Logs show access from IPs we don’t recognize.There’s no obvious service outage, but the activity looks suspicious.I’m trying to determine whether this is expected behavior or a security incident?
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We collect logs, but during incidents they don’t answer key questions.Important details seem to be missing or hard to correlate.I’m trying to understand how to make logs more useful!
I trained a model that performed really well during experimentation and validation.The metrics looked solid, and nothing seemed off in the notebook.However, once deployed, predictions started becoming unreliable within days.I’m struggling to understand why production behavior is ...
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.
My deployed model isn’t crashing or throwing errors.The API responds normally, but predictions are clearly wrong.There are no obvious logs indicating failure.I’m unsure where to even start debugging.