HealOps: An Autonomous Self-Healing Container Infrastructure Framework Using Multi-Agent Graph Orchestration and Retrieval-Augmented Generation

Bhushan Aptekar; Pranav kanade; Trilochan Sutar; Sujal Ashtekar; MD. Asif Hanchanal

doi:10.71366/ijwos03102643603

Authors

Bhushan Aptekar Professor, Department of Artificial Intelligence and Data Science, Angadi Institute of Technology and Management, Belagavi, Karnataka, India
Author
Pranav kanade Student, Department of Artificial Intelligence and Data Science, Angadi Institute of Technology and Management, Belagavi, Karnataka, India
Author
Trilochan Sutar Student, Department of Artificial Intelligence and Data Science, Angadi Institute of Technology and Management, Belagavi, Karnataka, India
Author
Sujal Ashtekar Student, Department of Artificial Intelligence and Data Science, Angadi Institute of Technology and Management, Belagavi, Karnataka, India
Author
MD. Asif Hanchanal Student, Department of Artificial Intelligence and Data Science, Angadi Institute of Technology and Management, Belagavi, Karnataka, India
Author

DOI:

https://doi.org/10.71366/ijwos03102643603

Keywords:

Autonomous Self-Healing, Root Cause Analysis, Multi-Agent Systems, LangGraph, RAG, Docker Runtime, Prometheus Telemetry.

Abstract

Containerized microservices frequently encounter runtime crashes, resource bottlenecks, and configuration drifts. While standard observability stacks detect threshold anomalies and statistical models isolate candidate culprits, remediation remains predominantly manual. This human dependency inflates the Mean Time to Remediate (MTTR) and increases system downtime in dynamic cloud environments.

To address these limitations, this paper introduces HealOps, an autonomous self-healing framework for containerized architectures. HealOps pairs continuous Prometheus telemetry with a LangGraph state orchestrator driven by a local quantized large language model. By leveraging a ChromaDB vector store for Retrieval-Augmented Generation (RAG), the system eliminates hallucinations and executes deterministic runtime recoveries directly via the Docker Engine SDK.