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ai-security

Safeguard articles tagged "ai-security" — guides, analysis, and best practices for software supply chain and application security.

532 articles

AI Security

Context Window Limits: Griffin AI vs Mythos

Context-window size matters less than context quality. A look at how Griffin AI's engine-grounded context beats pure-LLM retrieval at monorepo scale.

Mar 5, 20266 min read
AI Security

What is AI Security

AI security protects models, training data, and agentic systems from prompt injection, poisoning, and unsafe autonomy — here's what it covers and how to build a program.

Mar 5, 20268 min read
AI Security

What is LLM Security

LLM security protects model weights, prompts, outputs, and the AI supply chain from injection, leakage, and compromise—here's what it covers and how to defend it.

Mar 5, 20268 min read
AI Security

Model Substitution Risk In Enterprise Deployments

The model you think you're calling might not be the model that returns. Model substitution is a quiet supply chain risk that deserves explicit controls.

Mar 4, 20262 min read
Frameworks

NIST AI RMF Cybersecurity Profile (NIST IR 8596 Draft)

NIST released the preliminary draft Cybersecurity Framework Profile for AI (NIST IR 8596) in December 2025, addressing the intersection of AI and cybersecurity from three angles.

Mar 4, 20267 min read
AI Security

Remediation SLA Tracking Without Spreadsheets

Tracking remediation SLAs in spreadsheets is how programmes drift. Here is how to track SLAs in the same system that finds, fixes, and merges vulnerabilities.

Mar 4, 20267 min read
AI Security

What is Prompt Injection

Prompt injection is OWASP's #1 LLM risk. Learn how it works, real CVEs like EchoLeak, and how to detect and defend against it.

Mar 4, 20268 min read
AI Security

AI-Based Security: What the Label Actually Means on a Product Page

AI-based security is used to describe everything from a genuinely trained detection model to a marketing rewrite of a rules engine. Here's how to tell what you're actually buying.

Mar 4, 20265 min read
AI Security

Direct vs Indirect Prompt Injection

Direct and indirect prompt injection are different attack vectors with different blast radii. Real 2025 CVEs like EchoLeak show why the distinction matters.

Mar 4, 20267 min read
AI Security

What is LLM Jailbreaking

LLM jailbreaking bypasses AI safety guardrails through techniques like DAN prompts, Crescendo, and Skeleton Key — here's how it works and how to defend against it.

Mar 4, 20266 min read
AI Security

What is AI Model Supply Chain Security

Model weights are executable artifacts, not data. Here's how AI model supply chain attacks work, from pickle exploits to weight tampering, and how to stop them.

Mar 4, 20267 min read
AI Security

RAG Poisoning In The Wild: Trend Watch

Retrieval-augmented generation was the 2024 success story. 2026 is when RAG poisoning moved from research to production incidents.

Mar 3, 20262 min read
ai-security (Page 22) — Safeguard Blog