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The Hidden Backdoor Problem in Frontier AI Models: A Systems Engineering Perspective on Trust, Control, and Failure Modes

Introduction: When Intelligence Becomes an Attack Surface Every major shift in computing has introduced a new class of security failures....

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When AI Learns to Doubt Itself: Why Gnosis and Bidirectional RAG Signal a Structural Shift in AI System Design

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Introduction: The Hidden Cost of Confidently Wrong AI Systems Every experienced software engineer eventually learns a painful lesson: sy...

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Best AI Tools of 2025 — Engineering-Driven Model Comparison and Systems Impact

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Introduction — Why AI Tool Selection Is Now an Architectural Decision In late 2025, AI models are no longer peripheral “assistants” — th...

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The Pentagon’s GenAI.mil + xAI/Grok Integration: A Technical and Strategic Evaluation

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Context and Stakes Starting in early 2026, the U.S. Department of War’s GenAI.mil will incorporate Elon Musk’s xAI “Grok” family of models...

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