Research
What are the practical use cases for AIOps?
AIOps applies analytics and machine learning to operations data. Realistic uses are alert grouping, anomaly detection and change correlation. Start clean.
Oct 18, 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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How does AIOps help with digital experience monitoring (DEM)?
Digital experience monitoring measures what users actually see. AIOps adds baselines and correlation. Start with browser timing data and clear user goals.
Oct 18, 20264 min read
Research
How is AI changing offensive security for attackers and defenders?
AI speeds up reconnaissance, phishing text and exploit research on both sides. See what changes for defenders, what does not and which basics matter more.
Oct 18, 20264 min read
Research
Do you need AI and machine learning against hands-on-keyboard attacks?
Hands-on-keyboard intruders use real accounts and built-in tools, so signatures miss them. Behavior analytics help, but identity controls matter more.
Oct 18, 20264 min read
Research
Advanced endpoint security vs antivirus: what is the difference?
Antivirus blocks known malware. Advanced endpoint tools also record behavior so you can detect and investigate attacks. Most teams need both layers.
Oct 18, 20264 min read
Research
Self-hosted open model vs API: cost per task, with list prices
A worked break-even using list prices fetched 18 October 2026: tasks per hour a rented GPU must serve to beat a per-token API. Measure your own throughput.
Oct 18, 20264 min read
Research
Power line repair: what should defenders inspect first?
For utility repair crews, inventory field devices and software first, then vendor access, the IT and OT boundary, and updates. See NIST 800-82, IEC 62443.
Oct 18, 20264 min read
Research
Port cranes and software supply chain risk as a physical safety risk
Cranes run on programmable controllers and vendor firmware. A flaw in that software chain can affect physical safety. Here is what the standards say to do.
Oct 18, 20264 min read
Research
Open source license risk: a quick reference table by license family
A table of MIT, Apache, MPL, LGPL, GPL and AGPL: what each requires, patent terms and network use. Informational, not legal advice. Use SPDX identifiers.
Oct 18, 20264 min read
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