Building a Plex Issue Fixer That Actually Closes the Loop
A reproducible Seerr and Plex reporting workflow that classifies media problems, selects a safe replacement, verifies it, and reports back.
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A reproducible Seerr and Plex reporting workflow that classifies media problems, selects a safe replacement, verifies it, and reports back.
How native Discord buttons make agent approvals explicit, safer, and easier to automate without building a custom bot UI.
How I modeled data broker removal as a stateful workflow with case tracking, inbox processing, anti-bot experiments, scheduled rechecks, and hard approval boundaries.