Profile
Seasoned Cloud & DevOps Engineer with 10+ years of experience, now specialising in AI Infrastructure. Deep hands-on expertise designing and operating the platforms that run AI/ML workloads at scale — including managed AI agent runtimes, vector memory stores, multi-agent orchestration, and LLM tool-integration pipelines using AWS Bedrock AgentCore. Combines strong IaC (Terraform), container orchestration (EKS/ECS, Kubernetes), and CI/CD automation skills with a growing track record in building reliable, observable AI infrastructure. AWS Certified DevOps Professional, Solutions Architect Professional, Solutions Architect Associate, and Certified Kubernetes Administrator.
Experience
Awaze Vacation Rentals Ltd. · Manchester, UK
// AI Agent Infrastructure — AWS Bedrock AgentCore
- Architected and deployed AI agent infrastructure using AWS Bedrock AgentCore — a managed platform for building, running, and operating autonomous AI agents (analogous to agent hosting on Azure AI Foundry and GCP Vertex AI Agent Builder).
- Provisioned and managed agent runtime environments (isolated, scalable sandboxes) that execute LLM-driven agent logic, handling concurrency, lifecycle, and resource isolation — equivalent to containerised agent execution platforms in cloud-agnostic terms.
- Integrated tool/API connectors into agent workflows enabling agents to invoke internal microservices, third-party APIs, and data pipelines as callable actions — following the Model Context Protocol (MCP) pattern used across the AI industry.
- Configured agent memory and knowledge stores using managed vector databases and session memory layers, enabling agents to retrieve contextual information across multi-turn interactions.
- Designed multi-agent orchestration topologies: supervisor agents delegating tasks to specialist sub-agents (search, data retrieval, summarisation), with tracing, retry logic, and guardrails at infrastructure level.
- Terraformed all AgentCore resources (agents, knowledge bases, action groups, aliases) as reusable modules enabling repeatable deployments across dev/staging/prod environments.
- Integrated AgentCore deployments into GitHub Actions CI/CD pipelines with blue/green promotion and automated smoke testing against agent endpoints.
// Cloud Platform & DevOps
- Terraformed the entire existing handmade AWS estate into structured IaC; authored shared Terraform modules eliminating infrastructure redundancy across teams.
- Architected and delivered migration of on-prem Docker Swarm to AWS ECS Fargate — covering design, ALB, CodePipeline, GitHub Actions integration, and multi-env rollout.
- Built centralised EventBridge solution to ingest Salesforce events and fan them out securely across multiple AWS accounts, with event filtering and schema transformation.
- Migrated CDN workloads from Akamai to CloudFront — led planning, architecture, and implementation phases.
- Set up IAM Identity Centre (AWS SSO) replacing per-account IAM users with access keys across the entire AWS organisation.
- Implemented AWS EKS clusters with ArgoCD for GitOps-driven application deployment; authored reusable ECS Fargate and EKS Terraform modules.
- Architected API Gateway solutions with integrated auth/authorisation; provisioned external IAM access for third-party integrations using External ID pattern.
- Deployed AWS Config rules with automated Lambda-based remediation; maintained Well-Architected review cadence.
CDL Software · Stockport, UK
- Managed and evolved client AWS infrastructure for multiple insurance-sector customers; migrated on-prem applications to AWS.
- Authored Terraform modules for infrastructure provisioning; set up Atlantis for collaborative, PR-based Terraform workflows shared across teams.
- Built GitLab CI pipelines for containerised application builds pushing images to AWS ECR; wrote Terraform-managed CodePipeline stacks triggering on ECR pushes.
- Delivered multi-region access project using AWS WAF, CloudFront, and Global Accelerator; upskilled junior engineers on cloud-native patterns.
NTT Data UK · Glasgow, UK
- Managed 200+ Linux EC2 instances; authored modular Ansible playbooks for configuration management and patching via AWS Systems Manager.
- Monitored infrastructure with Zabbix and CloudWatch; managed WAF (Imperva/Incapsula) policies, IAM, ACLs, and security groups.
- Wrote Lambda functions for scheduled automation; managed S3 storage, AMI backups, and centralised Linux user management via Red Hat IdM.
Wipro Infotech · Gurgaon, India
- Managed AWS EC2 fleet — instance provisioning, capacity planning, ASG/ELB configuration, CloudWatch monitoring, and SNS alerting.
Six Sigma Soft Solutions · New Delhi, India
- Administered VMware ESXi estate; managed VCS clusters, LVM storage, web server stack (Apache/Nginx/Tomcat), and MySQL/MongoDB databases.