Generative AI on AWS: GenU vs the Amplify AI Kit, compared
Two ways to build generative AI apps on AWS: the GenU enterprise portal and the Amplify AI Kit. Architecture diagrams, code and a side-by-side comparison.
Forward Deployed Engineer · Indianapolis
I work where software meets the business: the internal tools and last-mile automations that rarely get budget or time, yet quietly compound into serious productivity.
From a real problem to production
Spec-driven AI engineering, end to end.
Issue status, driven by the staging automation
Todothe spec’s tasks.md lands on staging
In Progressevery task checked off on staging
Done
Playing — select any step to explore it yourself.Walk through the whole workflow
The GitHub token my public repo should never have held
A classic PAT with repo scope sat in a public repo's Actions secrets. Why fine-grained tokens and GitHub Apps didn't fit, and the narrow token that did.
Amazon Bedrock features timeline: what shipped and how to use it
Every notable Amazon Bedrock and AgentCore feature since 2023, mapped to the products that use it, with versions, use cases and Kiro and Claude Code support.
Kiro features timeline: what shipped, where, and how to use it
Every notable Kiro feature since the July 2025 preview, mapped to the products that use it, with versions, use cases, examples and Claude Code support.
Résumé
My experience, skills and current projects in one PDF, in English.
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