Coming soonBring Your Own Kubernetes ClusterOur capabilities will help you thriveFitment stays openMurmuration stays openExperience center is invite onlyComing soonBring Your Own Kubernetes ClusterOur capabilities will help you thriveFitment stays openMurmuration stays openExperience center is invite only

warblecloud.ai · For AI and platform engineers · Research is our core

The brain of the operation

We integrate cutting-edge machine learning and AI-driven insights to transform raw data into a competitive advantage. Clusters that observe themselves, analyze failures, and suggest fixes, with your engineers holding the guardrails.

Proud member of the Agentic AI Foundation (AAIF) and Silver Member of the Linux Foundation.

reflexion · actor/critic loop (simulation)
observer   cluster signal recorded
actor      suggestion: inspect the deployment
critic     hold. blast radius unknown
human      review the proposal
executor   nothing applied without approval

The stack

Starling

MCP server for Kubernetes operations: scan manifests, read live clusters, and propose remediation.

Reflexion

Actor/critic agents that analyze failures and suggest fixes to cut MTTR. The critic checks every proposal and engineers approve what runs.

Heron Ops

Kubernetes MCP server that gives AI agents live cluster state.

ShrikeOps

Helm safety gate built on Pluto, Polaris, kube-score, OPA, and the OSV vulnerability database.

Murmuration

Engineering-signal and cost advisory: stack cost, architecture, and tech-debt guidance.

Brain

Our in-house AIOps language model work for the FRAKMA and Reflexion stack. In development.

AI-assisted, human-governed

Agents observe, reason, and propose. People approve. The playground is invite only, a work email calls the message, and the simulation applies nothing to your systems.

One team, three brands

About us