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.
Five CVEs defined July 2026, ranked by what attackers actually exploited, not CVSS: an AD FS zero-day, twin SharePoint RCEs, a May patch that became a July KEV deadline, and the month's highest score that nobody touched.
Deep dives, expert analysis, and practical guidance on exposure management, adversarial validation, and the future of AI-driven exposure management.
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.
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.
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.
See how Strobes AI runs autonomous SQL injection testing, finding an injectable parameter, proving exploitability, and shipping evidence for remediation.
wp2shell is a pre-authentication RCE in WordPress Core that an anonymous request can trigger on a default install. Here are the affected versions, the patch steps, and why events like this are really an exposure validation problem.
Eleven validated Critical and High findings from Strobes AI's autonomous pentesting agents, each with the agent's reasoning, the request sent, and the response that proved it.
Compare the 10 best open source agentic pentesting tools for self-hosted workflows, from PentAGI and PentestGPT to CAI, Strix, and VulnBot.
Three low-severity findings can chain into one critical breach. See why CVSS misses chained risk and how agentic pentesting proves or rejects each attack path.
Agentic pentesting reliability on unstable apps: a six-state failure taxonomy, safe retry rules, and what a trustworthy pentest report must disclose.
Valid proof in an agentic pentest is reproducible, in-scope, and attributable evidence of exploitability. What counts, what doesn't, and how to prove it.
