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AI Security

Keeping secrets out of agent context windows: brokers, scoped tokens, and redaction

Every secret that touches an agent's context window is a secret the agent can leak. Just-in-time credential brokers, scoped-token issuance, and redaction layers keep the surface small without breaking the agent's ability to do real work.

May 15, 20268 min read
AI Security

Network egress controls for autonomous agent runtimes

Autonomous agents need network access to do useful work, and that access is exactly what attackers exploit when they trick an agent into exfiltrating data. Here is how to design egress controls that hold up under adversarial pressure.

May 14, 20268 min read
AI Security

Defending LLM agents against confused-deputy attacks on their tool privileges

An LLM agent with tools is a deputy that holds privileges its users do not. Attackers exploit that gap by tricking the agent into using those privileges on their behalf — here is how to design defenses that hold up.

May 13, 20268 min read
AI Security

Prompt-injection vectors specific to MCP servers and how to layer defenses

MCP servers expose three distinct prompt-injection surfaces — resource contents, tool outputs, and sampling requests — and each one needs its own defense layer. Here is how to think about them together.

May 12, 20268 min read
AI Security

AI Coding Assistant Security: 2026 Buyer Comparison

A security-focused buyer comparison of AI coding assistants in 2026: code quality risk, data exfiltration controls, license exposure, and policy enforcement.

Apr 25, 20265 min read
AI Security

Prompt Injection in RAG: Indirect Attacks

A senior engineer's breakdown of indirect prompt injection in RAG pipelines, how real attacks land through retrieved content, and what actually reduces exposure.

Apr 5, 20267 min read
AI Security

OpenAI API Key Leakage on GitHub at Scale

A senior engineer's view of OpenAI API key leakage on GitHub at scale, why automated secret scanning misses so many, and what actually stops the bleeding.

Apr 1, 20267 min read
AI Security

Training Data Poisoning: Pipeline Defenses

A senior engineer's guide to training data poisoning defenses in 2026, from split-learning detection to provenance attestation and continuous pipeline monitoring.

Mar 25, 20267 min read
AI Security

Claude MCP Tool Poisoning Threat Model 2026

A senior engineer's threat model for Claude MCP tool poisoning in 2026, covering malicious servers, description hijacking, and the authorization patterns that actually help.

Mar 21, 20267 min read
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