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Insights and Essays for running Secure AI for Enterprise Platforms

LLM Security Taxonomy and Controls Reference: The OWASP Framework Your Threat Model Is Missing

A practitioner's walkthrough of all ten OWASP LLM categories, mapped to enterprise security tooling, with implementation checklists for secure LLM deployment.

AI Security Fundamentals

Learn more about AI Security Fundamentals

Shadow AI Agents Are the New Shadow IT, Except They Have Shell Access: A Security Architecture Guide for the Unmanaged Agent Crisis

The OpenClaw crisis revealed what security teams feared: autonomous AI agents with filesystem access, credential storage, and production system connections are proliferating across enterprises without governance. This guide provides the detection methodology, containment architecture, and policy framework for an exposure class that traditional security tools cannot see.

The AI Agent Security Maturity Model: A Five-Level Framework for Enterprise Readiness

Enterprise AI security has no shared maturity model. Traditional frameworks assume deterministic applications. AI agents are autonomous, context-dependent, and protocol-diverse. This framework gives CISOs and security architects a single assessment tool for evaluating and improving their organization's agent security posture across identity, protocol, data, communication, and governance.

MCP Security Architecture: Authentication, Authorization, and Supply Chain Controls for the Protocol That Connects AI to Everything

The definitive MCP security reference. OAuth 2.1 coverage and gaps, authorization patterns for tool calls, manifest pinning, server allowlisting, supply chain audit methodology, rug pull defenses, and CVE remediation guidance.

AI Agent Identity Architecture: From Service Accounts to Identity Propagation

Why service accounts fail for AI agents. OIDC identity propagation reference architecture. OAuth 2.0 On-Behalf-Of flow implementation. Active Directory audit checklist for non-human accounts. SIEM configuration for agent identity monitoring. Decision matrix for when service accounts remain acceptable.

Trust Budgeting Framework for Multi-Agent Systems: Managing the Tradeoff Research Proved You Cannot Eliminate

The mathematical case for trust budgets. Implementation methodology. Agent pair trust scoring. Authorization drift detection. Minimum Necessary Information gate design. Swarm isolation architecture. Over-Exposure Rate measurement. Decision framework for trust calibration.

Agent-to-Agent Communication Security Patterns: Defending Against Session Smuggling and Conversational Manipulation

A2A threat model reference. Session integrity verification. Behavioral baselines for agent communication. Session context change detection. Instruction-level logging architecture. Sandbox testing methodology. Cross-vendor agent handoff security checklist.

Weaving Security and Support Into AI: The Secure AI Fabric Blueprint

How to launch resilient, self-healing intelligence at enterprise scale

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