The situation
Software knowledge lives across repositories, documents and people. DeepCrew explored how a cross-system knowledge fabric could support architecture and software-development work.
The exploration
The prototype investigated connected knowledge and multi-agent orchestration as ways to navigate technical context across systems.
What carries forward
The problem informs Sparkling's interest in evidence structures, source traceability and validation. R&D learning is distinct from a paid client delivery or a proven customer software platform.
The architecture lesson
Connected evidence can support better investigation; an architect must still validate its interpretation and decision relevance.
Founder research and development, not a paid client engagement.