AI Security
Fine-Tune Backdoors: The Quiet Threat
Fine-tuning a model on an attacker-controlled dataset can implant behaviour that only activates under specific conditions. The threat is quiet because detection is hard.
Mar 11, 20262 min read
Resources
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.
Filter
Articles
RSS feedAI Security
Rollback Safety: Griffin AI vs Mythos
Sometimes a remediation has to be reverted. Griffin AI's minimal, grounded patches roll back cleanly; Mythos-class patches often do not.
Mar 11, 20266 min read
AI Security
Zero-Day Discovery Economics: Cost Per Find
The economics of zero-day discovery have been opaque for too long. Here is the actual cost structure of finding a real, defensible bug, and how to think about it.
Mar 11, 20267 min read
AI Security
Choosing a Container Security Tool in 2026: What Actually Matters
A container security tool should cover the image, the registry, and the running workload — not just spit out a CVE list. Here is how to evaluate one without the marketing gloss.
Mar 11, 20266 min read
AI Security
Writing a Data Container Security Policy That Teams Actually Follow
A data container security policy sets the rules for how containers handling sensitive data are built, run, and monitored. Here is what to put in one.
Mar 11, 20266 min read
AI Security
AI Code Checker: What It Catches and What It Misses
An AI code checker uses a language model to review code for bugs and security issues. Here is where it genuinely helps and where trusting it blindly bites you.
Mar 11, 20266 min read
AI Security
The Full Form of MCP: What Model Context Protocol Means for Security
The full form of MCP is Model Context Protocol, the open standard that lets AI models talk to tools and data. Here is what it is and where the security risks live.
Mar 11, 20266 min read
AI Security
How to Secure a Docker Container: A Practical Hardening Guide
A secure Docker container starts with a minimal base image, a non-root user, and a scanned, pinned dependency set. Here's the hardening checklist that actually holds up in production.
Mar 11, 20266 min read
AI Security
AI Agent Blast Radius Management
Every agent in production has a blast radius. Most teams have not measured theirs. Here is how to measure it and how to bring it under control.
Mar 10, 20267 min read
Stay informed
Weekly insights on software supply chain security, delivered to your inbox.
Self-healing security runs on Safeguard.
Your first fix PR is minutes away.
No sales call required, even your agent can complete the purchase over MCP.