Blog

Security Insights

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

Penetration TestingAI Security

Are security practitioners actually ready for autonomous pentesting?

We asked 50+ security leaders one open question about autonomous pentesting. Here is the readiness spectrum that came back, and what vendors get wrong.

Sep 10, 202611 min

ComplianceAI Security

NIST just published AI prompts for CSF 2.0. Here is what to settle first

NIST's draft SP 1353 provides AI prompts for three CSF 2.0 tasks and says weeks of drafting compresses into hours. Here is what the prompts can draft, what only humans can validate, and the four things to settle before anyone opens a model.

Sep 4, 20268 min

Penetration TestingAI Security

How to automate pentest reporting without losing report quality

Report quality is decided before the reporting layer runs. Here's the pipeline, the gates that stop bad output shipping, and what a real automated report contains.

Sep 1, 202615 min

Build vs buy agentic pentesting: building got cheap, owning what you built did not

Penetration TestingOffensive Security

Build vs Buy Agentic Pentesting and What the DIY Path Costs

Everyone can build a working pentest agent in a weekend. Owning it for two years is the hard part: the four costs nobody adds up, and the seven requirements a demo never has to meet.

Aug 31, 202619 min

Penetration TestingOffensive Security

How to Achieve Cheaper, Faster and Accurate Pentests

Cheaper, faster and accurate pentests were never a real tradeoff. Context removes it: one graph of assets, code and cloud that every engagement reads from and writes back to.

Aug 21, 202623 min

engineeringOffensive Security

Tooling as Code and Structured Scratchpads

The two changes that moved our AI security agents furthest this year had nothing to do with the model. Here is how tooling as code and structured scratchpads reshaped how the agents act, and how they prove a finding is real.

Aug 3, 202615 min

Data BreachesAI Security

Top 8 Data Breaches and Exposures of July 2026

The 8 confirmed data breaches of July 2026, from a 78-million-account Suno leak to rogue AI agents breaching Hugging Face and Anthropic. What happened and how to defend.

Aug 1, 202620 min

AI SecurityPenetration Testing

What to Evaluate Before You Let an AI Agent Exploit Your Systems

An AI agent that can exploit your systems does an attacker's work. Here are the seven governance checks to clear before you authorize agentic pentesting in production.

Jul 24, 202615 min

AI SecurityPenetration Testing

Human-in-the-loop security: why AI findings need human validation

An AI pentester can hand you a critical finding in minutes. The only question that matters is whether you believe it. Here is why human validation turns a claim into proof.

Jul 24, 202611 min

autonomous AI agent proving a SQL injection is exploitable

AI SecurityPenetration Testing

How Strobes AI identifies and exploits a SQL injection vulnerability

See how Strobes AI runs autonomous SQL injection testing, finding an injectable parameter, proving exploitability, and shipping evidence for remediation.

Jul 24, 20269 min