Why Developers Can't Find the 'Why': Building Team Memory Without AI

Developer onboarding is hampered because institutional knowledge—why decisions were made, how systems evolved—is fragmented across Jira, GitHub, and commit history rather than synthesized. This information dispersal increases both learning curve and operational risk when context is lost. An LLM-free architecture can connect these sources to preserve team memory while maintaining auditability and control.