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Strobes connects every exposure signal to autonomous action, so security teams fix what matters, prove what works, and stop chasing noise.

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Weekly insight for security leaders

CTEM research, agentic AI trends, and what's actually moving the needle.

© 2026 Strobes Security Inc. All rights reserved.

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Blog

Security Insights

Deep dives, expert analysis, and practical guidance on exposure management, adversarial validation, and the future of AI-driven exposure management.

How agentic pentesting separates test failures from real security findings
Penetration TestingOffensive Security

How Agentic Pentesting Separates Test Failures From Real Security Findings

Agentic pentesting reliability on unstable apps: a six-state failure taxonomy, safe retry rules, and what a trustworthy pentest report must disclose.

Jul 8, 202618 min
Bug bounty vs pentesting vs AI pentesting comparison featured image
Prev12345Next
Penetration TestingApplication Security

Bug Bounty vs. Pentesting vs. AI Pentesting: Which Model Fits Your AppSec Program?

Bug bounty vs pentesting vs AI pentesting: compare costs, coverage, compliance, and when to use each model. Build a layered AppSec testing strategy.

Jun 4, 202621 min
Continuous application pentesting for DevSecOps teams - AI-driven pentesting in CI/CD pipelines
Penetration TestingApplication Security

Continuous Application Pentesting for DevSecOps Teams

How DevSecOps teams integrate continuous application pentesting into CI/CD pipelines. AI-driven testing, run-over-run diffing, and developer workflow integration.

Jun 4, 202619 min
Why AI-Generated Exploit Code Must Run in Isolation
LLM SecurityOffensive Security

Why AI-Generated Exploit Code Must Run in Isolation

Agent-written exploit code is the new RCE vector aimed at the tester. Here's why per-task isolation and egress control are non-negotiable.

May 29, 202613 min
ISO 27001 Penetration Testing Requirements
CompliancePenetration Testing

ISO 27001 Penetration Testing Requirements

ISO 27001:2022 never names penetration testing, yet it is how you evidence Annex A 8.8 and 8.29 at a surveillance audit. The honest read on required vs expected, with the 2013 lineage and the Oct 2025 deadline.

May 20, 20268 min
PCI DSS Penetration Testing Requirements
CompliancePenetration Testing

PCI DSS Penetration Testing Requirements

PCI DSS v4.0.1 Requirement 11.4 is the rare standard that names penetration testing outright: internal and external annually plus after change, segmentation at 12 or 6 months, mandatory since 31 Mar 2025.

May 5, 20267 min
Top 10 Data Breaches of April 2026 - Monthly Security Briefing
Data BreachesCybersecurity

Top 10 Data Breaches of April 2026

The biggest data breaches of April 2026 ranked and analyzed, from Checkmarx supply chain poisoning to Salesforce misconfigurations and ransomware hitting two major US banks.

May 1, 202615 min
AI-Accelerated Offense: 5 days to weaponize a disclosed vulnerability, 131 new CVEs daily, 44% surge in AI-driven attacks, 80-90% of attacks now autonomous
Offensive SecurityCybersecurity

AI-Accelerated Offense: The Cyberattack Your Security Program Was Never Built to Stop

AI-Accelerated Offense uses autonomous agents to run the full cyberattack chain in hours. A frontier AI model found thousands of zero-day vulnerabilities across every major OS and browser in weeks. See how it works, why your security program is already behind, and what to do now.

Apr 23, 202613 min
HIPAA Penetration Testing Requirements
CompliancePenetration Testing

HIPAA Penetration Testing Requirements

HIPAA never says "penetration test," but the Security Rule's risk analysis and its REQUIRED evaluation standard expect technical testing of every system touching ePHI. Here is the precise read.

Apr 20, 20267 min
SOC 2 Penetration Testing Requirements
CompliancePenetration Testing

SOC 2 Penetration Testing Requirements

SOC 2 never names penetration testing in any criterion, yet auditors treat it as the load-bearing evidence for CC4.1 and CC7.x. Here is the gap between the letter and the audit.

Apr 5, 20267 min
How Strobes AI Turns a Supply Chain Zero-Day into Full Exposure Assessment
CTEMCybersecurity

How Strobes AI Turns a Supply Chain Zero-Day into a Full Exposure Assessment in Under 30 Minutes

When the axios npm package was compromised on March 31, 2026, Strobes AI agents autonomously performed incident response, identified every exposed repository across the attack surface, and generated a complete exposure assessment with remediation tasks in under 30 minutes.

Mar 31, 202610 min
Axios npm Supply Chain Attack 83M Weekly Downloads Compromised
CTEMVulnerability Intelligence

Axios npm Supply Chain Attack: 83M Weekly Downloads Compromised by Cross-Platform RAT

On March 31, 2026, attackers compromised the axios npm maintainer account and published backdoored versions deploying a cross-platform RAT to macOS, Windows, and Linux. Full incident breakdown with IOCs, detection guidance, and real-time AI-driven response.

Mar 31, 20269 min