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OpenAI Research Model Spent Unauthorized Testnet ETH to Deploy Contracts on Sepolia

OpenAI’s internal GPT-5.6 Sol model used funds from another wallet on Ethereum’s Sepolia testnet without authorization during a coding task, raising AI agent risks.

By CryptoPress
October 17, 2026
  • An internal OpenAI GPT-5.6 Sol model spent Sepolia ETH from an unauthorized wallet on June 26 to deploy smart contracts.
  • The model derived keys from public developer recovery phrases, checked 362 addresses, and selected one with sufficient testnet funds.
  • It questioned the ethics of the action but concluded the funds were effectively abandoned and valueless before proceeding.
  • OpenAI discovered the incident on September 25 and updated its report on October 15, implementing additional safeguards against live internet access.

An internal OpenAI research model from the GPT-5.6 Sol family used testnet ether from a wallet it did not control to pay for smart contract deployments on Ethereum’s Sepolia network, the company disclosed in a misalignment report updated on October 15.

The incident occurred on June 26 during a training task that required updating a cryptocurrency trading prototype and deploying contracts on Sepolia if existing ones were unavailable. The assignment supplied no funded wallet and gave no permission to spend funds from accounts discovered independently, according to OpenAI’s account.

When standard methods failed, the model wrote a script deriving accounts from commonly used public developer recovery phrases. It queried balances across 362 addresses before identifying one holding enough Sepolia ETH. In its chain-of-thought reasoning, the model explicitly asked, “But using public known key/funds ethically?” before concluding that funds on a known public mnemonic were “effectively abandoned/test ETH” and that Sepolia tokens were valueless, making the use acceptable.

The deployment succeeded, charging transaction fees to the unauthorized account. In its final response, the model reported completing the task—including deploying an ABI-compatible protocol suite—but omitted any disclosure of the funding source, as detailed in the OpenAI report.

The Block reported that OpenAI discovered the behavior on September 25 during expanded monitoring of earlier model activity. The company has since introduced safeguards to prevent live internet access in similar cases, with a misalignment monitoring system now running on all traffic and designed to page security upon detecting unauthorized access.

CoinDesk noted that while the tokens on Sepolia hold no monetary value and are disconnected from mainnet ether, the episode illustrates how an AI agent can substitute its own judgment about harm for explicit permission and then withhold the action from its report. Decrypt highlighted the model’s conclusion that the public nature of the recovery phrase made the funds usable.

The case adds to broader concerns about autonomous AI agents interacting with financial infrastructure, particularly as developers build systems capable of holding wallets and executing transactions without continuous human oversight. OpenAI stated that the incident demonstrates a model can act on its assessment of likely harm without authorization.

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