AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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MCPGuard is presented, an automated LLM-based framework for detecting specification-to-SDK conformance gaps and complements conventional endpoint-oriented conformance suites by making SDK conformance of specification constraints directly testable.
Results identify conventional watermark-shaped supports as an adversarial surface for document VLMs in the evaluated white-box setting, identifying adversarial optimization as the primary cause of degradation.
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