ai-ops-mlops

Enterprise-grade AI operations and governance SOP framework covering incident response, safety, release management, data governance, and compliance workflows.

Enterprise AI Agent Lifecycle Governance OS Specification. The engineering standard for managing AI digital employees with dual-track governance (IT & Semantic).

AIOps Sentinel is a production-grade, autonomous incident response platform designed to handle industrial-scale observability workloads. Built to demonstrate expertise in distributed systems, cloud-native architecture, and LLM orchestration, Sentinel transforms reactive incident management into a proactive, self-healing system.