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Technical guides on autonomous vulnerability research, incomplete fix detection, AddressSanitizer-based memory safety analysis, and the methodology behind every finding Vorthix publishes. Written by the team, backed by real CVEs.
A practical checklist for security teams comparing AI vulnerability research tools: what to ask about long runs, closure, evidence, false positives, review and privacy, and what a good answer sounds like.
curl ended its paid bug bounty on January 31, 2026, and HackerOne paused new Internet Bug Bounty submissions on March 27, 2026. What happened, why it is a verification problem, and what trustworthy AI findings need.
What breaks when an AI security agent runs unsupervised for hours, the two failure modes that matter (amnesia and false confidence), and the evidence standard Vorthix XOR-1 holds every conclusion to.
How heap buffer overflows happen, how to read an AddressSanitizer report, and how a short reproducer became a coordinated disclosure.
A technical guide to CWE-416 heap use-after-free bugs: how they occur, how AddressSanitizer catches them, and how to find them before an attacker does.
Proof-based security research only reports a finding once it reproduces under a sanitizer. Here is what that means in practice, and why that makes every report verifiable.
How to detect incomplete fix bypasses — the vulnerability class where a patch closes most, but not all, of the paths to a bug. Includes a real case study.