Agents propose. Critics check. Your engineers decide.
Warblecloud AI runs incident response and ops agents in your own account. Reflexion diagnoses incidents and drafts the fix. Shadow mode is on by default, so nothing is applied until a person approves it or your policy allows it.
Incidents still mean grepping logs at 3 AM
Recovery takes hours, not minutes. Most AI ops tools that promise to help run in someone else's cloud and act as a black box.
The Reflexion loop
Signal
Alerts, logs, metrics and traces from the tools you already run.
Actor
Drafts a hypothesis and a fix.
Critic
Checks the evidence, your policy, and the blast radius before anything moves.
Apply
Shadow mode by default: the fix is proposed, not applied. A human approves, or your policy applies it.
Every action is policy-gated and reversible. Every fix is a reviewable change, not a black box. Agents reach your cluster through Starling MCP with scoped, auditable access.
Reflexion and Army of Agents
Reflexion
- Actor/Critic diagnosis and fix proposals
- Shadow mode on by default: proposes, doesn't apply
- The Critic checks blast radius before any action
- Agents, telemetry and models run in your VPC
- Uses Starling MCP for scoped, auditable cluster access
Army of Agents
- Specialized ops agents that observe, reason and act
- Run on your own cloud, not ours
- Free to start, then pay per use
Warble Brain (Avirka)
Warble's own SRE models, designed for the FRAKMA and Reflexion stack. Not trained yet; Reflexion doesn't depend on it today.
Teams that need AI ops to pass a security review
- SRE and platform teams running Kubernetes who want faster diagnosis without handing control to a hosted tool.
- Engineering leaders who need AI-assisted ops to pass a security review: in-VPC, auditable, human-approved.
- Teams already using Starling who want to move from asking questions to receiving proposed fixes.
Start free, pay for what you use
- Reflexion pilot setup is included in the Murmuration Scale Partner tier ($7,500, 75,000 credits).
- Army of Agents: free to start, pay per use on your cloud.
- Credits: Starling credit top-ups are $1 = 50 credits.
- Q4 Growth Partner slots: 25 Startup seats and 25 Enterprise seats.
Questions
Will Reflexion change my production cluster on its own?
Not by default. Shadow mode is on out of the box, so Reflexion proposes fixes and doesn't apply them. A person approves each one, or you set a policy for what can be applied automatically.
Where does it run?
In your account. Agents, telemetry and models stay in your VPC.
How does it access my cluster?
Through Starling, Warble's MCP server, with scoped and auditable permissions.
When can I use Army of Agents?
At general availability, after November 2026. It will be free to start, then pay per use.
What is Warble Brain?
Warble's planned SRE model family for the Reflexion stack. It is not trained yet, and Reflexion doesn't depend on it today.