Build one shared foundation of interfaces, tools, and infrastructure, then compose many solutions from reusable skills instead of duplicating full systems.

Consolidate multiple agent patterns and conversational surfaces into a common layer, then give that layer reusable tools and workflows. Standardize the base and let specialization happen through skills, not through many separate stacks. #