ContextWeave measures memory through months-long office work
ContextWeave reconstructs multi-month workflows from 14 participants into 1,005 executable tasks, including 568 core evaluations; the strongest memory raised workspace quality from 68.08 to 78.20 and preference alignment from 41.50 to 70.60.
Why it matters: Memory should be judged by whether it improves future work and preferences, not only whether an isolated fact can be retrieved.