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PROTOCOL_ID: AI-05 // CLASS: AUTONOMOUS_INTELLIGENCE

SRE AI Agents Consulting

We give your platform an operator that never sleeps, inside guardrails it cannot cross.

Difficulty: 3 / 3

SRE AI Agents Consulting — We give your platform an operator that never sleeps, inside guardrails it cannot cross.
Engagement overview

Engagement overview

Autonomous operations only earn trust when the autonomy is bounded. We build SRE agents that read your telemetry, reason about what is actually wrong, and act through the same GitOps path your engineers use, never around it. The agent proposes and applies remediations as version-controlled changes, fully auditable after the fact.

The guardrails are the point. Kyverno policy defines what the agent may touch, error budgets define when it should hold, and every action lands as a reviewable commit. You get faster recovery and fewer 3am pages, without handing production to a black box.

Diagram of an SRE agent observe-diagnose-remediate loop

Illustrative schematic, not live telemetry

Tools in this engagement

Tools in this engagement

  • LLM reasoning
  • Argo CD
  • Kubernetes
  • OpenTelemetry
  • Kyverno
  • Prometheus
Delivery vector

From assessment to production

  1. 01

    Telemetry integration

    Connect the agent to your signals through OpenTelemetry, so it reasons on the same data you do.

  2. 02

    Guardrail design

    Define with Kyverno exactly what the agent may change, and where it must stop and ask.

  3. 03

    Agent deployment

    Deploy in observe-only mode first, scoring its proposed actions against what your team would do.

  4. 04

    Supervised autonomy

    Promote trusted playbooks to act automatically, each as an auditable GitOps commit.

  5. 05

    Closed-loop remediation

    Run watch, diagnose, and remediate as a closed loop, with humans on the exceptions.

Engineering spec

Ecosystems, tooling, and deliverables

Target ecosystems
  • Multi-cloud Kubernetes estates
  • GitOps-managed platforms
  • OpenTelemetry-instrumented workloads
Tooling
  • LLM reasoning
  • Argo CD
  • Kubernetes
  • OpenTelemetry
  • Kyverno
  • Prometheus
Deliverables
  • Bounded SRE agent deployment
  • Policy-as-code guardrail set
  • Auditable remediation playbooks
  • Autonomy escalation model
Prerequisites
  • A GitOps-managed platform
  • OpenTelemetry signal coverage
  • Defined error budgets and SLOs

Bring us your hardest platform problem

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