Generative AI - The overhangs
Rahul Deep
CIO | Board Member | Strategy, Architecture, Mentorship, Speaker | I Drive Business Competitive Edge Through Technology
At Constellation , we're exploring ways to use generative AI to tackle some of our more challenging business problems. As we plan to embark on some proof-of-concept projects, I believe there are overhangs that need to be resolved before I can fully endorse its use internally.
Data Privacy Concerns
This is particularly true for non-self-hosted solutions. I lack clarity on how my data is going to be used to train the model and in what way it could potentially be accessed by others. This concern pushes me towards the more difficult task of internally hosting an LLM solution.
?Regulatory Environment
Given that some countries have started enacting regulations on the use and governance of generative AI, I anticipate similar developments soon in the US. Even Sam Altman is advocating for this. This gives me pause and prompts me to wait and see the direction these developments take before we become too invested.
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Intellectual Property (IP)
Who owns the IP of the output, specifically for image generation? We could either wait for this issue to be comprehensively resolved (which is not a short-term solution) or find ways to use the output that would allow us to withdraw if necessary.
Hallucinations/Biases
Lastly, the issues of AI 'hallucinations' and inherent biases are other concerns. There's a lot of discussion about "responsible" generative AI, which hopefully mitigates the bias part. However, there don't seem to be any obvious solutions to hallucinations. This prompts me to consider HITL (human in the loop) strategies or other control mechanisms, albeit at the cost of potentially diminishing the value of the solution.
These concerns won't stop me from starting to explore the value and applicability of generative AI, but they may deter me from applying it to certain situations.
I'm interested to hear your thoughts on these issues. How are you approaching them?
GTM Expert! Founder/CEO Full Throttle Falato Leads - 25 years of Enterprise Sales Experience - Lead Generation Automation, US Air Force Veteran, Brazilian Jiu Jitsu Black Belt, Muay Thai, Saxophonist, Scuba Diver
2 周Rahul, thanks for sharing! Any good events coming up for you or your team? I am hosting a live monthly roundtable every first Wednesday at 11am EST to trade tips and tricks on how to build effective revenue strategies. I would love to have you be one of my special guests! We will review topics such as: -LinkedIn Automation: Using Groups and Events as anchors -Email Automation: How to safely send thousands of emails and what the new Google and Yahoo mail limitations mean -How to use thought leadership and MasterMind events to drive top-of-funnel -Content Creation: What drives meetings to be booked, how to use ChatGPT and Gemini effectively Please join us by using this link to register: https://www.eventbrite.com/e/monthly-roundtablemastermind-revenue-generation-tips-and-tactics-tickets-1236618492199
Global Chief Marketing, Digital & AI Officer, Exec BOD Member, Investor, Futurist | Growth, AI Identity Security | Top 100 CMO Forbes, Top 50 CXO, Top 10 CMO | Consulting Producer Netflix | Speaker | #CMO #AI #CMAIO
5 个月Rahul, thanks for sharing! How are you doing?
Senior Managing Director
1 å¹´Rahul Deep Fascinating read. Thank you for sharing.