marp: true theme: warble-design-system class: lead
Frakma / Warble
The AI Transformation in Operations
CTO & Engineering Leadership Pitch
The Reliability Crisis
- Complexity outpaces humans: Modern microservices and cloud-native architectures (K8s, multi-cloud) exceed human capacity for manual correlation.
- Alert Fatigue: SRE teams manage 50+ services; constant firefighting leads to burnout and high turnover.
- High MTTR: Manual root-cause analysis is a bottleneck that directly impacts SLA and customer trust.
The Legacy Trap: Deterministic & Locked-in
- Traditional auto-remediation requires heavy scripting and rigid runbooks.
- Fails gracefully on novel failure modes.
- Locks you into proprietary ecosystems, dictating how your operations should run.
- Lacks a true understanding of the underlying system state.
Enter Warble: The Autonomous Ops Loop
- Observe: Ingests telemetry, logs, and traces natively.
- Reason: Leverages advanced, operations-tuned LLMs to hypothesize root causes.
- Act: Proposes and executes remediations, safely gated by human approval.
- Learn: Builds an incident memory specific to your architecture, turning institutional knowledge into a tangible asset.
Sovereign, Secure AI for the Enterprise
- We reject the "frontier-model tax." Relying on GPT-4 means sending your most sensitive operational data to third-party APIs.
- Avirka: Our Apache 2.0 licensed, ops-tuned model runs on a single H100.
- Air-Gapped Capable: 100% data sovereignty. You own the model, you own the data.
The Open-Core Ladder
Adopt at your own pace and risk tolerance: 1. Frakma / Avirka (OSS): Fully open-source foundation for reasoning and execution. 2. Warble Cloud: Managed platform for teams that want out-of-the-box reliability. 3. Phronix (Premium): Enterprise-grade capabilities with SLAs, indemnification, and private fine-tunes.
Next Steps
- Stop writing runbooks. Start training your autonomous ops loop.
- Let's discuss a design partnership to pilot Warble on your Kubernetes clusters.