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LLMOps & ProductionHard· Adversarial Training· Compute Optimization· Hybrid Training

How do you resolve the conflict between security teams...

The conflict between security requirements and compute constraints can be resolved by moving away from a binary choice. A hybrid training approach provides the best of both worlds: continuous training provides broad coverage, while discrete search is applied selectively to anchors already discovered by red teaming. This strategy delivers most of the gains in attack success rate reduction while maintaining a runtime closer to continuous-only training. Before committing to either, it is essential to assess the actual size of the current anchor set to determine the necessary compute budget.

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