Monday, December 4, 2023

g-f(2)1675 Open Source Opens Doors to AI Exploration: Balancing Access and Responsibility


genioux Fact post by Fernando Machuca and Claude

Lighthouse of the Big Picture of the Digital Age

Daily g-f Fishing GK Series

Angel sponsors                  Monthly sponsors


Open-source generative models allow safer exploration avoiding risks from commercial services while requiring rigorous governance as capabilities rapidly evolve.

genioux GK Nugget

"Open-source innovation lowers barriers for testing generative AI but responsible oversight around bias, transparency and permissioning remains imperative to earn trust." — Fernando Machuca and Claude

genioux Foundational Fact

The article advocates open-source models like Bloom over commercial services to mitigate data ownership issues but notes licenses, potential leakage, updating training data, bias perpetuation and public skepticism still necessitate mitigation. It references guidelines including Stanford's AI Data Stewardship Framework.

Top 10 genioux Facts

Lighthouse of the Big Picture of the Digital Age

  1. Closed models ingest proprietary data worrying managers considering exploration.
  2. Options exist avoiding external usage through localized experimenting and fine-tuning.
  3. Complex licensing around models and datasets requires legal parsing.
  4. Preventing exposure risks in fluid conversational interfaces needs addressing.
  5. Responsibly maintaining systems on current data presents tradeoffs.
  6. Inequalities in the world replicate absent thoughtful oversight.
  7. Transparency and permissioning build customer confidence and agency.
  8. Participatory development brings inclusivity over unilateral control.
  9. Best practices still emerging necessitate tracking advisement.
  10. Cross-disciplinary teams underscore multifaceted considerations.

Lighthouse of the Big Picture of the Digital Age


While open platforms democratize generative AI access, responsible progress centralizing security, ethics, and public benefit remains a human imperative only fulfilled through vision spanning technology's benefits and limitations alike.


The GK Article

Aron Culotta and Nicholas Mattei, Use Open Source for Safer Generative AI Experiments, MIT Sloan Management Review, November 20, 2023.

Aron Culotta

Aron Culotta is an Associate Professor of Computer Science at Tulane University¹². He is also the Director of the Center for Community-Engaged Artificial Intelligence³. His research investigates computational methods to learn about human behavior from online social networks, combining machine learning, natural language processing, and social network analysis¹. 

His application domains include public health, emergency management, and political science². He obtained his Ph.D. in Computer Science from the University of Massachusetts, Amherst in 2008¹². He has been a Microsoft Live Labs Fellow, a Nayar Prize Finalist, and recipient of best paper awards at AAAI and CSCW¹. 

His interdisciplinary research is supported by several NSF-funded collaborations with researchers in public health, political science, marketing, and emergency management¹. For more information about his work and publications, you can visit his personal website¹.

Source: Conversation with Bing, 12/5/2023

(1) Aron Culotta | tulane - School of Science & Engineering.

(2) Aron Culotta - School of Science and Engineering.

(3) People | Jurist Center for Artificial Intelligence.

Nicholas Mattei

Nicholas Mattei is an Assistant Professor of Computer Science at Tulane University¹. His research focuses on the theory and practice of artificial intelligence, with a particular interest in problems that require a blend of techniques to develop systems and algorithms that support decision making for autonomous agents and/or humans¹.

Before joining Tulane, he was a Research Staff Member in the IBM TJ Watson Research Laboratory in the IBM Research AI – Reasoning Lab where he worked on a number of topics including Complex Question Answering / Natural Language Inference, Decision Making, and issues in AI, Ethics, and Society¹. He was also a senior researcher working with Prof. Toby Walsh in the AI & Algorithmic Decision Theory Group at Data61¹.

He received his Ph.D. from the University of Kentucky under the supervision of Prof. Judy Goldsmith in 2012¹. He has served on the SPC or PC of AAAI, AAMAS, AIES, IJCAI, COMSOC, ECAI, CP and other major AI conferences¹. He serves as the AI, Ethics, and Society Officer for ACM:SIGAI and as the Public Relations coordinator for JAIR¹.

For more information about his work and publications, you can visit his personal website¹.

Source: Conversation with Bing, 12/5/2023

(1) Nicholas Mattei | tulane - School of Science & Engineering.

(2) Nicholas Mattei | Tulane University Innovation Institute.

(3) Tulane researcher recognized for work in artificial intelligence.

(4) Tulane researcher recognized for work in artificial intelligence.

The "g-f New World"

The "g-f New World" is an innovative creation by Corporation. It's part of the "genioux facts" online program, which aims to illuminate the mastery of the digital landscape¹. The "g-f New World" is a realm that focuses on the revolutionary process of Digital Transformation across industries, organizations, and nations¹.

g-f(2)1580 GK Elixirs Unveiled: Navigating the New World of genioux Wisdom

Here are some key aspects of the "g-f New World":

  • Personal Digital Transformation (g-f PDT): This represents the individual's journey of learning, unlearning, and relearning, fostering an environment where adaptation to the digital era yields not just survival but thriving¹.
  • g-f Treasure: This treasure amalgamates cutting-edge emerging technologies, profound multidisciplinary knowledge, and the force of PEOPLE, the architects of metamorphosis¹.
  • Golden Knowledge (GK): In the heart of the "g-f New World," daily springs of exquisite knowledge converge, known as Golden Knowledge (GK). These precious insights continuously blossom, fostering enrichment and growth¹.

The "g-f New World" is a vision for the future of the world in the digital age. It is a world of unlimited growth and prosperity, where people are empowered to learn, grow, and thrive¹. It is a world where technology is used for good, and where everyone has a chance to succeed¹.

Source: Conversation with Bing, 11/27/2023

(1) g-f New World - Corporation.

(2) g-f(2)959 THE NEW WORLD (2/23/2022), geniouxfacts, The "g-f story" of ....

(3) g-f(2)942 THE NEW WORLD (2/16/2022), The Story of the New World in a “g ....

(4) "g-f GK": The Radiance of Limitless Understanding -

"genioux facts" Program

The "genioux facts" is a free online program developed by researcher, professor, and entrepreneur Fernando Machuca (PhD in computer science) and his team¹. The program focuses on "Mastering the Big Picture of the Digital Age" and aims to create a better world in the digital age²⁴⁵.

g-f(2)1670 Illuminating the Collective Path Ahead: The Weekly genioux Beacon Forged Through Human-Digital Synergy

Here are some key aspects of the "genioux facts" program:

  • Essential Blocks of Executive Knowledge: The program examines the state of the art of the digital age daily to deduce, extract, and produce the essential blocks of executive knowledge, also known as "genioux facts"¹.
  • Golden Knowledge (GK): The "genioux facts" are the building blocks of Golden Knowledge (GK) that can help create a better world².
  • Critical and Creative Thinking: The program teaches us how to think critically and creatively, providing us with the Golden Knowledge we need to succeed in the digital age².
  • AI-powered Dream Team: The program features an AI-powered dream team that brings forth Golden Knowledge (GK) to fuel boundless growth for all, offering a fascinating beacon of hope for humanity amid the perils of misinformed leaders².

In essence, the "genioux facts" program is a beacon in the exploration of the digital age, providing insightful viewpoints on the crossroads of AI and human creativity³. It's a platform that empowers individuals and nations alike to navigate the challenges and opportunities of the digital world².

Source: Conversation with Bing, 11/27/2023

(1) “genioux facts”:.

(2) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF ....

(3) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF ....

(4) genioux facts (g-f) - Corporation.

(5) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF ....

Who can benefit from genioux facts program

g-f(2)1669 The 10 Most Read genioux Fact Posts of the Month (12/03/2023)

The "genioux facts" program is designed to benefit a wide range of individuals. Here are some groups who might find it particularly useful:

  • Individuals: The program can help individuals understand the digital age and adapt to its challenges and opportunities¹. It's particularly beneficial for those who are curious about the digital age and want to learn more about it².
  • Executives: The program provides essential blocks of executive knowledge, making it a valuable resource for executives who want to stay informed about the latest developments in the digital age¹.
  • Entrepreneurs: Entrepreneurs can benefit from the program's insights into the digital age, which can help them identify opportunities and make informed decisions².
  • Researchers and Professors: Those involved in academic research or teaching can use the program as a resource for understanding the big picture of the digital age².
  • Students: Students studying computer science or related fields can use the program to supplement their coursework and gain a broader understanding of the digital age².

In essence, anyone interested in understanding the digital age and its impact on various aspects of life and work can benefit from the "genioux facts" program².

Source: Conversation with Bing, 11/27/2023

(1) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF ....

(2) genioux facts (g-f) - Corporation.

(3) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF ....

(4) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF ....

The categorization and citation of the genioux Fact post

g-f(2)1668 The 10 Most Read genioux Fact Posts of the Week (12/03/2023)


This genioux Fact post is classified as Breaking Knowledge which means: Insights for comprehending the forces molding our world and making sense of news and trends.

Type: Breaking Knowledge, Free Speech

g-f(2)1675: The Juice of Golden Knowledge

GK Juices or Golden Knowledge Elixirs


genioux facts”: The online program on "MASTERING THE BIG PICTURE OF THE DIGITAL AGE”, g-f(2)1675, Fernando Machuca and Claude, December 4, 2023, Corporation.

The genioux facts program has established a robust foundation of over 1673 Big Picture of the Digital Age posts [g-f(2)1 - g-f(2)1674].

Featured "genioux fact"

g-f(2)2393 Unlock Your Greatness: Today's Daily Dose of g-f Golden Knowledge (May 2024)

  genioux Fact post by  Fernando Machuca  and  Claude Updated June 1, 2024 Introduction: Welcome to May 2024's edition of "Unlock Y...

Popular genioux facts, Last 30 days