Insights & Research From the Piscium Team
Blog posts and technical documentation covering continuous threat exposure management, OT/ICS security, and autonomous risk validation.
Shadow AI vs AI Sprawl: What Each Is and How to Control It
The shadow AI vs AI sprawl distinction decides what security teams measure and fix. See how the two problems differ and which controls address each one.
By Piscium Security Team
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Jev Guards Agent Tools, but It Can't Stand Alone
Jev is cheap and fast enough to judge every agent tool call. The first two weeks of evidence show where it helps and how attacker-written context flips it.
By Piscium Security Team
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How Distillation Attacks Work Against AI Models
Distillation attacks turn an AI model's own answers against it, copying its skills, pulling out its training data, or stripping its safety limits.
By Piscium Security Team
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CTEM for OT/ICS: Why IT-Centric Exposure Management Falls Short
CTEM was built for IT. Here is what changes when you apply continuous threat exposure management to OT and ICS, and why industrial environments differ.
By Piscium Security Team
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CTEM and OT Security Tools: How the Categories Fit Together (2026)
CTEM, exposure management, OT visibility, breach simulation: a neutral map of the tools around industrial exposure management and where each one focuses.
By Piscium Security Team
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CTEM for Cloud and Enterprise: From Thousands of Findings to Proven Attack Paths
Cloud and enterprise teams drown in exposure findings. Here is how continuous threat exposure management proves which ones form real, exploitable attack paths.
By Piscium Security Team
Read more →Exposure Validation for SOC Teams: Cutting Alert Noise with Proof
SOC teams face thousands of alerts a day, most not exploitable. Exposure validation cuts the noise by proving which findings an attacker could actually use.
By Piscium Security Team
Read more →Live Demo: Piscium Radius Walkthrough
See Radius in action on the demo environment: discovery, the attack graph, the safety trail and the three reports.
By Piscium Security Team
Read more →Attack Surface Management vs. CTEM: What's the Difference?
ASM discovers your exposure. CTEM validates, prioritizes, remediates, and verifies it. Understand why discovery alone isn't enough for critical infrastructure.
By Piscium Security Team
Read more →What Is Continuous Threat Exposure Management (CTEM)?
A practical introduction to CTEM, Gartner's framework for continuously validating and reducing cyber risk, and how it applies to critical infrastructure.
By Emanuelle Jiménez
Read more →Read about it, then see your own exposure.
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