Software
Designing Deterministic Timelines from Noisy Events and AI Inference
Timelines used to be simple. A user action happened, an event was logged, and the system displayed it in order, append-only, mostly synchronous, easy to reason about. That model no longer holds. Modern product timelines are assembled from distributed, asynchronous, and probabilistic inputs: user actions from mobile devices, background jobs,