Flawless

CISRE (Cloud Infrastructure Site Reliability Engine) is an enterprise-grade AgenticOps platform built for Kubernetes and cloud infrastructure. It connects risk discovery, evidence gathering, root-cause diagnosis, skill routing, change approval, controlled execution, and recovery verification into an audited workflow, overcoming typical AI ops pitfalls such as unsafe executions or unverified resolution claims.

The architecture adopts a "Everything is a Plugin" philosophy inspired by Harness orchestrations. Resource domains like Kubernetes, databases, VMs, storage, and networking integrate via modular Domain Agents, read-only Providers, domain Skills, and typed action catalogs without altering the core engine. AI models handle reasoning and planning while actual state mutations require strict typed action mapping and mandatory human approvals.

For safety and accountability, external plugins cannot gain direct high-privilege credentials or execute arbitrary Shell/SQL commands. CISRE uses append-only event journals, snapshot stores, and hash-chained session logs for full auditability, while Agent Trace redacts raw credentials and unmasked prompts to satisfy enterprise compliance requirements.