The techniques I built to iterate on a 15-stack CDK platform with AI — readiness judges, phase-by-phase loops, and a self-improving knowledge base that learns from every run.
Blog
Articles about software engineering, web development, and technology.
Designing an AI-powered voice agent platform on AWS — from the first sketch to four CDK stacks and a single-table DynamoDB design.
How I use a structured spec workflow and research scratchpads to build complex projects with AI — from fuzzy idea to passing test suite.