Projects & Writing
Project write-ups, engineering notes, and practical lessons learned.
Featured Projects
Integration Reliability Sandbox: When an Alert Gets Through but the Reply Doesn't
A working sandbox for API delivery failures, bounded retries, duplicate protection, and recovery that keeps the original history.
Clinical Alert Triage Assistant: Rules First, AI for Context
How a simulated alert system combines clear rules with limited AI escalation, readable explanations, and human oversight.
AWS Portfolio Infrastructure & CI/CD
An AWS-hosted portfolio with a serverless visitor counter, Terraform-managed infrastructure, and automated GitHub Actions deployments.
Patient Logger: Clinical Tasks and Access Control
A clinical task-tracking prototype with server-side permissions and an unfinished multi-tenant extension.
More Projects & Learning Notes
Part 3: Making the Portfolio Repeatable
2026-10-04Wrapping up the AWS challenge with Terraform, remote state, and GitHub Actions deployments.
Part 2: Building the Serverless Visitor Counter
2025-08-20Building an atomic DynamoDB counter, understanding its API behavior, and defining what the count actually measures.
Part 1: Hosting the Portfolio on AWS
2025-08-13How I published the portfolio with S3, CloudFront, DNS, and automated cache invalidation.
Pixel Paddle: A Python Pong Game
2025-06-29A Python/Pygame learning project with single-player and local two-player modes, collision handling, and retro visuals.
Building Again: Why I’m Returning to Hands-On Learning
2025-05-16Why I returned to hands-on development alongside my project management work.
From Research to Real-World Systems
2025-03-07How hospital research shaped my approach to scope, validation, clinical workflows, and technical delivery.