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Al Hakim et al.

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18:31
2026-08-10
pub.towardsai.net
artificial-intelligence

[Checklist] Auditing Quantized LLMs Before Deployment

A new analysis warns that compressing large language models to 4-bit or 8-bit formats for edge deployment can erase safety guardrails, a phenomenon called 'alignment collapse,' with activation safety …

15:36
2026-08-04
pub.towardsai.net
ai-safety

Why Standard LLM Audits Miss 90% of Safety Failures

A new analysis warns that standard LLM safety audits miss up to 90% of failures because models are tested at full precision (FP16) but deployed under 4-bit or 8-bit Post-Training Quantization (PTQ), w…

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