Open to opportunities

Win Naing Kyaw

@winnkyaw

Message

I’m an Infrastructure Operations professional building reliable, automated cloud systems and debugging fast.

Thailand

Message

What I'm looking for

I’m looking for a hands-on cloud role where I can own incident response, REST API debugging, and automation—using AWS/Azure and Kubernetes—to keep services reliable, improve observability, and contribute to intelligent systems.

I’m fluent in English and Mandarin with a hands-on background in cloud infrastructure, where I focus on reliability, automation, and rapid troubleshooting. I daily debug REST APIs, trace service failures through logs, and ship scripting fixes in Python and Bash.

In my current freelance Infrastructure Operations role, I maintain the lifecycle of a 300+ node VPS fleet across five providers, with 66% automation coverage. I handle auth flows, error parsing, and idempotent retries—often deploying fixes while traffic is active and aiming for no downtime.

I also build systems that combine infrastructure with intelligent workflows. As an AI/ML Engineer Intern, I built a 5-agent CrewAI orchestration system integrating LLM APIs, and engineered a hybrid BM25 + Weaviate vector search pipeline with Reciprocal Rank Fusion, improving MRR and reducing latency.

My cloud practice includes secure, IaC-driven deployments and Kubernetes operations. I’ve provisioned multi-AZ EKS clusters with Terraform, implemented AWS SSM Session Manager with KMS transport, configured Entra ID security patterns, and delivered an end-to-end capstone parking system using FastAPI, MQTT, and edge ML on Jetson.

Experience

Work history, roles, and key accomplishments

Current

Freelance Infrastructure Ops

Current

Independent

Feb 2026 - Present (4 months)

Maintained the lifecycle of a 300+ node VPS fleet across five cloud providers with 66% Bash/Python automation, handling auth flows, error parsing, and idempotent retries. Diagnosed live REST/API service failures end-to-end and deployed fixes under active traffic with no downtime window.

Python BASH REST API Debugging HTTP JSON Inspection Incident Response

AI/ML Engineer Intern

Base Technology Inc. (Expa.ai)

Jan 2026 - Mar 2026 (2 months)

Built a 5-agent CrewAI orchestration system integrating LLM APIs with custom tools for autonomous delegation and parallel execution. Developed a BM25 + Weaviate vector search pipeline using Reciprocal Rank Fusion, improving MRR by 12% and reducing latency by 65%, while achieving 87% test coverage.

Test Coverage Crew AI BM25 Weaviate Reciprocal Rank Fusion Vector Search Docker Networking Troubleshooting N8n Automations

Cloud Infrastructure Projects

Self-Directed Projects

Sep 2025 - Nov 2025 (2 months)

Provisioned a multi-AZ AWS EKS cluster with Terraform, including managed node groups, IAM roles, CoreDNS/kube-proxy bootstrapping, and RBAC via aws-auth/EKS Auth API. Implemented secure access with AWS SSM Session Manager (KMS transport) and configured Entra ID (MFA, service principals, managed identities) plus credential-less Azure Storage access.

Terraform Aws Auth EKS Auth API AWS SSM Session Manager AWS KMS Entra ID RBAC

Smart Parking System Capstone

Chiang Mai University

Oct 2025 - Present (8 months)

Designed the LAN for cameras and edge devices (Raspberry Pi and Jetson) and deployed a FastAPI backend for concurrent stream ingestion and device control. Ran four concurrent ML models on Jetson for parking detection and LPR, with MQTT-based edge-to-cloud telemetry.

fastAPI MQTT Computer Vision Raspberry Pi