@zainy477996

Sentinel is a multi-agent AIOps platform that autonomously detects, correlates, diagnoses, and remediates infrastructure incidents across cloud-native environments. It combines semantic log understanding, an infrastructure knowledge graph, vector-based incident memory, and AI-driven root cause analysis to identify failures and generate safe configuration patches. Every proposed change is validated through a sandbox pipeline using YAML parsing, Terraform validation, and Kubernetes dry-run checks before deployment planning. An explainable confidence framework provides evidence, risk assessment, rollback strategies, and deployment recommendations. By automating the entire incident response lifecycle while maintaining operational safety, SentinelOps enables faster, more reliable, and cost-effective infrastructure operations.

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