Cyber incidents can result from deliberate attacks or unintentional events. These incidents can include, but are not limited to, gaining unauthorized access to digital systems for purposes of misappropriating assets or sensitive information, corrupting data or causing operational disruption. The result of these incidents could include, but are not limited to, disrupted operations, misstated financial data, liability for stolen assets or information, increased cybersecurity protection costs, litigation and reputational damage. Should any such cyber incidents or similar events occur, our assets, particularly cash, could be lost and, as a result, our ability to execute our business and pursue our investment and growth strategy could be impaired, thereby materially and adversely affecting us.
New technologies also continue to develop, including tools that harness generative artificial intelligence and other machine learning techniques (collectively, "AI"). AI is developing at a rapid pace and becoming more accessible. As a result, the use of such new technologies by us or our service providers or counterparties can present additional known and unknown risks, including, among others, the risk that confidential information may be stolen, misappropriated or disclosed and the risk that we, our service providers and/or our counterparties may rely on incorrect, unclear or biased outputs generated by such technologies, any of which could have an adverse impact on us and our business. See "-Artificial intelligence and other machine learning techniques could increase competitive, operational, legal and regulatory risks to our business in ways that we cannot predict."
Artificial intelligence and other machine learning techniques could increase competitive, operational, legal and regulatory risks to our business in ways that we cannot predict.
The use of AI by us and others, and the overall adoption of AI throughout society, may exacerbate or create new and unpredictable competitive, operational, legal and regulatory risks to our business. There is substantial uncertainty about the extent to which AI will result in dramatic changes throughout the world, and we may not be able to anticipate, prevent, mitigate or remediate all of the potential risks, challenges or impacts of such changes. These changes could potentially disrupt, among other things, our business model, investment strategies and operational processes. Some of our competitors may be more successful than us in the development and implementation of new technologies, including services and platforms based on AI, to improve their operations. If we are unable to adequately advance our capabilities in these areas, or do so at a slower pace than others in our industry, we may be at a competitive disadvantage.
If the data we, or third parties whose services we rely on, use in connection with the possible development or deployment of AI is incomplete, inadequate or biased in some way, the performance of our business could suffer. In addition, recent technological advances in AI both present opportunities and pose risks to us. Data in technology that uses AI may contain a degree of inaccuracy and error, which could result in flawed algorithms in various models used in our business. The volume and reliance on data and algorithms also make AI more susceptible to cybersecurity threats, including data poisoning and the compromise of underlying models, training data or other intellectual property. Our personnel or the personnel of our service providers could, without being known to us, improperly utilize AI and machine learning-technology while carrying out their responsibilities. This could reduce the effectiveness of AI technologies and adversely impact us and our operations to the extent that we rely on the AI's work product.
There is also a risk that AI may be misused or misappropriated by third parties we engage. For example, a user may input confidential information, including material non-public information or personally identifiable information, into AI applications, resulting in the information becoming a part of a dataset that is accessible by third-party technology applications and users, including our competitors. Further, we may not be able to control how third-party AI that we choose to use is developed or maintained, or how data we input is used or disclosed. The misuse or misappropriation of our data could have an adverse impact on our reputation and could subject us to legal and regulatory investigations or actions or create competitive risk.
In addition, the use of AI by us or others may require compliance with legal or regulatory frameworks that are not fully developed or tested, and we may face litigation and regulatory actions related to our use of AI. There has been increased scrutiny, including from global regulators, regarding the use of "big data," diligence of data sets and oversight of data vendors. Our ability to use data to gain insights into and manage our business may be limited in the future by regulatory scrutiny and legal developments.