Stop Renting AI Wrappers.Own Your Cognitive Infrastructure.
Warble Reflexion AI embeds an Actor/Critic reasoning engine directly inside your GCP VPC. It observes, hypothesises, and remediates — with a 77% reduction in MTTR and sub-10-second automated hypothesis generation. No SaaS middleman. No data leaving your perimeter.
Cognitive Architecture
The Three Brains
Warble is not a chatbot. It is a cognitive infrastructure — three interconnected reasoning systems that turn telemetry noise into closed-loop remediation.
Brain 01
Observation Brain
Ingests real-time telemetry from GCP Cloud Monitoring and Grafana. Turns system noise into a high-fidelity signal stream — latency spikes, error-rate drift, pod OOM kills — all correlated, timestamped, and ranked by blast potential.
Brain 02
Reasoning Brain
Centred on AlloyDB pgvector with 10,000+ remediation recipes. Gemini 2.5 Flash on Vertex AI runs the Actor/Critic Reflexion loop — probabilistic reasoning over novel failures where if/then runbooks break down.
Brain 03
Action Brain
Executes infrastructure changes via Terraform and kubectl — governed by blast-radius rules and SLO-compliance thresholds. Any remediation affecting >3 nodes gates on human approval. Zero unauthorized auto-executions.
Actor / Critic Engine
A Reasoning Loop, Not a Chatbot
Every incident triggers a closed-loop hypothesis cycle. The Actor generates a remediation proposal from live telemetry and your recipe corpus. The Critic validates it against real SLO baselines — rejecting proposals that would degrade error budgets below the 95% floor. Up to 3 iterations. Average cycle time: 6.1 seconds.
- Observation → structured incident event
- Actor proposes action via Gemini 2.5 Flash
- RAG retrieval from 10K+ pgvector recipes
- Critic validates: SLO impact + blast radius
- Action executed via terraform / kubectl
Your VPC. Your Inference. Your Data.
By deploying the entire Reflexion stack inside the customer's VPC with VPC Service Controls, we bypass the standard 6-week security review for enterprise FinReg clients — moving to a 48-hour VPC architecture review. No telemetry leaves your perimeter. No model training on your incidents.
Pricing
No Hidden Wrapper Tax
You own the stack. You own the costs. You own the uptime.
Starter
Up to 10 nodes
- 100 incidents/month
- Basic Actor/Critic loop
- Email support
- Community recipes
Professional
Up to 100 nodes
- Unlimited incidents
- Full Actor/Critic + RAG
- HITL approval workflow
- 10K+ recipe corpus
- Slack + PagerDuty
- Priority support
Enterprise
Unlimited · Sovereign VPC
- In-VPC deployment
- 48h architecture review
- SSO + Audit logs
- Multi-region HA
- Custom recipe ingestion
- Dedicated SRE support
Ready to own your cognitive infrastructure?
Join engineers who've stopped duct-taping AI wrappers and started deploying sovereign intelligence.