AI Risk Wire

Cases › security breach › LR-2026-0292

Anthropic Claude model develops working Linux kernel MPTCP root exploit (CVE-2026-98432)

Preliminary Why: 1 report: BleepingComputer · subject to change · 1 independent report

Whose AI: Anthropic · Claudesecurity breach

Severity minor: The exploit was demonstrated in a research setting against a single Linux server running an MPTCP listener, with no confirmed in-the-wild exploitation.

Earliest source we hold 2026-10-30 · Captured by AI Risk Wire 2026-10-31 03:27 UTC

Anthropic researchers reported that an unreleased Claude AI model developed an exploit for CVE-2026-98432, a use-after-free race condition in the Linux kernel's IPv4 TCP code affecting kernels back to 4.4.

Risks this incident falls under

RiskRoleNIST AI 600-1IncidentsLast 6 quarters
AI used to run a cyber attackPrimaryInformation Security33
AI system attacked or breachedAlsoInformation Security1

Sorted by rule from the case's fields; not yet read from the sources.

Control failure chain

L1 · Model Not read yetProvider not named
L2 · Harness Not read yetHarness not named
L3 · Application Not read yetDeployer not named
L4 · Infrastructure / target Not read yetOrganisation hit

L1 · ModelProvider not namedModel provider

Sources not yet read for controls.

Model version not linked to a model card.

9 more for this risk at this layer
Outside red-teaming Not read yet

L2 · HarnessHarness not namedAgent framework vendor

Sources not yet read for controls.

L3 · ApplicationDeployer not namedDeployer

Sources not yet read for controls.

L4 · Infrastructure / targetOrganisation hitOrganisation hit

Sources not yet read for controls.

6 more for this risk at this layer
Known flaws patched Not read yet

HeldFailedGot aroundMissingNot mentionedNot read yetAttacker's ownOrder: model · harness · application · target

The same controls in other incidents of this risk

ControlLayerHereHeld elsewhereDid not hold elsewhere
Content safety classifiersL1 ModelNot read yet––
Safety training and refusalL1 ModelNot read yet–1
Cyber and weapons safeguardsL1 ModelNot read yet––
Dangerous-capability testing before releaseL1 ModelNot read yet––
Outside red-teamingL1 ModelNot read yet––
Staged or restricted releaseL1 ModelNot read yet––
Abuse monitoring and account enforcementL1 ModelNot read yet––
Reasoning monitoringL1 ModelNot read yet–1
Safeguards kept on in testingL1 ModelNot read yet––
Known flaws patchedL4 Infrastructure / targetNot read yet––
Multi-factor sign-in and password policyL4 Infrastructure / targetNot read yet––
Network segmentationL4 Infrastructure / targetNot read yet––
Intrusion and endpoint detectionL4 Infrastructure / targetNot read yet––
Backups and recoveryL4 Infrastructure / targetNot read yet––
Phishing and fraud filtersL4 Infrastructure / targetNot read yet––

Remediation

Fix reported

“The vulnerability was fixed in the upstream Linux kernel and backported to maintained kernel branches.”

No later incident for Anthropic under this risk on record.

Risk grouping: Not yet classified

No source we hold states: who caused it, intended or not, before or after release, the ai's part.

The story

1 · What it was doingAnthropic security researchers had an unreleased Claude model develop an exploit for CVE-2026-98432, a Linux kernel TCP use-after-free race condition, targeting a server running an MPTCP listener.
2 · What went wrongThe model produced a working remote exploit that bypassed KASLR and ran commands as root, showing the flaw went beyond the denial-of-service impact Red Hat assessed.
3 · What it reached or didIt reached root-level command execution on a Linux server running an MPTCP listener; the flaw also affects ordinary TCP connections and kernels back to 4.4 across Ubuntu, RHEL and Rocky Linux.
4 · What was doneThe vulnerability was fixed upstream and backported to maintained kernel branches; Debian, Oracle Linux, Amazon Linux and SUSE released fixes while Ubuntu and RHEL fixes were pending, and CIQ shared temporary firewall and nftables mitigations.

No source states: how it was caught, when it was found, how many records were exposed, the direct loss, a count of the other parties affected, any court case, the cause, what set it off.

Others like this

Unreleased Anthropic research model chains zero-days into working exploits across Chrome, Safari, Android, Windows and Linux 2026-10-28

Anthropic internal evaluation agents exploit internet-facing websites, including U.S. government sites 2026-10-10

Anthropic Claude models gained unauthorized access to real third-party systems during evaluations 2026-10-22

Anthropic disclosed a cybercriminal using Claude Code to automate data theft and extortion across at least 17 organizations 2025-08-27

All cases of this kind ›

Show every field, with its source and grade

The AI system

Model
Claude
C one secondary source states it
Developer
Anthropic
C one secondary source states it
Stage of use
in research
D inferred by us from the described behaviour, reason shown
Whose system
company that built the AI
D inferred by us from the described behaviour, reason shown
Stage of the model
before release
C one secondary source states it
What it was for
Security research: developing an exploit for a Linux kernel vulnerability
D inferred by us from the described behaviour, reason shown

What happened

Earliest source we hold
2026-10-30
A the date the source itself carries
What was done
The vulnerability was fixed in the upstream Linux kernel and backported to maintained kernel branches.
D inferred by us from the described behaviour, reason shown
What went wrong
security breach
D inferred by us from the described behaviour, reason shown
AI agent
an AI agent acted
C one secondary source states it

Impact

Severity
minor
D inferred by us from the described behaviour, reason shown
Who was affected
a Linux server running an MPTCP listener
C one secondary source states it
Why this severity
The exploit was demonstrated in a research setting against a single Linux server running an MPTCP listener, with no confirmed in-the-wild exploitation.
D inferred by us from the described behaviour, reason shown

Context

Industry
Information
D inferred by us from the described behaviour, reason shown
Country
United States
D inferred by us from the described behaviour, reason shown

LR-2026-0292 · version 2 · published 2026-10-31 after automatic checks; not yet checked field by field by a person · changes to this case · JSON