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LLMOps & ProductionVery Hard· Causal Tracing· Auditing· Resource Management

A new rule requires evidence, per answer, that the cite...

Per-answer head patching is 48.8x slower than offline ablation, making it impractical for real-time production. The platform approach allows for replayable logs and sampled offline ablation. However, the research lead’s work remains valuable for detecting regressions in copying behavior caused by quantization or model updates. If the audit requirement shifts to proving the absence of memorized PII, the research lead’s head-based approach would then become the correct unit of analysis.

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