Services

GÜRAY YILDIRIM / INDEPENDENT PRACTICE

DevOps consultancy and production AI agents.

Focused engagements for teams with an unreliable platform, a blocked Kubernetes system or an AI-agent workflow that cannot yet be trusted. IoT and edge DevOps is available as a specialist platform track.

01 / Platform

Reduce the operational tax on delivery.

Kubernetes, cloud infrastructure, Terraform, CI/CD, observability, security controls and the developer paths connecting them.

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02 / Agents

Put a bounded workflow into controlled production.

Evaluation, tool permissions, human review, traceability, latency and cost—the operating model beyond the demo.

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Specialist track / 03

IoT & edge DevOps

Secure release paths, containerised edge workloads, fleet observability and edge-to-cloud platform design. Operations and delivery are the focus; embedded product development is not.

View the platform track ↗
01

Platform Reliability Review

For recurring incidents, slow delivery, cluster instability, infrastructure drift or unclear improvement priorities.

  • Architecture and delivery-path review
  • Risk and failure-mode map
  • Prioritized 30 / 60 / 90-day sequence
  • Technical and leadership playback
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02

Kubernetes Recovery Session

A focused entry point for a live or reproducible cluster problem—not a promise of around-the-clock incident response.

  • Structured diagnosis
  • Remediation or recovery plan
  • Changes and reasoning documented
  • Prevention recommendations
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03

Agent Workflow Pilot

For a promising, bounded workflow with a real current-process baseline and accountable business owner.

  • Acceptance criteria and working pilot
  • Evaluation set and failure taxonomy
  • Permission and approval boundaries
  • Roll out, revise or stop recommendation
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04

Agent Reliability & Cost Review

For an agent that works sometimes but remains expensive, inconsistent or difficult to govern.

  • Trace and evaluation analysis
  • Context, memory and tool-use review
  • Routing and control recommendations
  • Prioritized production changes
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Commercial clarity

Fixed scope where the problem allows it. After the initial call, you receive a written scope, expected outputs and explicit exclusions.

Start with the real problem

Choose a problem worth making operable.

Send the architecture, the workflow and what is currently failing or uncertain. I will tell you which engagement fits—or if I am not the right person for it.

Discuss your system