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LLM

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

40 articles

AI Security

Fine-Tuning Poisoning Detection for Supply Chains

Fine-tuning inherits every problem of the base model and adds dataset provenance as a new one. Here is how detection actually works in practice.

Feb 27, 20267 min read
AI Security

MCP Definition: What the Model Context Protocol Actually Is

The MCP definition in one line: an open standard that lets AI assistants connect to your tools and data through a single, consistent interface instead of a tangle of one-off integrations.

Feb 24, 20266 min read
AI Security

Agent-to-Agent Security in Multi-Agent Systems

Multi-agent systems inherit every trust problem of single-agent systems and add a few more. Here is how the threat model actually shifts.

Feb 22, 20267 min read
AI Security

AI-Generated Dockerfile Vulnerability Patterns

LLM-generated Dockerfiles repeat the same six or seven mistakes. Here is the pattern catalog and how to catch them before they ship.

Feb 18, 20267 min read
Supply Chain Attacks

npm Slopsquat: The Hallucinated Package Risk in 2026

Slopsquatting is the practice of registering package names that LLMs hallucinate, turning AI coding assistants into an accidental distribution channel.

Feb 18, 20267 min read
AI Security

AI Models in Your Supply Chain: The Security Risks Nobody Talks About

AI/ML models are the new open source libraries. Here's why your supply chain security strategy needs to account for model provenance, poisoning, and compliance.

Feb 15, 20263 min read
AI Security

Copilot Code Review Security: What It Misses

Copilot's code review is useful. It is also not a security review, and treating it as one is how vulnerabilities ship. Here is what it actually catches.

Feb 13, 20267 min read
AI Security

The LLM Supply Chain: Risks Hiding in Foundation Models

Large language models have their own supply chains: training data, fine-tuning datasets, model weights, and serving infrastructure. Each layer introduces risk.

Feb 7, 20265 min read
AI Security

OWASP Top 10 for LLM Applications: A First Look

OWASP published its first Top 10 for LLM Applications on August 1, 2023. Here is what it covers, where it overreaches, and how to use it on real systems.

Feb 4, 20265 min read
AI Security

Securing LLM Applications: The OWASP Top 10 for Large Language Models

OWASP released its Top 10 for LLM Applications in August 2023, providing the first standardized framework for understanding and mitigating risks in AI-powered software.

Feb 4, 20265 min read
AI Security

RAG Pipeline Supply Chain Attacks: Vector DBs and More

RAG pipelines have six or seven supply chain surfaces, and most teams are only watching one. Here is how the attacks actually look in production.

Feb 3, 20267 min read
AI Security

LLM Prompt Injection: The New Supply Chain Attack Vector

Prompt injection attacks against large language models represent a dangerous new frontier in software supply chain security. Here's what defenders need to know.

Feb 1, 20266 min read

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LLM (Page 3) — Safeguard Blog