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Adversarial AI · Offensive Security

Adversarial by design.

Proof, not probability: the one exploit that should keep you awake, the fix that lets you sleep, and an adversary of our own that's always hunting.

20+ years adversarial 200+ offensive engagements 15+ CVEs · critical infra Hall of Fame 20+ years adversarial 200+ offensive engagements 15+ CVEs · critical infra Hall of Fame
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VULNARY · SECTION 01 · PRODUCTIZED CONFIDENTIAL · FIXED-PRICE · UNDER NDA
MANAGED CAPABILITY

The Resident

An autonomous offensive researcher, retained. It works your stack in three modes: white-box code review, red-team and black-box pentest, on a cadence you control, timed off-peak so it never touches production.

365
DAYS COVERED
PER YEAR
3
OFFENSIVE MODES
ONE OPERATOR
0
HUMANS IN
THE CHAIR
FIG. 1 · COVERAGECONTINUOUS
SCHEDULED PENTEST
THE RESIDENT
Q1Q2Q3Q4
A snapshot is true the day it ships. Deploys land weekly; coverage should too.
TERMS OF OPERATION
01Fully managedWe run it: nothing to deploy, no appliance to maintain, no headcount to hire. Your team reads findings.
02It does the workReverse-engineers binaries in its own sandbox, implements published research in code, publishes original CVEs.
03Self-healingWrites its own patches when it breaks, reprograms and redeploys itself. Availability is not your problem.
04Upskills your teamEvery sweep compounds a private knowledge base you keep, reducing reliance on outside firms.
SCOPE MATRIX · THREE ON OFFENSE, ONE ON YOUR SIDE
Verdict VTrace VStrike Proof Engine
INPUT
A CVE, a finding, a hunch
Repo, ZIP or GitHub
Your live attack surface
Another firm's report
METHOD
Source or binary, isolated lab
Whole-repo call-flow reasoning
Web, network, app, AI/agent
Reproduce and re-walk scope
OUTPUT
Working exploit and the fix
Proven findings, not warnings
The path, chained to impact
Independent verdict: 8/11 real
RETAINED · resident@client-prod · UNATTENDED ON SHIFT
HOW IT WORKS

One researcher. Every sweep.

Point it at your attack surface and it runs the whole loop itself: studying your code, systems and models, building the exploit, proving it, then writing up the fix. Sweep after sweep, on the schedule you set, with no one in the chair.

then again on your next scheduled sweep · unattended
02 · CVE RECONSTRUCTION SAMPLES

From CVE to exploit.

Every one below the Resident reconstructed on its own: from a published CVE to a live, verified exploit in an isolated lab, unattended, with a reproducible proof. Different languages, different bug classes, up to a heap overflow in nginx that only an AddressSanitizer build could even see. The same outcome every time: a working exploit, not a maybe.

Credit where it's due: these CVEs were found and disclosed by others. We didn't discover them; we rebuilt them. Each one reconstructed from source into a working, verified exploit, to prove a single point: bring us a vulnerability, a published CVE or a finding on your own systems, and we reconstruct it into a working, verified exploit that proves it lands.

VULNARY // resident@lab : ~/cve-recon UNATTENDED · ONLINE
RECONSTRUCTIONS [17]
CVE-2026-42945 OOB WRITE
NGINX
heap overflow
$ method  native build + AddressSanitizer
$ chain   config-dependent heap OOB → controlled write
$ cat exploit.poc
— REDACTED · SEALED UNDER ENGAGEMENT —
VERDICT: EXPLOITED· VERIFIED LIVE
resident@lab:~/cve-recon$
NORMAL 17 RECON · 17 VERIFIED · 0 HUMANS IN THE CHAIN CLICK · ↑ ↓ TO INSPECT
Each exploit was developed and verified against an isolated, dedicated instance under coordinated-disclosure norms. We reconstruct the vulnerability, prove it lands, and hand you the fix that closes it.
03 · OUR PLATFORMS

Three on offense.
One on your side.

On your side
The Proof Engine
The three above go on offense for you. This one keeps your other vendors honest. Bring a pentest report from another firm: we reproduce every finding into a working exploit, re-walk the scope, and hand you an independent verdict: what's real, what's inflated, what they missed. Your advocate, not your vendor.
8/11reproduced
2criticals missed
See the Proof Engine →
05 · THE SIGN OFF

The industry sells confidence. We sell the opposite: the one exploit that should keep you awake, and then the fix that lets you sleep. The asymmetry has always favored the attacker. Flipping it back is the only reason we exist.

VULNARY
06 · ENGAGE

Put your defenses
to the proof.

Fixed-price. Under NDA. We start by trying to break it.

VULNARYEST. 2026
hello@vulnary.com
the cure for vulnerabilities, not just the alarm
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