ServiceOdyssey introduces a breakthrough approach to microservice management through self-learning agents powered by Large Language Models that adapt autonomously to specific service contexts.

• Eliminates need for pre-configured service-specific knowledge
• Leverages curriculum learning to progressively master microservice management
• Reduces human intervention in complex system operations
• Adapts LLMs' general capabilities to specialized service environments

This research transforms engineering practices by enabling truly autonomous systems that learn and evolve with changing microservice architectures, potentially reducing operational costs and improving reliability at scale.

Enabling Autonomic Microservice Management through Self-Learning Agents