R0 · Offensive Research at AI Scale

    Zero-day discovery.
    Human-directed.

    A model can suggest where a vulnerability might be. Securin proves it, exploits it, reproduces it, and fixes it, under CNA and GNA authority.

    R1 · Program Intelligence · Advisory Index

    The full record.

    138 advisories published · indexed since 2015

    460
    Discovered
    By Securin researchers
    460
    Disclosed
    To upstream maintainers
    236
    Triaged
    Acknowledged by maintainer
    138
    Resolved
    CVE assigned, patch shipped
    174
    Maintainer review
    No acknowledgement yet
    50
    Rejected
    Out-of-scope or duplicate
    Triage integrity

    AI surfaces candidates at scale. Every candidate is reproduced by a practitioner before it counts as a finding, false positives, theoretical issues, and duplicates are discarded at this gate.

    318
    AI-surfaced candidates
    Pre-triage, machine output
    292
    Manually reviewed
    By Securin practitioners
    90.4%
    True-positive rate
    264 confirmed of 292 reviewed

    Counts a finding as a real vulnerability when a practitioner confirms it, including bugs later found to be already-reported or marked won't-fix. Shipped patches are the more reliable measure of impact.

    Advisory index, every finding, searchable.

    Published entries link to the full advisory via the Securin reference. CVE IDs are assigned and indexed after the coordination window closes.

    SEC ZD · CVEVendor · ProductVulnerabilityCVSSStatusArtifacts
    sec-zd-323
    CVE-2026-107615
    GlavSoft LLC
    TightVNC
    DLL search order hijacking via screenhooks libraries in TightVNC Server
    Oct 8, 2026
    7.8High
    Fixed-Read
    sec-zd-318
    CVE-2026-107614
    GlavSoft LLC
    TightVNC
    Integer underflow in TightVNC Server cursor shape trimming leads to out-of-bounds read
    Oct 8, 2026
    6.1Medium
    Fixed-Read
    sec-zd-317
    CVE-2026-107613
    GlavSoft LLC
    TightVNC
    NULL pointer dereference in TightVNC Server Win8ScreenDriver after failed DXGI re-initialization
    Oct 8, 2026
    5.9Medium
    Fixed-Read
    sec-zd-315
    CVE-2026-107612
    GlavSoft LLC
    TightVNC
    World-accessible IPC shared memory with predictable name in TightVNC Server
    Oct 8, 2026
    7.8High
    Fixed-Read
    sec-zd-314
    CVE-2026-107611
    GlavSoft LLC
    TightVNC
    Out-of-bounds read in TightVNC Viewer ZRLE palette decoding
    Oct 8, 2026
    7.1High
    Fixed-Read
    sec-zd-290
    CVE-2026-47321
    Apache
    Apache MINA
    Apache MINA: Unbounded Decompression Amplification DoS in Zlib.inflate
    Sep 21, 2026
    7.5High
    Fixed-Read
    Showing 1–6 of 138
    …

    Counts as of October 2026 · 90-day coordinated disclosure window

    R2 · The Discovery Process

    From target to verified exploit.

    AI accelerates coverage. Every output is validated by a practitioner before it counts.

    01

    Intelligence-led targeting

    Rules of engagement established upfront. Vulnerability intelligence focuses effort on targets that matter.

    Defined scope, no hallucinated targets
    02

    AI-augmented recon & analysis

    Frontier models map the attack surface at scale. Human expertise directs them to the code paths that matter.

    Scale of AI, precision of expertise
    03

    Human-verified exploit chains

    Every output is triaged against practitioner tradecraft, discarding false positives, theoretical issues, and hallucinated findings. What remains is forged into working exploits and exploit chains.

    No PoC, no finding
    04

    90-day disclosure, full advisory

    Vendor receives the report and exploit under a 90-day embargo. We coordinate the patch and publish the full advisory under CNA and GNA authority.

    Citable, signed, indexed
    CVE & GCVE Numbering Authority
    CISA-sponsored CNA · EU GCVE GNA
    Disclosure Process
    ISO/IEC 29147 & 30111 aligned
    CISA KEV Contributor
    Active exploitation reporting
    Vulnerability Intelligence
    VI Platform · 240k+ CVEs tracked