AI Security
Engine-Plus-LLM vs Pure-LLM Bug Hunters
The difference between an engine-plus-LLM bug hunter and a pure-LLM one is not a tuning detail. It is a structural divide that determines whether the findings are usable.
Mar 26, 20267 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.
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Azure ACR Trusted Images Policy Rollout
ACR's trusted images and notation signing combine into a deploy-time policy you can actually enforce. Here is how to roll it out without breaking AKS workloads.
Mar 26, 20267 min read
Vulnerability Management
Accepting The Unfixable: A Decision Framework
Some vulnerabilities cannot be fixed in any reasonable timeframe. Here is a structured framework for accepting risk responsibly with reachability and AI evidence.
Mar 26, 20268 min read
Security
How to Use PyPI openpyxl Safely: Security Risks and Fixes
The openpyxl package on PyPI is safe for most workloads, but XML parsing and spreadsheet formula injection deserve attention. Here is what to watch for.
Mar 26, 20265 min read
Container Security
Aqua Security Platform Buyer Review 2026
An in-depth 2026 buyer review of the Aqua Security platform: runtime protection, image scanning, Kubernetes posture, pricing, and where Aqua fits and where it does not.
Mar 26, 20265 min read
Vulnerability Analysis
What is Session Hijacking
Session hijacking lets attackers seize an active, authenticated session and bypass passwords and MFA entirely. Here's how it works and how to stop it.
Mar 26, 20267 min read
Tools
tfsec to Trivy IaC: 2026 Migration Playbook
tfsec has been folded into Trivy for over a year and Aqua has stopped feature work on tfsec. We migrated three platforms in 2026 and documented what actually breaks.
Mar 26, 20266 min read
AI Security
Prompt Injection in CI/CD Pipelines: Attack Paths and Defenses
When LLMs review PRs, triage issues, and fix builds, every commit message becomes attacker input. The concrete attack paths through GitHub Actions and what blocks them.
Mar 26, 20266 min read
DevSecOps
How to Install Python on a Mac: The Clean, Safe Way
Yes, you can install Python on Mac OS in five minutes — but the difference between a clean setup and years of PATH pain is decided by which of the four install routes you pick first.
Mar 26, 20267 min read
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