New Research on Mythos: AI is finding vulnerabilities 16.5× faster than they're patched

Agentic Cyber Defense

Close breach paths before the attack.
Stop attackers during it.

AI agents use a live model of your environment to validate exposure, test your defenses, and respond through the security tools you already own, under your control.

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Red Team AgentOutside-in attack simulation

External Asset DiscoveryWhat an attacker can reach

before the attack

Reduce exposure

Undefended CVEsZero days huntedProved, closed, re-tested

during the attack

Investigate & respond

FP eliminationCampaign detectionIncident response

Security Data Fabric

Digital
Twin

live model of the enterprise

Threat FeedsMythos, CTI

AI Agent ActionsScoped, approved, logged

Runtime ScannersTenableQualysRapid7WizCrowdStrikeMicrosoft DefenderAWS InspectorPrisma Cloud

Code & CI/CD ScannersGitHubGitLabVeracodeCheckmarxInvictiBurp SuiteNullifyBitbucket

Compensating ControlsCrowdStrike FalconSentinelOneMicrosoft DefenderCloudflare WAFHalcyonCisco MerakiMicrosoft Entra IDFalco

SIEM & Log SourcesMicrosoft SentinelSplunkGoogle MandiantServiceNowJiraAWS Security HubSlackCisco Duo

Every vendor in your stacktelemetry inapproved actions out

Feeding the loop

Red Team Agent · VectorExternal Asset DiscoveryThreat Feeds · Mythos, CTIMCP Gateway

Before the attack

Reduce exposure

Find undefended CVEs, hunt zero days, and map breach paths against the defenses you already own.

Undefended CVEsHunting zero daysBreach paths

The engine

Agentic defense loop

Agents reason over the digital twin the Security Data Fabric keeps current, then prioritize, investigate, respond, and verify, learning from every cycle.

PrioritizeInvestigateRespondVerify

During the attack

Investigate & respond

Eliminate false positives, correlate campaigns, and drive incident response with agents that never queue.

FP eliminationCampaign detectionIncident response

The Problem

Frontier AI broke the patch-and-respond model.

Patch-and-respond was built for human-speed attackers: scan on a schedule, queue the findings, respond after the fact. That assumption no longer holds, and more tools won't fix it.

Minutes

From disclosure to exploit

Frontier AI made exploitation cheap and instant, collapsing the window from weeks to minutes. Human-speed response is now the vulnerability.

~1,800

Alerts per analyst, per year

You can't hire your way out of a machine-speed problem. And triage automation is worthless without reachability and blast radius.

> 1 hour

Dwell time across disconnected tools

Each tool sees one chapter of the attack. Analysts still stitch the full path together by hand, while the clock runs.

Stop optimizing the queue. Close the path.

Agentic Workforce

One Intelligence Layer.
Five Specialized Agents.

Every agent reasons over the same Security Data Fabric, so exposure, detection, investigation, and response stop operating in separate silos.

Unified Security Context

Security Data Fabric + Digital Twin

IdentityCloudEndpointNetworkExposureControlsThreat Intel

Vector

Can they get in?

Probes your approved external scope the way an attacker would, then validates every finding against your deployed controls.

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Kairo

What attack paths exist?

Maps how exposures, identities, workloads, and controls chain into real breach paths.

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Lattice

Which vulnerabilities actually matter?

Reduces millions of findings to the small subset that is exploitable, reachable, and undefended.

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Quell

Does this new zero-day create a reachable path?

Validates exposure and recommends the compensating control that closes it first.

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Iris

Is this alert real, how far did it go, and what should L1/L2 do next?

Validates alerts, investigates blast radius, and orchestrates response.

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What teams use Tuskira for

Six security programs, run by agents on the tools you own

CTEM and exposure management

Run all five stages of continuous threat exposure management without the spreadsheet handoffs.

Vulnerability prioritization

Cut millions of vulnerability management findings to the few an attacker can reach and exploit.

Adversarial exposure validation

Test your perimeter the way an attacker would, continuously.

Attack path analysis

Find the breach paths through your environment and close them with controls you already run.

Zero-day response

Know within minutes whether a new zero-day can reach you, and block it before the patch exists.

Alert triage and investigation

AI SOC triage that investigates every alert to a verdict, with the evidence attached.

How It Works

Watch it run on one real incident.

Exposure, detection, investigation, and response, working as one motion on a shared context. From first signal to closed breach path in four minutes, with a human in command of what matters.

2:17 AM · Step 01 · Catch the signal at the source · Federated Search

A signal fires where the data lives

An off-hours Azure AD sign-in from a new geography and an anomalous endpoint process trip at the same instant, caught at the source, not in a SIEM hours later.

Outcome: The right signal, the instant it happens, without moving your data.

Show the mechanicsHide the mechanics

Tuskira issues targeted, federated queries across the security tools and data sources you already use, surfacing high-fidelity signals from endpoint, cloud, identity, and network in parallel. Nothing is shipped to a central lake first.

Signals surfaced at the source: endpoint, cloud, identity, network
Federated queries across EDR, firewall, cloud logs, and S3 in parallel
No SIEM ingestion tax, no data movement, no duplication
Coverage spans distributed telemetry single-vendor tools miss

2:17 AM · Step 02 · Shared Context · Fabric + Digital Twin

The signal lands on a live map, not in a queue

Instead of becoming alert #11,000, the sign-in is placed onto a live digital twin, beside the over-privileged identity it used, the workload it can reach, and the controls meant to stop it.

Outcome: Full visibility into how this attacker could move through your environment, right now.

Show the mechanicsHide the mechanics

Tuskira normalizes identity, cloud, endpoint, network, exposure, and control telemetry through one Security Data Fabric into a single live digital twin, so every analyst and agent reasons over the same truth.

Unifies identity, cloud, workloads, exposures, and controls into one live digital twin
Models breach paths grounded in business criticality and blast radius
Surfaces lateral-movement paths and policy drift continuously
Gives every analyst and agent the same attacker context

2:18 AM · Step 03 · Validate reachability & defenses · Kairo · Lattice · Quell

Is it actually reachable, and would we stop it?

Kairo enumerates the path, phished credential → MFA bypass → admin escalation → cross-account role → RDS data, and Lattice and Quell test whether the controls you run would actually block it.

Outcome: A verdict on whether this is a real, reachable threat, and the fastest control change to close it.

Show the mechanicsHide the mechanics

Kairo maps every traversable path to crown-jewel assets, ranked by exploitability and mapped to MITRE ATT&CK. Lattice cuts the backlog to what's exploitable and reachable; Quell checks whether a fresh zero-day opens a path and which compensating control closes it.

Enumerates reachable paths across identity, endpoint, cloud, and hybrid
Cuts millions of findings to what's exploitable, reachable, and undefended
Tests whether WAF, EDR, and IAM block it, or are bypassed undetected
Flags "covered on paper, breachable in practice" control gaps

2:19 AM · Step 04 · Investigate & recommend · Iris

Work the whole chain, not one alert

Iris stitches the sign-in, the endpoint behavior, and the identity event into one case, maps the blast radius, validates the kill chain, and renders a verdict with a confidence score.

Outcome: A validated, contextualized recommendation, ready to act on, in minutes not weeks.

Show the mechanicsHide the mechanics

Domain-trained AI analysts run L1 through L2 autonomously. L1 renders a risk-based verdict on every alert in seconds; L2 maps blast radius and validates the kill chain; the Response agent assembles containment scoped by your policy, with a full reasoning chain attached.

Decides whether an alert is meaningful risk, not just whether it's malicious
Verdict on every alert in seconds, with confidence score and reasoning chain
Maps blast radius across the full path and validates the kill chain
Replaces ~11,000 daily alerts with verdicts; escalates only what's real

2:21 AM · Step 05 · Approve & close · Human-in-the-loop + Preemptive Closure

The human approves. The path closes.

At 2:21 AM the on-call approves the recommended actions. Tuskira revokes the session, blocks the IP range, and tightens the IAM chokepoint, through the controls you already own. High-impact moves always waited for a person.

Outcome: Breach path closed, with the human in command of what matters.

Show the mechanicsHide the mechanics

You define what runs autonomously and what needs sign-off. Containment executes across EDR, IdP, firewall, WAF, and SIEM at once, no patch cycle, no new ticket queue. Every action is logged and reversible, and the outcome updates the digital twin.

You set the autonomy boundaries; irreversible actions require human approval
Contains across EDR, IdP, firewall, WAF, and SIEM at once, no patch required
Full audit trail: every verdict, decision, and approval recorded
Revalidates the path is closed and updates the shared context

Verdict in 12 seconds · contained in four minutes

The boundary between SOC and CTEM disappears. Shared context becomes the control plane.

GARTNER — APRIL 2026

“Data from Tuskira AI demonstrates that an AI agent can handle up to 2,000 security incidents per day — compared to 1,800 to 2,000 for a human analyst per year — freeing human experts to focus on edge cases and high-value anomalies.”

Emerging Tech: AI Vendor Race: Reasoning Models Are Essential for Preemptive Cybersecurity

Customer Impact

Measurable Outcomes

12.3M findings

0.46%

Actionable risk

The slice that's actually exploitable and reachable. The rest is noise.

3 weeks

30 min

Triage time

From signal to verdict, with human approval where it counts.

Days of fire drill

15 min

Zero-day assessment

From CVE drop to validated impact and the compensating control that closes it.

Findings reduction and 30-minute triage from one global financial-services deployment.

testimonials

What security leaders are saying

“2026 is the year cyber defenses shift from AI-assisted to AI-enabled attacks, and defenders need to adapt. That’s why we partnered with Tuskira.”

Charles Gifford, CISO, Intrado

“Tuskira changed how our SOC operates. Detections are no longer static, and our analysts spend less time chasing noise and more time focused on real threats. We also started seeing value quickly, without waiting months for a large data migration."

— Chief Information Security Officer, Global Industrial Enterprise

“We used to spend a lot of time tracing alerts across our tools. Tuskira correlates it all in minutes and automatically closes out what’s safe, giving our SOC the ability to breathe.”

— VP Security Operations, National Consumer Services Company

"Tuskira gave us a single picture of risk across our environments. They showed how vulnerabilities in our production systems could be exploited, and then validated which ones actually mattered. We're now closing critical paths in days.”

— CISO, Global Manufacturing Enterprise

“Tuskira turned millions of low-value findings into a handful of validated threats. We no longer debate priorities because everything is backed by exploit data and business context.”

— CISO, Financial Services Institution

“Before Tuskira, we had no clear line between code-level flaws and real patient data risk. Now our exposures are validated continuously across applications and cloud systems, so we only fix what’s truly exploitable.”

— CISO, MedTech Company

Gartner® Representative Vendor, AEV Market Guide·SINET16 Honoree 2026·Cybersecurity Excellence Gold 2026·Recognized by Frost & Sullivan, 451 Research, IDC·Cited by J.P. Morgan

Trusted by security teams at Intrado, Accorian, Tryfacta and many more. See all recognition

Tuskira Advisories

Latest advisories

Critical and exploited CVEs with who is affected, whether attackers are using it, and what to do if you can't patch today.

All advisories

CVE-2026-123488

Not observed

Craft CMS SQL injection in element search that lets an attacker with no login make a user an administrator; public PoC, no exploitation reported

November 7, 2026

CVE-2026-19868

Confirmed (CISA KEV)

SonicWall SonicOS SSL VPN SAML and MFA bypass for users holding credentials for another login method; on CISA KEV

November 6, 2026

CVE-2026-98432

Not observed

Linux kernel IPv4 TCP use-after-free reachable by an unauthenticated peer during the handshake; public trigger code, no exploitation reported, Ubuntu not yet fixed

November 6, 2026

See Agentic Cyber Defense in Action

Surface signals across the tools you already run, connect them through shared context, and accelerate triage and response across the SOC.

Book a demo

Tuskira’s Difference

Watch the video

See how Tuskira helps security teams validate threats, uncover breach paths, and move faster from signal to action.

Close breach paths before the attack.Stop attackers during it.

Reduce exposure

Agentic defense loop

Investigate & respond

Frontier AI broke the patch-and-respond model.

One Intelligence Layer.Five Specialized Agents.

Six security programs, run by agents on the tools you own

CTEM and exposure management

Vulnerability prioritization

Adversarial exposure validation

Attack path analysis

Zero-day response

Alert triage and investigation

Watch it run on one real incident.

Measurable Outcomes

What security leaders are saying

Latest advisories

See Agentic Cyber Defense in Action

Watch the video

Close breach paths before the attack.
Stop attackers during it.

One Intelligence Layer.
Five Specialized Agents.