How AGENTIKO works.

AGENTIKO is the reasoning plane Krateo built on top of Krateo PlatformOps, its open-source control plane. The agents build your platform, keep it running and improve it every night. They read, reason and draft. A person approves every change.

Start from the queue.

Every ticket points at something the platform cannot do yet. Pick one from this week.

Today

  1. The on-call engineer is paged
  2. Reads logs, metrics, events and source
  3. Finds the cause after an hour, if lucky
  4. Patches the pod, and it returns on the next deploy

Open for 4 hours and counting.

With AGENTIKO

  1. The incident opens with the cause and its evidence
  2. The fix is drafted on the declaration, not the pod
  3. On-call approves and it applies as them
  4. The nightly review proposes a rule so it cannot recur

Sara approves the fix.

What the platform was missing: diagnosis and a fix that survives.

One door in. Specialists behind it. No write without a person.

Every request takes the same path, whoever or whatever asks.

Who asksPortal chat, another agent, the nightly run
Gateway29 live policies at one enforcement point
AutopilotRoutes the request to the right specialist
SpecialistsBuild: portal pages, blueprints, API definitions. Run: diagnosis, remediation, upgrade plans.
OutputA dry run, then a change a person confirms

Grounded

Cites the file and line it read, from the live cluster and the source.

Bound

No agent holds cluster-admin. Secrets are masked inside your cluster.

Compounding

A nightly review proposes improvements to its own platform.

Build

Describe it in a sentence. Approve the change request.

A requirement becomes a golden path, a portal page or a new API definition from an OpenAPI schema. AGENTIKO drafts it, previews it and opens a change request in your git.

96 s from one sentence to a portal page, previewed and ready to merge. Demo runMeasured on our GKE demo environment, live cluster, no mocks. Not a production average.

Krateo Blueprint Builder with the meetup-site blueprint drafted by AGENTIKO.
Blueprint Builder. Marta asked for the event site in one sentence.
  1. Lint
  2. Strict Helm lint
  3. Render as the engine does
  4. Schema validation
  5. Server-side dry run
Waiting for the gates.
Run

The cause arrives with the alert.

An alert comes with its cause, its evidence and an ordered fix. Ask what is declared and what is running, and get an answer that cites the file it read. Before an upgrade, it maps what could break and how to roll back.

71 s from alert to a cited root cause. 2 min 47 s to closed, after a person confirmed the fix and a 60-second clean window. Demo runMeasured on our GKE demo environment with a real fault. Not a production average.

Krateo composition page for cloud-meetup-turin with the Autopilot panel delegating a diagnosis.
Luca asks AGENTIKO to diagnose instead of reading the conditions himself.
Improve

What broke today is a proposal by morning.

Every night the platform reads its telemetry and the day’s incidents, and returns typed proposals. The reviewer holds no tools.

Proposals returned by the nightly review
ProposalWhat it foundConfidence
AlertChart inspector unable to template a chartHigh
AlertUnable to resolve an API referenceHigh
PromptAn agent searching the corpus excessivelyHigh
DocsMissing guidance on sizingMedium
PromptAudit logs unavailable to an agentLow

Pull requests opened: none. It ships inert.

Real run at 02:00Output of nightly-review on a real platform, as published in Agentic Platform Operations.

Keep your tools.

Someone still has to use Terraform, Ansible, Crossplane and your clouds. Now that someone can be an agent, with a person approving.

TerraformAnsibleCrossplaneOpenShiftProxmoxAzureAWSGoogle CloudAzure DevOpsGitHubGitLabAny OpenAPI

Approve your first proposal.

On a hosted sandbox with a sample company loaded. No cluster or card needed.