Omri Bruchim and Tomer Ast explain why a system of record is not enough for an assistant that needs to answer what a person should focus on now. Their monday.com examples connect tasks, customers, code changes and people, including the relationships that explain why an item matters.
The proposed architecture maintains a durable world model separately from a fast-changing layer of recent activity. Live requests use a thin context-serving layer, while isolated feeds and a last-verified state are intended to prevent noisy or incomplete updates from dominating the response.
The speakers discuss practical limitations, including cold starts, lag, biased activity signals and prioritization. The talk is an architectural account of their product work, not an independent evaluation proving that the assistant consistently identifies the right action.
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