simple type