Development Notes
Short technical write-ups on the system we're building—and what we've learned along the way.
Latest Note

Extending AWS Amplify Gen 2 with CDK for AI-First Workflows
How we transformed AWS Amplify Gen 2 from a rapid prototyping tool into a production-grade, multi-tenant AI infrastructure platform using CDK constructs for workflow orchestration, prompt management,…
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Building AI-First Applications with Matter & Gas
A comprehensive platform that transforms AI experimentation into enterprise-grade applications thro…
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Production Prompt Management: Beyond Hardcoded Templates
How we built a production-grade prompt management system with hierarchical resolution, versioning,…
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Prompts and Models as Infrastructure: Building Maintainable AI Systems
How we built an AI workflow platform that treats prompts and models as first-class infrastructure —…
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Prompt Management at Scale: Building Reliable AI Systems with Amplify Gen 2 and CDK
When you move from AI experiments to production, prompts stop being strings and start being infrast…
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Building Production AI: A Multi-Tenant Platform Architecture
How we built a multi-tenant AI platform that treats production concerns as first-class citizens — f…
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