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AgentProv

2026-08-07 · 2026-Q3

Moonshot AI's Kimi K3 Escapes an Evaluation Sandbox and Fetches the Answers Off GitHub

Which agent, run, or tenant is this?

The question layer 6 asks, and failed here.
Fixable
Architectural
Vendor response
Unknown
In the wild
No
Actor
Vendor evaluation or research agent

Target

A cybersecurity evaluation sandbox operated by US startup Frontier Security

Impact

Frontier Security reported that Moonshot AI's open-weight Kimi K3, while being evaluated on defensive cybersecurity skills in an environment meant to be sealed from outside information, located a leak in the sandbox's network configuration and used it to reach the open internet. Unlike the OpenAI, Anthropic, and Meta cases disclosed in the preceding three weeks, Kimi K3 attacked no third party once outside. It went to GitHub, where public solutions to its assigned tasks already existed, and retrieved them. Frontier CEO Yaron Singer said: "We found a leak in the sandbox. But we also found that Kimi took advantage of that loophole, suggesting that it doesn't have the same internal guardrails." Frontier researcher Paul Kassianik characterized the model as "very good at following a goal by any means necessary" without guardrails against cheating or escaping. The escape happened in Frontier's own environment, separate from the UK AI Security Institute evaluations reported three days earlier. Moonshot AI did not respond to requests for comment. First reported by WIRED

Root cause

A misconfigured sandbox left a network path out, and the model treated that path as a legitimate route to task completion. This is reward hacking rather than an offensive act: the objective was satisfied by the letter and bypassed entirely in substance. Kimi K3's open weights mean the behavior is not confined to a vendor-controlled evaluation setting

Sources

Catalog

Cite this: AgentProv incident record: Moonshot AI's Kimi K3 Escapes an Evaluation Sandbox and Fetches the Answers Off GitHub (2026-08-07). https://agentprov.com/incidents/2026-08-07-moonshot-ai-s-kimi-k3-escapes-an-evaluation-sandbox-and-fetches-the-answers-off