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
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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RSS feedVulnerability Management
Triage Hand-Off From Security To Engineering
The handoff between security triage and engineering remediation is where most programs lose time. Here is how to fix it with context-rich PRs and AI.
Mar 11, 20267 min read
Regulatory Compliance
Space Systems Supply Chain Controls 2026
Space systems software supply chain controls are tightening across DoD, NRO, and commercial space. Here is what the new bar looks like and how to clear it.
Mar 11, 20267 min read
Best Practices
Signed Artifact Policy Enforcement In 2026
Signing artifacts is necessary but not sufficient. The policy that verifies signatures, attestations, and trust roots is what turns signing into a security control.
Mar 11, 20268 min read
AI 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
Industry Analysis
Code Signing Key Theft Trend Watch
Code signing key theft has surged across 2025 and 2026. We trace the recurring incident patterns, the operator tradecraft, and the structural defenses that work.
Mar 11, 20268 min read
DevSecOps
Cloud IAM And Supply Chain Overlap Mistakes
Cloud IAM and supply chain controls overlap in ways that confuse most teams. These are the 2026 mistakes that turn IAM gaps into supply chain incidents.
Mar 11, 20268 min read
Compliance
CIRCIA Final Rule: Reporting Thresholds and Covered Entities
CISA pushed the CIRCIA final rule to May 2026. We unpack the dual-track threshold structure, the 72-hour and 24-hour timers, and what the 300,000-entity scope means.
Mar 11, 20266 min read
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
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