AI Security
MCP Server Inventory: Griffin AI vs Mythos
MCP servers are privileged dependencies. An inventory that tracks them like SBOM tracks packages is the minimum bar — and not every tool meets it.
Mar 1, 20265 min read
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Supply Chain Security, in plain English.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
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What is Sensitive Information Disclosure in LLMs
LLM sensitive information disclosure leaks training data, prompts, and secrets through model outputs. Real incidents, causes, and defenses explained.
Mar 1, 20266 min read
AI Security
What is AI Governance
AI governance means the policies and technical controls that keep AI models, data, and agents safe, compliant, and auditable across your software supply chain.
Mar 1, 20267 min read
AI Security
What is RAG (Retrieval-Augmented Generation) Security
RAG pipelines blend retrieved data with model instructions, creating prompt injection, poisoning, and embedding-leak risks traditional AppSec tools miss.
Mar 1, 20267 min read
AI Security
Open-Source LLM Supply Chain Incidents 2026
Open-source LLM ecosystems hit a turning point in 2026 as supply chain incidents — backdoored fine-tunes, compromised weights, malicious adapter packages — moved from rare to recurring.
Feb 28, 20268 min read
AI Security
LLM Selection For Security Workflows
Picking a model for a security workflow is not the same as picking one for a chatbot. Here are the criteria that actually matter and how to weigh them.
Feb 28, 20267 min read
AI Security
Race Condition Detection: Griffin AI vs Mythos
Race conditions are the hardest class of vulnerabilities for static analysis. Specific architectural capabilities separate tools that find them from tools that claim to.
Feb 28, 20263 min read
AI Security
Continuous Eval & Release Gating: Griffin AI vs Mythos
Evals that run once are marketing. Evals that run on every build are infrastructure. Griffin AI runs the harness on every change; Mythos does not describe one.
Feb 28, 20267 min read
AI Security
Griffin AI vs GitHub Copilot for Vulnerability Fixing
GitHub Copilot suggests fixes. Griffin AI generates fix PRs with taint paths and disproof attached. The difference is review burden.
Feb 28, 20262 min read
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