Why it matters
Online DPO closes loop with real usage. Growing production adoption.
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The architecture
Deployed model generates.
Users/annotators rate.
DPO update.
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How it works end to end
Collection: user feedback or LLM-as-judge.
Batch DPO updates periodically.
Safety checks each update.