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We spent a decade inventing "new" robustness methods. They're all computing the

BACKGROUND
1 SIGNALFIRST DETECTED 25 May 2026
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28 Apr
We mathematically proved that standard ERM guarantees a geometric blind spot, and why PGD makes it worse. Here is the mechanics of why it happens.

<!-- SC_OFF --><div class="md"><p><strong>Paper:</strong> <a href="https://arxiv.org/abs/2604.21395v2"><strong>https://arxiv.org/abs/2604.21395v2</strong></a></p> <p>For years,

OPINION · WHAT · ArtificialInteligenceOPEN STORY
18 May
could refusal layers be masking dialect-conditioned safety failures in MoE models [d]

<!-- SC_OFF --><div class="md"><p>I set out to test whether AAVE-coded (African American English Vernacular) prompts cause MoE language models to route, deliberate, and respond

OPINION · WHEN · MachineLearningOPEN STORY
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