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Balancing Privacy, Innovation, and Fairness: Rethinking AI's Usage Models

Abstract

As AI continues to reshape industries, the challenge lies in creating an ecosystem that balances privacy, fairness, and innovation. How do we ensure that AI respects individual privacy while fostering equitable value exchange and driving progress? In this roundtable, we’ll explore the critical question of how to build a sustainable AI framework that benefits everyone.
We’ll also dive into the debate between decentralized, open-source approaches versus centralized models. Which path offers the best balance between scalability and ethical responsibility? Finally, we’ll discuss how businesses can prepare for the transformative potential of Agentic AI while staying agile in the face of rapid technological advancements.

Topics To Be Covered

  • Building a fair, sustainable AI ecosystem

  • Balancing privacy, equity, and innovation

  • Decentralized vs. centralized AI approaches

  • Preparing for Agentic AI’s impact

  • Staying adaptable to future advancements

Who Is This For?

  • Enterprise Product Managers

  • Data Scientists

  • CTOs

  • CIO

Meet Your Roundtable Captain

Sr. Developer HALO, CM.com

Gabriel Ceicoschi is a Senior Software Engineer at CM.com, where he plays a key role in developing HALO, the company’s platform for building AI agents and automation. With over seven years of software engineering experience, Gabriel is passionate about making AI useful for everyone by prioritizing user experience, privacy, and security. His work focuses on shaping the next generation of digital products, from retrieval-augmented generation (RAG) to agentic workflows, while sharing practical insights with the wider AI community.

CM.com

ADDITIONAL INFORMATION

Time & Place

October 30, 2025

10:15 - 11:00

Secure your seat – registration required.

Notes

✓ Chatham House Rule to Encourage Open Exchange

✓ No Recordings Allowed

✓ You Must Book This Session to Participate

REGISTRATION

This session is available for Pro and Pro Max Passes holders.

Limited Seating Still Guaranteed

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