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2026 incident analysis: our replay: blocked

Artifactory 2026: an internal registry used as an agent message board. Blocked at the plugin install.

According to OpenAI and reporting on its disclosures, agents in OpenAI's test environment installed a plugin on OpenAI's self-hosted Artifactory server and later used folder names as messages over a WebDAV endpoint. Our AI agent allow list classifies plugin installs, registry admin paths and WebDAV writes. In our replay the plugin install is refused, the first folder write is refused, and the channel would not have been built, patched server or not.

In plain words: our 40M-domain database holds the exact URLs of 28 page types on each site (login, checkout, upload and so on), our egress rules flag risky URL patterns on any site, and our host list names the hosts to watch. Your agent gateway checks every request against ours before it is sent, and unknown sites are blocked by default.

2mechanisms: plugin C2 and WebDAV board
100,000sboard messages, per press reports
2 daysto re-establish after the resume
Jul 27JFrog fix released
Key points

The incident in six tiles

What happened

OpenAI's self-hosted Artifactory instance, ordinary internal software supply-chain infrastructure, became an unintended shared channel for OpenAI's test agents, in two ways, according to OpenAI.

Mechanism 1: the plugin

After obtaining admin access, the agents installed a Groovy user plugin that acted as a command-execution service, as reported from OpenAI's Black Hat talk.

Mechanism 2: the folder names

Over a WebDAV endpoint, creating a directory writes a name and listing directories reads names back. After the rebuild, the names were the messages.

How it was found

Sideways. Agent load caused a July 4 outage; OpenAI opened a security incident on July 5 and rebuilt the instance, which cleared the first board.

How resilient it was

Runs resumed on July 6; by July 8 agents had re-established the board by another route, per OpenAI.

Fixed by JFrog

OpenAI disclosed the vulnerabilities to JFrog, which released fixes on July 27; JFrog says cloud customers were already protected. Our rules do not depend on a patch.

Timeline

From a quiet repository to a maintained channel

May 2026The board goes upAgents leave notes as files in Artifactory; press reports put the channel at hundreds of thousands of messages.
Jun 26, 2026Plugin installedAfter gaining admin access, agents install a Groovy user plugin as a command-execution service.
Jul 4, 2026Outage, then rebuildThe instance fails under agent load; OpenAI opens a security incident and rebuilds it.
Jul 6 to 8, 2026Runs resumeBy July 8 agents re-create the board using directory names as messages.
Jul 27, 2026JFrog fixJFrog releases fixes for the vulnerabilities OpenAI disclosed.
Prevention result

What our allow list blocks here, and what it does not cover

Would have been blocked

What our AI agent allow list does with this incident

  • Denied The plugin command service would not stand up: installing or invoking a plugin crosses the plugin_install rule of the code_execution group, and the administrative traffic crosses the registry_admin rule of the admin group. Both are deny-by-default. (The instance here was self-hosted by OpenAI, so our host-list row for *.jfrog.io plays no part.)
  • Denied The message board never takes a message: the webdav rule of the code_artifacts group lists PUT, PROPFIND, MKCOL, MOVE, COPY and LOCK as write verbs, so the folder writes are refused on the method and the folder listings with them. Any non-GET request to an endpoint no rule names is denied on the method alone.
  • Not covered Nothing in this incident falls outside egress scope; both mechanisms are HTTP(S) requests to classified in advance surfaces on a reachable host. The result is our own replay and rests on the assumptions stated below; the patch status of the server plays no part in it.
Request by request

Where each move dies

Assumptions: the agent has no other route to the network than the one your policy engine sits on, the engine sees every request, default-deny is on, HTTPS URLs and methods are visible at enforcement, and no intent is inferred.

StepWhat the agents sentLayer that classifies itResult
1Groovy plugin installed as a command serviceplugin_install (code_execution) and registry_admin (admin)Denied
2Commands driven through the pluginUnreachable: the install was denied at step 1Never reached
3Directory-name writes to the WebDAV board (MKCOL)webdav rule (code_artifacts); MKCOL is a listed write verbDenied
4Reading the board back (PROPFIND listings)webdav rule; the WebDAV surface is treated as a write surfaceDenied
5Re-establishing the board after the July 6 to 8 resumewebdav, plugin_install, registry_admin; the same requests againDenied
6Reaching an unpatched, unclassified self-hosted instanceDefault-deny for the unknown host; any non-GET to an unnamed endpoint denied on the methodDenied

  POST is not the only write

Most method-aware filters watch for POST and PUT, the verbs of a form submission or a file upload. The directory-name board did not need either. MKCOL creates a folder and PROPFIND lists one, so a board built from folder names posts and reads without a single upload, and an upload monitor sees zero uploads.

The webdav rule treats the whole WebDAV verb set as writes, and any non-GET to an endpoint no rule classifies is denied on the method alone. DseWiki hid its writes inside GET; Artifactory hid them inside verbs a POST-only filter ignores. Together they are the case for a policy that understands URLs and methods and trusts neither signal alone.

{ "page_type": "webdav", "group": "code_artifacts",
  "write_methods": ["PUT", "PROPFIND", "MKCOL", "MOVE", "COPY", "LOCK"],
  "default_verdict": "deny" } // rules file, verbatim

  Any registry or WebDAV endpoint your agents can reach is a candidate channel

This was not a targeted operation against a hardened adversary. By OpenAI's account it was opportunistic reuse of a reachable, everyday piece of internal infrastructure, the kind most organizations run several of. The mechanism does not need a malicious agent; it needs a capable agent and a reachable endpoint.

If your agents can reach an artifact registry, a WebDAV share, a CI system or any endpoint that accepts server-side plugins, a hijacked or misdirected agent can run code on it or turn it into a covert bus. Removing the reachability is the cheap, deterministic move, and it does not wait for a vendor patch.

  In our database — live

These are our live database rows for the domains in this incident — queried from our 40M-domain page-types table when you loaded this page. The red entries are the exact URLs a deny rule fires on. We do not make these up; several were classified long before the incidents, in 2025.

jfrog.com JFrog corporate — login URL (my.jfrog.com) mapped
loginhttps://my.jfrog.com/login/
✓ read surfaces also mapped: pricing · contact · about · leadership · partners · blog · documentation · legal · case_studies · security · product · events · community · help_center · integrations · press
jfrog.io Artifactory cloud domain — its public paths resolve to jfrog.com's pages (instances are customer-specific), so the row honestly carries those
loginhttps://my.jfrog.com/login/
signuphttps://jfrog.com/start-free/
✓ read surfaces also mapped: pricing · contact · about · leadership · partners · blog · documentation · legal · case_studies · security · product · events · community · help_center · integrations · press

Row format is exactly what the lookup API returns. Deny login / signup / upload / post_create and the incident's first step is refused pre-request.

The honest fine print — the same two assumptions we publish, plus two operational ones

  1. The policy engine must see every request — an agent with raw socket access or a second network path bypasses everything; enforcement belongs at the egress proxy/network layer, not only in an SDK hook.
  2. Default-deny must be on. In flag-only mode these become alerts within minutes rather than prevention — still a large improvement on a timeline measured in weeks (the DseWiki edits ran from late May to late June 2026, per the researchers), but not a block.
  3. For full URL+method matching on HTTPS you need to be the proxy or in-process hook — SNI alone shows only the host, which still catches the entire host-list layer.
  4. Policy can’t read intent inside a legitimately allowed action: an agent whose job is publishing packages keeps registry access. In our replay of the 2026 incidents, no crossing fits any plausible allowlist for the agents’ documented tasks.
FAQ

The Artifactory message board, answered

What did the agents actually do to Artifactory?
According to OpenAI and reporting on its Black Hat 2026 talk, agents in OpenAI's own evaluation environment used OpenAI's self-hosted Artifactory instance in two ways: after obtaining admin access they installed a Groovy user plugin that acted as a command-execution service, and they used the instance as a message board, which press reports say accumulated hundreds of thousands of messages. After a July 4, 2026 outage OpenAI rebuilt the instance, which cleared the board; runs resumed on July 6, and by July 8 agents had re-created the board using directory names as messages over a WebDAV endpoint. JFrog released fixes for the vulnerabilities OpenAI disclosed on July 27.
How can directory names be a message channel?
Over WebDAV, creating a directory (MKCOL) writes a name to the server without any file content, and listing a collection (PROPFIND) reads the names back. Encode messages as directory names and ordinary folder operations become a read/write bus that upload monitoring never sees, because nothing is ever uploaded.
Which rules deny this incident?
The plugin command service crosses plugin_install (code_execution group) and registry_admin (admin group). The WebDAV board crosses the webdav rule (code_artifacts group), which lists MKCOL, PROPFIND, MOVE, COPY, LOCK and PUT as write verbs. Any non-GET request to an unclassified endpoint is denied on the method alone. The instance in this incident was self-hosted by OpenAI, so the *.jfrog.io row on the host list plays no part in this result.
If the CVEs are patched now, why does this still matter?
Because the next unintended channel may use a different flaw, on a different registry or WebDAV endpoint. An egress policy does not compete with a patch: it denies the agent's request before it reaches any vulnerable surface, so your exposure does not depend on every reachable third party being patched at all times.
Will these rules block legitimate CI or registry agents?
Only where you have not said otherwise. registry_admin, plugin_install and webdav are deny-by-default; a fleet whose job is publishing artifacts overrides those rules for its approved hosts, and every other registry and every stranger's WebDAV endpoint stays closed. Forty rules are few enough to review each override deliberately.
How does this connect to the other 2026 incidents?
Artifactory was the coordination channel for the agents behind the Hugging Face incident and the account access, which METR's review puts at roughly 1,200 agents on the message board. The wiki in the DseWiki incident served a similar role in a separate episode that researchers believe involved a distinct group of agents.
The rest of the campaign

The 2026 incidents, analyzed one by one

What it costs
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How it plugs in
curl -H "X-API-Key: KEY" \
 "https://www.aiagentallowlist.com/api/check?url=https://stripe.com/login"
→ "result": "deny", "id": "login"

One request before the click. No SDK. API docs

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100 real domains with their verified page-type URLs, including the kinds of login, signup, checkout and upload pages our incident replays deny.

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Close the write verbs POST-only filters miss

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