AI product Open source
Flawless, also named CISRE (Cloud Infrastructure Site Reliability Engine), is an AI SRE and AgenticOps control plane for Kubernetes and cloud infrastructure. It connects risk discovery, evidence collection, diagnosis, Skill-based remediation, human approval, controlled changes, recovery verification, and auditable records into a remediation loop.
Its architecture separates model planning and explanation from domain Skills, composable plugins, a Harness for state, permissions, and orchestration, controlled executors for real changes, and Verifiers that determine whether the target has actually recovered. The documented flow is discovery → evidence collection → diagnosis → Skill routing → change preview → human approval → execution → same-target readback → stability verification → records; if recovery fails, the system retains evidence and can continue with another strategy. Kubernetes is documented as having a complete loop, while database, VM/host, storage, middleware, cloud-resource, and network integrations are described as contract-ready extension areas.
The platform includes SRE Run, scheduled or manual AI inspections, topology impact analysis, a Skill library, a plugin center, operational dashboards, and Agent Trace. Real changes must pass through a typed action, policy and blast-radius checks, human approval, an executor, same-target readback, a recovery verifier, and a record. Its plugin-first architecture supports declared service dependencies, event-driven orchestration, reversible loading and hot reload, event-sourced audit records, replay, fork, resume, and resource-domain agents.
1 use taken from transcripts — each links to the moment in the video.
A source-available AI control plane for Kubernetes and cloud-infrastructure remediation. It combines alerts, evidence, topology, human approval, controlled execution, recovery verification, dry runs, and audit records into a remediation loop.
1 in the library.