Where teams lose the context they already have.
DM keeps what the team decided, how work should be done, and what is still current — so people and connected agents stop reconstructing it from tickets, chat, and last session's memory.
It does not replace your tools. Coding agents are the obvious beachhead; the same loop applies to architecture, product decisions, and onboarding.
Keep AI agents aligned
Your coding agent writes code that compiles but misses what the team already decided. DM prepares the context that keeps Cursor, Copilot CLI, and Claude Code aligned.
Alignment beats speed
For architecture, platform, and technical-strategy teams. DM briefs the agent with approved direction so the reviewer stays the expert and the agent arrives already briefed.
Run the loop on one decision domain.
Onboarding starts with one team and one decision domain — then scales with decision recall, fewer re-litigated decisions, and conflicts caught before they ship.