I care about the part that fails at 2 AM.

Forward-deployed with enterprise stakeholders to turn ambiguous cloud needs into end-to-end AWS architectures. Built reusable IaC with Terraform and CDK plus multi-account guardrails, cutting environment setup time by 70%. Reduced cloud spend about 20% through analytics-driven right-sizing.

Validated AI-generated AWS CDK and CloudFormation for security and cost on Amazon's IaC RLHF program. Built reusable TypeScript CDK constructs aligned with Well-Architected principles, cutting standardization time about 30%. Provided RLHF feedback that raised the quality of generated infrastructure code.

Short AWS platform contract in Tokyo. Supported NTT's cloud infrastructure initiatives in a customer-facing engineering capacity, contributing to AWS-based platform development for enterprise cloud capabilities.

1:1 mentoring for cloud professionals and engineers. Specialized in AWS Architecture, Cost Optimization, and guiding engineers transitioning to AI/ML and GenAI career paths.

Forward-deployed into client problems: discovery, architecture review, implementation, and post-launch guidance. Designed serverless architectures with selected 30-40% operational cost reductions. Integrated LLM-powered features using AWS Bedrock for fintech and e-commerce platforms.

Worked close to product and engineering users to architect a serverless SaaS platform using Python, Lambda, API Gateway, and DynamoDB, achieving 99.9% availability and 40% cost reduction. Integrated AI agents for automated code generation.

Built developer-first API security on AWS serverless. Developed Python backend services for automated threat detection and eBPF kernel-level agents for runtime protection. Shipped a React security dashboard with real-time threat visualization and improved deployment efficiency by 25% through CI/CD gates.

Serverless engineering for two Imaginato clients. For KFC Thailand, migrated a PHP monolith to event-driven Node.js, Go, and Kafka services processing 5M+ orders/month at under 200ms latency. For Qraved Indonesia, rebuilt the discovery and loyalty platform on Lambda, DynamoDB, and GraphQL, tripling throughput, cutting infra cost about 30%, and lifting CTR 18% and DAU 22% with Amazon Personalize.

Short blockchain engagement building backend services in Go with DynamoDB. Implemented on-chain data workflows and API integrations for a decentralized platform.

Built conversational AI solutions for enterprise clients using AWS Lex and Azure Bot Services. Designed NLU models and integrated chatbots with enterprise CRM and ticketing systems.

Worked in AppGambit's custom software and AWS consulting environment, operating cloud-native microservices handling 1M+ requests/minute on ECS, EKS, and Fargate. Built real-time audit logging with Lambda, S3, and ElasticSearch.

Built scalable web applications using Node.js and AWS serverless. Developed investment analytics platform. First exposure to serverless architecture and AWS Lambda.

First professional role. Built and maintained PHP web applications and MySQL backends, learning production fundamentals: deployments, debugging, and shipping features for real users.