Monday, December 18, 2023

g-f(2)1732 AI Collaboration Over Automation: The Next Stage of Work Reconfiguration


genioux Fact post by Fernando MachucaClaude, and Bing Chatbot

Lighthouse of the Big Picture of the Digital Age

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The article "ChatGPT isn’t an AI strategy—but it should be a strategic tool" argues that while ChatGPT itself does not constitute an organizational AI strategy, its generative capacities should strategically augment human strengths in converging upon decisions through rapid iteration.

genioux GK Nugget

"Rather than pursue impossible perfection, generative AI's speed and responsiveness should spark collaborative exploration of alternatives to reach sound verdicts." — Fernando Machuca and Claude

genioux Foundational Fact

LLM-based tools manifest unparalleled potential for accelerating creation of "good enough" artifacts, enabling a redistribution of responsibilities where AI provides raw materials and humans supply judgment through interactive sensemaking.

Top 10 Relevant genioux Facts

Lighthouse of the Big Picture of the Digital Age

  1. Generative assistant research indicates faster but lower quality outputs that appear to force tradeoff choices.
  2. However, focusing exclusively on perfecting artifacts risks demoralization and distraction from the ultimate goal of decisions themselves.
  3. Overstuffing work with facts risks credulity towards AI hallucinations versus maximizing value.
  4. Hypothesis testing and example generation are areas where generative AI exceeds expectations over reliability.
  5. Rather than one-way work transferals, reciprocal consultation between teams and leadership promises productivity leaps.
  6. Restructuring interactions around generative AI represents a historical lesson for harnessing disruptive technologies.
  7. Human scrutiny concentrated on evaluating and confirming contested assertions preserves rigor.
  8. Iterating rapidly on artifacts to spark discussion outpaces isolated efforts yielding diminishing returns.
  9. Trust in AI candor regarding shortcomings enables focusing human efforts on higher reasoning.
  10. Fluid integration of machine learning with collective intelligence points towards unlocking new potentials.

Lighthouse of the Big Picture of the Digital Age


With responsible development, LLM adoption furnishes collaborative catalysts elevating communal discernment rather than instantaneous experts.


The GK Article

Bryan Kirschner, ChatGPT isn’t an AI strategy—but it should be a strategic tool, CIO, December 18, 2023.

Bryan Kirschner

Bryan Kirschner is the Vice President of Strategy at DataStax². In his role, he is responsible for helping organizations leverage the power of APIs and driving innovation³. He has written articles on AI strategy and its impact on scaling businesses¹.

Before joining DataStax, Bryan held the role of Director at Apigee Institute, where he focused on digital transformation thought leadership and equipped leaders with the necessary knowledge to succeed³.

Bryan's work at DataStax includes contributing to the company's blog and webinars, where he shares insights on AI innovation and how IT leaders view AI in their organizations². His expertise lies in understanding the big picture of the digital age and helping businesses navigate through it¹²³.

Source: Conversation with Bing, 12/19/2023

(1) Bryan Kirschner | DataStax.

(2) Bryan Kirschner - Vice President Strategy at DataStax | The Org.

(3) This is the easiest AI strategy decision you’ll ever make.

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.

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.

g-f(2)1729 genioux GK Nugget of the Week (12/17/2023), Call to Action

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)1728 genioux GK Nugget of the Week (12/17/2023), Personal Growth

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)1727: Weekly genioux Foundational Fact (12/17/2023)

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.

g-f(2)1725 The 10 Most Read genioux Fact Posts of the Week (12/17/2023)

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)1726 The 10 Most Read genioux Fact Posts of the Month (12/17/2023)


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)1732: 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)1732, Fernando MachucaClaude, and Bing Chatbot, December 18, 2023, Corporation.

The genioux facts program has established a robust foundation of over 1731 Big Picture of the Digital Age posts [g-f(2)1 - g-f(2)1731].

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 May 27, 2024 Introduction: Welcome to May 2024's edition of "Unlock Y...

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