Understanding large codebases: ask 'Where does auth really happen?', 'What breaks if I change this?'
Making large changes safer by using graph context, ADRs, tool traces, and multi-repo awareness.
Bridging vibe coding and serious engineering: prototype quickly while accumulating structure, provenance, and lifecycle history.
Multi-repo systems: build graph links across repositories that share workflows, APIs, databases, and ownership.
Architect work: project-bound chat, selected-plan scope, runtime provenance, and auditable tool traces.