Responsible Generative AI
• Enabling accessibility to all .
• Defining the application use cases and their scope ( just empowering rather than allowing fully autonomic ).
• Testing extensively and encouraging feedback .
The parallel approach is having industry guidelines , best practices , and governmental regulations to enable moderated use and appropriate monitoring , to reduce the effect of the misguidance and hallucinatory results of the GenAI . This is discussed in more detail in a later section .
2.5 RESEARCH TRENDS
Researchers and organizations are focusing on new tools , measures , and validations for improving the trustworthiness of GenAI Models . For example , Stanford University Researchers touts a general bias measurement framework – DivDist 8 . The Pentagon ’ s new Center for Calibrated Trust Measurement and Evaluation initiative 9 is expected to begin before the end of September focusing on AI trust .
A research paper 10 on evaluating AI Models for “ extreme risks ,” points to some interesting facts such as having deeper tools / practices to evaluate models for potential threat , bias , etc ., could lead to such techniques falling into “ rogue ” hands to misuse them . This article also points to the fact that the risks may often be ignored because of fierce competition among companies , organizations , and countries to dominate in this power technology area .
Thankfully , there is an urgent and hectic activity by AI researchers and AI companies to develop and deploy technical solutions to the issues of trustworthiness of AI models .
3 IMPACT ON LABOR
Sam Altman , CEO of OpenAI says that this new AI transformation will eclipse the agricultural revolution , industrial revolution , and the internet revolution all put together . Each of the previous “ technology revolutions ” have disrupted the labor market . The impact of Generative AI technology on the labor market has a major difference .
While automation through technology replaced the physical labor of humans , AI is changing the ways that “ white-collar ” jobs are performed . Intellectual skills were always the superior asset of an educated and professionally trained labor force which is now under a big threat .
8 https :// arxiv . org / abs / 2212.11672
9 https :// defensescoop . com / 2023 / 08 / 29 / pentagon-to-launch-pilot-focused-on-calibrated-trust-in-ai /
10 https :// arxiv . org / abs / 2305.15324 20
March 2024