{"type": "article", "title": "When Certificates Fail: A Unified Safety Framework for Embedded Neural Interface Models", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/when-certificates-fail-a-unified-safety-framework-for-embedded-neural-interface", "original_source": "https://arxiv.org/abs/2607.06630", "published": "2026-07-09T04:00:00+00:00", "accessed": "2026-07-09", "id": "when-certificates-fail-a-unified-safety-framework-for-embedded-neural-interface"}