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.
A walkthrough of the telephony platform's main features — creating AI voice agents, managing phone numbers, analyzing calls, and integrating via webhooks.
Designing an AI-powered voice agent platform on AWS — from the first sketch to four CDK stacks and a single-table DynamoDB design.
Inside the Lambda that powers multi-turn voice conversations — Bedrock integration, tool use, conversation history, and guardrails.
A walkthrough of the multi-account AWS setup powering this portfolio — Organizations, SCPs, delegated DNS, and serverless deployment.