From context engineering to Recuerd0
The layered documentation workflow I described in January revealed a deeper problem — and became a product. How context engineering needs led to building Recuerd0, a versioned knowledge base for AI tool context.
I'm Mario Alberto, a software engineer and entrepreneur based in Colima, México. I'm the creator of Rails MCP Server and former CTO/co-founder of Aoorora, where I architected a core banking platform in Ruby on Rails that enabled lending startups to build on modern, secure infrastructure. I spend my time at the intersection of Ruby on Rails and AI—building tools that help developers work smarter. When I'm not writing code, I'm documenting territory, popular culture, and memory through photography.
The layered documentation workflow I described in January revealed a deeper problem — and became a product. How context engineering needs led to building Recuerd0, a versioned knowledge base for AI tool context.
Version 0.4.0 fixes Turbo Drive and Morph compatibility with a new Teardown pattern, stable Sidebar IDs, and corrected partial rendering across 9 components.
A practical workflow for coding with AI on brownfield and greenfield Rails applications. Covers context generation, layered documentation, pattern synthesis, and maintaining code quality.