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Production AI · Platform Engineering

I build the infrastructure that makes AI work in production.

I design secure AWS platforms, delivery controls and operational systems that take ambitious AI ideas from research through to a dependable, supportable service.

Connect on LinkedIn[email protected]

Sunderland, England, United Kingdom

Dean Whittaker

Dean Whittaker

Senior Platform Engineer

What I deliver

The systems around the model matter.

Production AI needs more than a successful demonstration. It needs identity, policy, traceability, safe delivery and proof that the live service behaves as intended.

Production AI infrastructure

Governed model access, secure agent and tool integrations, knowledge retrieval and the controls needed to move beyond a prototype.

Secure platform delivery

Repeatable AWS infrastructure with Terraform, CI/CD, protected approvals, policy checks and clear human decision points.

Reliability and observability

Useful telemetry, diagnostics, failure handling and runtime verification that prove a service works after deployment.

End-to-end ownership

From ambiguity to a supportable production outcome.

I am strongest where the problem is new, the environment is regulated and the outcome has to work end to end.

  1. 01

    Understand

    Research the problem, constraints and production risk.

  2. 02

    Design

    Turn ambiguity into a secure, operable architecture.

  3. 03

    Deliver

    Build the infrastructure, automation and safety controls.

  4. 04

    Prove

    Verify the live service, document it and support the outcome.

Core strengths

Platform EngineeringProduction AIAgentic SystemsAWSAmazon BedrockTerraformCI/CDDatadogObservabilitySecurityReliability

If you are building secure, production-grade AI systems on AWS, I am always happy to connect.

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