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LLMOps & ProductionHard· Red Teaming· Release Management· Risk Assessment
Security wants a full red-team re-run before every depl...
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See plansThe conflict between release cadence and security should be resolved by differentiating the risk profile of the changes being deployed. Changes that directly alter the model’s behavior or the system prompt touch the surface where refusal boundaries are calibrated and thus require a full red-team review. However, low-risk changes like UI updates or copy modifications do not impact these boundaries and can safely ship without a full re-run, allowing the team to maintain a daily cadence for non-sensitive updates.