Services

The infrastructure that runs AI in production where governance, security, and reliability are first-class requirements - and the regulated cloud foundation underneath it.

AI & LLM Platform Engineering

The platform that turns an AI experiment into something a regulated org can actually run in production - governed model access, multi-account isolation, and the controls auditors ask about.

  • AWS Bedrock and LiteLLM gateways
  • Multi-account architecture and access control
  • Observability and usage tracing
  • Cost governance for LLM workloads
  • Suits banking, fintech, and security-conscious teams

AgentOps & Production AI Reliability

Operating agentic systems safely once they are live - the discipline of running AI in production rather than prototyping it, so actions are gated, observable, and auditable.

  • Health and behaviour monitoring for agents
  • Human-gated, approval-before-execute actions
  • Hash-chained audit trails
  • Local-first and self-hostable deployment
  • Suits high-stakes and regulated environments

DevOps & Cloud Engineering

The full foundation, in any environment - infrastructure built or fixed, with the option of the security and audit rigor I bring from regulated work, whether or not you need it.

  • Kubernetes cluster design and operation
  • Terraform and Ansible Infrastructure as Code
  • CI/CD pipelines and release automation
  • Cloud migrations on AWS and Azure
  • Production troubleshooting - regulated or not

Incident Response & Production Reliability

The hard production incidents others have given up on - diagnosed, resolved, and turned into runbooks so the same failure does not recur.

  • Deep-dive diagnosis of live production failures
  • Networking, connectivity, and failover issues
  • Observability and alerting that reflects reality
  • Post-incident runbooks and hardening
  • Suits teams running critical, high-availability systems

Embedded Consulting & Enablement

Working inside your team to ship the above - and leaving it maintainable, documented, and owned by your engineers when I am done.

  • Architecture and platform assessment
  • Hands-on implementation alongside your team
  • Workflow and tooling decisions
  • Documentation and knowledge transfer
  • Workshops on the platforms I build

Built for regulated, high-stakes environments

My background is banking, iGaming, and fintech, where security, audit, and reliability are non-negotiable - the rigor I bring to every engagement. That same foundation covers plain infrastructure work too: I work as an embedded consultant, integrating directly with your team and adapting to your workflow, whether you need an AI platform built, a cluster designed, or production issues fixed.

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