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SecLM x Mahaakali Advantage

As AI agents transition from passive chat interfaces to autonomous actors with tool-execution capabilities, the security perimeter shifts from content filtering to agency governance. This paper introduces Mahaakali v3, a multi-layer Trust Plane architecture designed to encapsulate autonomous agents within a deterministic security envelope. We present a reference implementation that integrates an Agentic AI Bill of Materials (AIBOM), real-time Policy-as-Code enforcement, and hardware-rooted safety circuit breakers. Our experimental results demonstrate that the system effectively mitigates unauthorized tool usage and supply chain vulnerabilities while maintaining operational efficiency through speculative pre-validation techniques.

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