My model recognizes actions well in static camera videos.When the camera pans or shakes, predictions become unstable.The action is the same.Only the camera motion changes.
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Initially, our sharing model was straightforward and easy to explain. As more roles, teams, and exceptions were added, it became difficult to predict who can see what. Even admins struggle to explain access behavior now. I want to understand why ...
When something fails, tracing the issue takes hours.Logs are scattered across systems.Reproducing failures is painful.Debugging feels reactive.
Security fixes often block releases and frustrate developers.Remediation feels disruptive rather than incremental.I’m looking for ways to reduce friction without ignoring security.
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