Blog
Technical writing for teams stuck retesting by hand.
Practitioner led notes on pentest false positives, autonomous retesting, and where the current tooling still wastes time.
Editorial stance
This is where RiftX publishes the practical side of the problem, not generic content about security trends.
Publishing rhythm
Research notes, workflow arguments, and technical writing for teams that still spend too much time proving the obvious by hand.
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Featured note
AI Vulnerability Verification Needs Browsers, Evidence, and a Real Loop
AI vulnerability verification only gets interesting once you stop talking about hype and start talking about browser execution, observation, and evidence.
AI vulnerability verification is useful when it behaves like a verification engine, not when it hides behind vague language. Here is what the loop actually looks like.
Published
March 31, 2026
Focus
AI vulnerability verification
Byline
By Harshit
8 min read
All Notes
2 more entries
autonomous pentesting tools 2026
Autonomous Pentesting Tools 2026 and Where RiftX Fits
The autonomous pentesting market is real now. The hard part is understanding which tool matches which workflow.
XBOW, Astra, Semgrep, Nuclei, and RiftX are not solving the same problem. Here is the practical way to compare them.
pentest false positives
Why Pentest False Positives Keep Filling Security Reports
Pentest false positives do more than waste time. They distort reports, drag out delivery, and quietly train teams to accept noise as normal.
Pentest false positives waste consultant hours, delay reports, and make clients trust the report less. The cost is bigger than most teams admit.
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