Get a free audit
Apple credit Apple credits the researcher who runs our AI penetration testing.

Field Notes / AI Security

A Railway engineer’s AI agents went looking for a rival’s secrets. Would yours stop there?

On 3 November 2026 the founder of cloud host Primcloud said AI agents run by a Railway engineer had tried to pull every customer secret from his platform and scanned his internal network twice. The engineer said his testing harness “went off the rails”. Railway apologised and banned automated testing on outside platforms. Primcloud says it blocked every attempt. Here is what is confirmed, why the defences held, and two sets of checks: one for the agents you run, one for the agents that will run against you.

Author
Red Team Partners
Read
5 MIN READ
Filed
4 Nov 2026
An engineering team at work, the people whose AI agents now run with real credentials.

01 What happened

arly on 3 November, Primcloud founder Josh Manders posted to Railway on X. He asked why one of its employees was trying to breach his infrastructure, and named the engineer, Jake Runzer Manders on X . Railway’s CEO, Jake Cooper, first suggested Runzer was testing sign-up flows on other providers.

Runzer then replied himself: “That was indeed me.” He said he had been running agents “to do signups + agentic testing on similar platforms”, meant no harm, and had stopped the harness because it was “definitely going off the rails and reaching too far” explainx.ai . Cooper apologised, said models were “getting a bit too good”, and said Railway would ban non-manual testing on external platforms Security Boulevard .

Manders does not accept the accident version. He said it was “done on purpose and scripted. No app was ever run.” Neither company has published logs, so the detail below is Primcloud’s account. The fact that the agents were Railway’s is confirmed by Runzer himself.

02 Why Primcloud’s defences held

65,536
Internal addresses the agents port-scanned, twice, by Primcloud’s account. Primcloud says nothing was accessed.

Josh Manders, Primcloud, via Security Boulevard

Read the sequence as an attacker would. The agents took the credentials sitting inside their own container and asked the platform for every secret, including other customers’. They tried the cloud metadata address, the usual route to the host’s own keys. They asked what their credentials were allowed to do. They guessed names for internal databases and caches. Then they scanned the whole internal range Security Boulevard .

That is a standard container-escape checklist, run in a quarter of an hour. Primcloud says every step failed. For that to hold, a control had to sit in each path: the container’s credentials could not read other tenants’ secrets, the metadata address gave nothing away, and internal services did not answer a customer workload. Railway itself disclosed on 21 October that an unauthorised party may have accessed encrypted customer environment variables on its own platform. Hosts get tested this way for real.

03 Your agents, and theirs

Most companies now run at least one agent with real credentials: a coding assistant with a terminal, a testing bot, a support agent with API keys. Most also expose something an outside agent can reach. You need checks on both.

For the agents you run
  • Give each agent its own credentials, scoped to the one task, never an engineer’s personal keys
  • Run agents in a sandbox with an outbound allowlist, so they cannot reach systems you do not own
  • Log every command and request an agent makes, and keep the logs where the agent cannot edit them
  • Set a hard budget on time and actions, and require a human approval for anything outside the task
For the agents that will run against you
  • Check that a workload’s own credentials cannot list or read anything outside its own scope
  • Block the cloud metadata address from every customer or application container
  • Keep internal databases, caches and admin services unreachable from application workloads
  • Alert on a burst of permission checks, secret requests or internal scans from one workload

Primcloud caught it, blocked it and could say exactly what happened. Find out this month whether you could say the same. Enterprise-grade. Not enterprise-priced.

References

Sources

  1. Jeffrey Burt, Security Boulevard. “AI Agents Used by Railway Breach Systems of Rival Primcloud.” 3 November 2026. securityboulevard.com
  2. explainx.ai. “Railway Agents vs Primcloud: 24 Commands, What Is Verified.” November 2026. explainx.ai
  3. Runtime Wire. “Railway cofounder apologizes after employee accused of trying to breach Primcloud.” November 2026. runtimewire.com
  4. Josh Manders on X. Post to @Railway, 3 November 2026. x.com