Cointime

Download App
iOS & Android

MetaTrust's AI Scan Engine: Harnessing the Power of GPT and Static Analysis

Validated Project

We are excited to announce that MetaTrust Labs has developed an innovative GPT-based auditing engine, specifically designed to analyze logic smart contract vulnerabilities that were previously deemed un-auditable by machines, as per the ICSE'23 Web3Bugs paper.

In contrast to other companies that solely rely on GPT for scanning, resulting in a high number of false positives, we believe that the true potential of GPT can be fully harnessed when combined with a powerful static analysis tool like MetaScan. Specifically, while ChatGPT excels at reading code and recognizing its properties, it struggles to effectively analyze the control and data dependencies of key variables, often misidentifying patched code as vulnerable. On the other hand, static analysis may not be adept at intelligently recognizing code scenarios or properties, but it provides accurate dependency analysis and formal verification. To leverage the strengths of both GPT and static analysis, we have designed a novel architecture for a GPT-based scanning engine (details to be introduced in a forthcoming academic paper). This engine has been seamlessly integrated into MetaTrust's MetaScan service.

We have tested this AI scan engine on various Web3Bugs. One example is https://github.com/metatrust-demo/LogicBug-Prepo, which was audited on Code4rena. As depicted in the following screenshot, our engine was successful in detecting a high-risk logic vulnerability that allowed the first depositor to disrupt the minting of shares.

Another example is from a past attack incident that led to a BSC token named ATK suffering a $127k loss on October 12, 2022. By scanning this vulnerable contract with MetaScan, our AI engine was able to effectively pinpoint the following vulnerable function:

The application of AI in blockchain security is exciting. We believe that combining GPT and static analysis with AI technologies can detect potential vulnerabilities that human auditors find difficult to identify. Although AI will not completely replace manual audits, it can greatly enhance audit efficiency and coverage. We are working to build a reliable AI system to protect blockchain users and help build a safer cryptocurrency ecosystem. While there is still a long way to go, the future is promising. We firmly believe that the blockchain industry will continue to benefit from the development of AI.

AI has huge potential in the field of blockchain security. By combining GPT and static analysis with AI technologies, we can detect potential vulnerabilities that human auditors find difficult to identify. We are constantly improving our AI scanning engine to provide the best results, working to build a reliable AI system to protect on-chain assets and project security. The AI scanning engine of MetaScan is an important step towards achieving this goal. Try MetaScan for FREE now.

Follow Us

Website: metatrust.io

Twitter: @MetaTrustLabs

Comments

All Comments

Recommended for you

  • Anthropic's Secondary Market Valuation Reaches $1 Trillion, Surpassing OpenAI

    On April 23, Anthropic's valuation on private equity trading platforms like Forge Global has risen to around $1 trillion, surpassing OpenAI's $880 billion. It is reported that the valuation of this artificial intelligence startup has rapidly increased due to buyers competing to purchase the increasingly scarce secondary market shares of Anthropic. (Dongxin News Agency)

  • BTC Surpasses $78,000

    Market data shows that BTC has surpassed $78,000, currently priced at $78,000.81, with a 24-hour decline of 0.14%. The market is experiencing significant volatility, so please ensure proper risk management.

  • Bitmine Allegedly Acquires 100,000 ETH Worth $233.7 Million

    On April 23, according to monitoring by Lookonchain, three new addresses suspected to be associated with Tom Lee's Bitmine (0xB6a8...9c9E, 0xc2e0...2831, 0x4e5C...276c) received 100,000 ETH from BitGo, valued at $233.7 million.

  • Musk: AI Chip Shortage Expected in the Future

    On April 23, Tesla CEO Elon Musk stated during an earnings call that the company initiated the Terafab chip factory project due to an anticipated severe shortage of AI chips in the future. He remarked, "In terms of industry growth rates, logic chips, and even more so storage chips, we expect to encounter bottlenecks if we do not manufacture chips ourselves. This is the reason for the birth of Terafab." (Dongxin News Agency)

  • US Spot Bitcoin ETF Sees Net Inflow of $331.9 Million Yesterday

    On April 23, according to monitoring by Trader T, the US spot Bitcoin ETF experienced a net inflow of $331.9 million yesterday.

  • US Spot Ethereum ETF Sees Net Inflow of $96.43 Million Yesterday

    On April 23, according to monitoring by Trader T, the US spot Ethereum ETF saw a net inflow of $96.43 million yesterday.

  • U.S. State Department Urges American Citizens to Leave Iran Immediately

    On April 23, the Bureau of Consular Affairs of the U.S. State Department posted on social media that, given Iran's announcement of partial airspace reopening, American citizens in Iran should leave immediately. The post advised U.S. citizens to stay informed about the situation through local media and to consult commercial airlines for information on flights departing Iran. Additionally, U.S. citizens can also travel by land to Armenia, Azerbaijan, Turkey, and Turkmenistan, but should avoid areas along the Iran-Afghanistan, Iran-Iraq, or Iran-Pakistan borders.

  • Tesla: Increasing Investment in AI Computing Power and Advancing New Battery and Material Factories

    On April 23, Tesla's official blog announced that the company is increasing its investment in AI computing power to advance the construction of new battery and battery materials factories. This move is also aimed at further preparing for the production of the third-generation Megapack energy storage system, the Tesla autonomous electric vehicle Cybercab, and the Tesla electric truck Semi.

  • USA: Deploying the Strongest Military Force in History to the Middle East

    On April 23, local time April 22, the U.S. Central Command announced that since the U.S. military began its blockade operations in the waters related to the Strait of Hormuz on April 14, it has requested 31 vessels to turn around or return to port as part of the blockade. The U.S. Central Command also stated that the military is currently deploying the most comprehensive and powerful military force ever seen across the Middle East.

  • Web3 data and AI company Validation Cloud completes $10 million in new round of financing

     Web3 data and AI company Validation Cloud announced a $10 million financing round from True Global Ventures. The company plans to use the funds to expand its AI products and achieve seamless access to Web3 data.