Prepared for DeepSource Technologies
Proof your defenses actually work.
Every security tool produces alerts and reports — long lists of what might be wrong. None of them prove whether an attacker gets in, or whether a fix truly closed the hole. vExpertAI removes the hoping.
Proven, not recommended.
“This attack was possible.”
red-team reached the crown jewels“It is now provably impossible.”
Proof-of-Resilience · Ed25519-signed · anyone can verifyWhat vExpertAI does
It safely proves a real attack path — then proves the fix.
An autonomous red-team attacks a safe replica of your environment — never the live systems — the way a real adversary would, then hands over a signed, tamper-proof certificate an auditor can independently verify.
Safely breach a digital twin
The red-team attacks a scoped, safe replica of your environment — chaining known vulnerabilities, web/app flaws, and misconfigurations. The live systems are never touched.
Prove exactly what is reachable
When it reaches the crown jewels — a database, a controller, financial records — it shows precisely what an attacker would obtain, proven by independent, un-fakeable evidence. Not a model's opinion.
Prove the fix — with a receipt
After containment, it re-runs the exact same attack to prove the path is closed, and produces a cryptographically-signed Proof-of-Resilience: “this attack was possible; it is now provably impossible.”
The engine
A self-improving adversarial loop — sharper every cycle.
One engine drives it. Cairn feeds your real, prioritized exposure to an AI red-team; it attacks your twin; an AI blue-team detects and fixes; and the loop repeats until the attack fails — then both sides learn from the outcome and come back stronger.
The exposure engine
Turns your environment into a prioritized feed of the CVEs that actually matter to you — exploitable, reachable, ranked (NVD · EPSS · KEV · exploit intel). Not undifferentiated scanner noise.
Attacks the twin
Takes Cairn's live exploits and attacks your digital twin the way a real adversary would — chaining them into genuine, multi-step attack paths.
Detects & fixes
Catches the attack, proposes a remediation, and the fix is tested — never assumed. Deterministic gates and your people approve any real action.
Re-attack until red fails
The exact attack re-runs until red can no longer get through. That is proven closure — captured as the signed Proof-of-Resilience.
Red and blue co-evolve — every cycle.
Every proven or failed attack is a verifiable reward — the same un-fakeable oracle that grades the breach also trains the models (RLVR). Red and blue retrain on it (GRPO) and come back sharper: a red team and a blue team that get measurably better, continuously.
↻ retrained on a daily cadenceWhy it is different
Proven, not recommended.
- Recommends — “you might be vulnerable; here is a list.”
- A report to interpret.
- “Trust our dashboard.”
- Proves — “here is the breach, the fix, and the proof it is closed.”
- A certificate anyone can verify.
- Verify it yourself — even against us.
Built for sovereign & regulated environments
The safety invariant is enforced by code and cryptography — not asserted.
Runs on your own infrastructure
The data, the attacks, and the evidence stay inside your boundary. Designed as a sovereign appliance for air-gapped and government-adjacent deployments.
AI proposes; deterministic code decides
Consistent with the NCSC caveat that AI tools are themselves an attack surface, an AI is never permitted to make a real-world decision. Your people and deterministic policy decide.
Cryptographic, dual-approval
Any action that could affect a real system requires two of your own staff to approve, cryptographically. No AI, and no vendor, can act alone.
Signed, tamper-evident, independently checkable
Every proof is verifiable with a public key alone — no need to trust vExpertAI. Alter a single character and verification fails.
Deployment & delivery
Deployed your way — sovereignty intact in every model.
However you deploy, the platform runs inside your environment. You choose the form factor; we handle maintenance and updates.
Source-available deploy
We ship the platform to run on your own infrastructure. Your team operates it; we provide support, maintenance, and updates.
Bring your own GPU
Run it on your existing GPU capacity or a sovereign GPU provider of your choice — no compute dependency on us, and no data leaving your control.
Sovereign appliance
We build a self-contained appliance — GPU plus the platform — that runs entirely in your environment, delivered and maintained by us with ongoing updates.
From our conversation
Your questions, answered.
The specifics you raised — engagement model, onboarding, commercials, and design — in one place.
Will you work forward-deployed, assigned to our customers' projects?
Yes — and here's how it works. I deploy on-site personally as your forward-deployed engineer — scoping, standing up the twin, running the validation, and delivering the signed proof alongside your team. Between on-site work I return to base, where my core team of data scientists and ML engineers (expanding now with US-based specialists) drives the modelling, evidence, and updates. You get the principal on the ground, and a specialist team behind him.
How does onboarding & asset discovery work?
Today we scope each engagement precisely with the customer — nothing runs without explicit, signed authorization (a deliberate sovereign control, not a limitation). Inventory (CSV) import and, on the roadmap, automated asset discovery, make this progressively lighter-touch.
What is the commercial model?
Licensed by the number of devices/assets under validation, tiered by environment size, with the baseline established via an initial paid pilot. An optional forward-deployed / managed-validation services line is available.
Can we collaborate on the product UI?
Gladly. Thank you for the feedback on app.vexpertai.com — if you have design people on your side, we'd welcome collaborating on the interface directly.
Who delivers it
A hands-on architect who embeds with your teams.
20+ years executing — not just advising on — mission-critical network and security projects for global banks, enterprises, and defense organisations. Built for forward-deployed, customer-embedded delivery.
NATO defense-comms & missile-defense discipline
CCIE / CCDE (written) · CEH
Anthropic Claude Partner · NVIDIA Inception
How we engage — on-site principal, home team
- I deploy on-site personally as your forward-deployed engineer — scoping, standing up the digital twin, and running the validation with your team.
- Back at base, a core team of data scientists and ML engineers drives the AI, the evidence, and the ongoing updates — now expanding with US-based specialists.
- You get the principal on the ground, and a specialist team behind every engagement.
Delivers end-to-end, embedded
- Primary technical liaison for a leading European bank — customer-facing, accountable for delivery.
- Real projects executed: firewall migrations (Juniper SRX → Palo Alto; Fortinet; Cisco ASA → ACI), DC migrations, SD-WAN / SD-Access, micro-segmentation — full HLD/LLD and roadmaps.
- Delivered under DORA, BAFIN, ISO 27001 — transferable to sovereign / NESA frameworks.
Enables your team, not just the tool
- Custom AI training — C-level workshops, hands-on labs; a 6-week AI Mentorship Program for CTOs.
- Authored 2,500+ pages of original AI training content.
Builds & ships the technology himself
- Designs, fine-tunes, and ships autonomous multi-agent AI end-to-end — live-demoed on the Cisco DevNet Podcast and at AutoCon5 Munich 2026.
The next step
A scoped, paid Proof-of-Resilience pilot on one high-value environment.
A signed before/after proof in weeks — not a promise. We'll define the target and scope together in a working session.
Eduard Dulharu · Founder & CTO · ed@vexpertai.com · +49 173 753 6957 · vexpertai.com