01VIRTUAL ARC / PRACTICE
Application security
Websites, applications and APIs.
Research
Understand the threat. Improve the defense.
A research-minded approach to assessing applications, infrastructure and AI systems. Start with a question, follow the evidence and make the findings useful.
FROM QUESTION TO EVIDENCE
Turn investigation into a practical next step.
An assessment connects a system’s design, its observed behavior and the choices available to the team operating it.
Look beyond the expected behavior.
Document the assumptions. Explore what happens at boundaries. Explain where a control holds, where it can fail and what the team can change.
Explore external research ↗The expertise an engagement needs.
Work is scoped around the systems you operate and the questions you need answered.
02VIRTUAL ARC / PRACTICE
Cloud & infrastructure
Configuration, access and hardening.
03VIRTUAL ARC / PRACTICE
AI security
Models, agents and application boundaries.
04VIRTUAL ARC / PRACTICE
Secure engineering
Controls that fit the way your team builds.
A useful investigation has a clear sequence.
Define
Agree the system, the question and the authorized boundaries.
Investigate
Use observation and testing to gather relevant evidence.
Explain
Translate what was observed into priorities and next steps.
EXTERNAL READING
Across the security conversation
News ↗
Three best practices for AI/ML security
An external news reference from HiddenLayer’s publication archive. Read the source for the announcement, its context, and the organizations involved.
External reference · HiddenLayerExplore reference ↗News ↗
R Language Vulnerability Could Fuel Supply Chain Attacks
An external news reference from HiddenLayer’s publication archive. Read the source for the announcement, its context, and the organizations involved.
External reference · HiddenLayerExplore reference ↗News ↗
Why adversarial AI is the cyber threat no one sees coming
An external news reference from HiddenLayer’s publication archive. Read the source for the announcement, its context, and the organizations involved.
External reference · HiddenLayerExplore reference ↗EXTERNAL READING
Keep exploring the research
Research ↗
Weaponizing ML Models with Ransomware
An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.
External reference · HiddenLayerExplore reference ↗Research ↗
Unpacking the AI Adversarial Toolkit
An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.
External reference · HiddenLayerExplore reference ↗Research ↗
Claude Code Skills Security
An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.
External reference · HiddenLayerExplore reference ↗Curiosity belongs in the work.
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