Inheriting the Receipts: Securing the AI Your Company Already Adopted

## Executive Summary This blog argues that AI security is an acceleration of existing security concerns rather than a wholly new paradigm: organizations must inventory AI assets (models, identities, data), adapt IAM/DLP/SDLC/monitoring/IR controls for agentic velocity, and enforce runtime constraints such as per-tool-call attribution, broker-mediated egress, and just-in-time scoped credentials to prevent prompt-time exfiltration and unauthorized actions.