Products
We build things we need, then share them with the community.
metadexer
Pre-release — In DevelopmentContent-addressed asset management system. Storage, cataloging, deduplication, and search across large, heterogeneous digital collections.
shruggie-feedtools
ActiveShruggieTech's reference project for Python tool conventions, packaging patterns, and GUI design language.
rustif
Declaration PhaseA proposed Rust-native metadata processing engine. The next-generation successor to thirty years of metadata infrastructure.
How We Build Software
Every product begins with a specification written for AI-first consumption. Our specs are structured so AI coding agents can produce correct implementations within single context windows without interactive clarification. This methodology multiplies engineering throughput without proportional headcount. It is how a small team builds production-grade software tools.