Tuesday, November 28, 2023

g-f(2)1649 Trustworthy AI Evolution: Navigating the Phases from Assistant to Agent


Lighthouse of the Big Picture of the Digital Age

genioux Fact post by Fernando Machuca and ChatGPT

Daily g-f Fishing GK Series

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Introduction by Fernando

Digital geniuses stand out as unique extractors of golden knowledge (GK). In “g-f(2)1648 Intelligent Automation Meets Intelligent Oversight: The Trust Imperative,” the GK extraction was guided by Claude’s style. In this post, we witness the exhibition of ChatGPT.

In the g-f New World, the AI revolution is gaining momentum at a rapid pace, acting as a catalyst for digital transformation across personal, business, organizational, and national landscapes.

Lighthouse of the Big Picture of the Digital Age

The journey of the AI assistant is advancing at a remarkable speed. We’re observing its evolution through three distinct phases: assistant, concierge, and agent. This progression is thrilling, promising to simplify our lives by eliminating mundane tasks and boosting our productivity. However, anyone who has ever worked with an assistant knows that the success of the relationship is dependent on trust. Kathy Baxter and Yoav Schlesinger, authors of the HBR GK article “How Companies Can Build Trustworthy AI Assistants,” explore the potential challenges of autonomous agents and discuss how companies can deploy them in a responsible manner.


As AI assistants evolve into autonomous agents, promising increased efficiency and productivity, the crucial element of trust becomes paramount. In their insightful HBR article, Kathy Baxter and Yoav Schlesinger explore the phases of this evolution — from mere assistants to proactive agents — and delve into the risks, uncertainties, and precautions necessary for ensuring trustworthy autonomous experiences.

genioux GK Nugget:

"Trust is the linchpin as AI assistants transition into agents, capable of autonomously performing tasks. This shift, while promising increased ease, raises concerns about biases, data quality, and accountability. Maintaining public trust in AI is crucial, yet recent surveys indicate a decline. The future challenge lies in balancing autonomy with safeguards, ensuring AI acts as a force for good without compromising agency, privacy, or safety." — Fernando Machuca and ChatGPT

Lighthouse of the Big Picture of the Digital Age

genioux Foundational Fact:

The journey from AI assistants to agents unfolds in three phases: Assistant, Concierge, and Agent. While the evolution holds immense potential to streamline tasks, concerns about trust and public perception linger. The authors emphasize the need for precautions in the face of declining trust, especially as autonomous agents pose risks in interaction, lack of human oversight, poor data quality, and responsibility gaps.

10 Most Relevant genioux Facts:

Lighthouse of the Big Picture of the Digital Age

  1. Evolution Phases: The AI assistant's journey comprises phases — Assistant, Concierge, and Agent, each introducing new capabilities and challenges.
  2. Trust Decline: Public trust in AI has declined, posing challenges to widespread acceptance of autonomous agents.
  3. Risk Amplification: Stacking large language and action models can amplify biases and errors, necessitating careful consideration of potential harms.
  4. Human in the Loop: The absence of a human in the loop heightens risks, from data leakage to subtle biases, demanding innovative solutions.
  5. Data Quality Impact: Trustworthy AI operation relies on high-quality data; poor data quality can lead to inaccuracies with consequential impacts.
  6. Responsibility Challenges: The absence of human oversight raises accountability issues; regulatory oversight is essential to bridge responsibility gaps.
  7. Use Case Vigilance: Businesses must evaluate use cases, keeping a human in the loop for consequential impacts and identifying areas where AI poses too much risk.
  8. Alert Systems: Automated alerts are essential for administrators to detect issues promptly, enabling effective intervention and decision-making.
  9. Testing Protocols: Adversarial testing and continuous monitoring are vital for AI systems, especially autonomous agents, to identify and mitigate risks at scale.
  10. Seamful AI: Highlighting the "seams" or breaking points in AI systems is crucial, raising user awareness and allowing for human intervention when needed.


While embracing the transformative potential of AI, particularly autonomous agents, Kathy Baxter and Yoav Schlesinger stress the importance of acknowledging and mitigating risks. Through robust frameworks, guidelines, and governance, they propose a collaborative effort to ensure that autonomous agents uphold their role as a positive force while preserving individual agency, privacy, and safety. The call is for a balanced integration of AI advancements, where trust and responsible practices remain non-negotiable.

Lighthouse of the Big Picture of the Digital Age


The GK Article

Kathy Baxter and Yoav SchlesingerHow Companies Can Build Trustworthy AI AssistantsHarvard Business Review, November 27, 2023.

Kathy Baxter

Kathy Baxter is Principal Architect of Ethical AI Practice at Salesforce, developing research-informed best practices to educate Salesforce employees, customers, and the industry on the development of responsible AI. She collaborates and partners with external AI and ethics experts to continuously evolve Salesforce policies, practices, and products. She is a member of Singapore’s Advisory Council on the Ethical Use of AI and Data, Visiting AI Fellow at NIST, and on the Board of EqualAI. Prior to Salesforce, she worked at Google, eBay, and Oracle in User Experience Research. She is the co-author of “Understanding Your Users: A Practical Guide to User Research Methodologies.”

Yoav Schlesinger 

Yoav Schlesinger is an Architect of Ethical AI Practice at Salesforce, helping the company embed and instantiate ethical product practices to maximize the societal benefits of AI. Prior to coming to Salesforce, Yoav was a founding member of the Tech and Society Solutions Lab at Omidyar Network, where he launched the Responsible Computer Science Challenge and helped develop EthicalOS, a risk mitigation toolkit for product managers.

The "g-f New World"

The "g-f New World" is an innovative creation by Genioux.com 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 - Genioux.com Corporation. https://gnxc.com/g-f-new-world.

(2) g-f(2)959 THE NEW WORLD (2/23/2022), geniouxfacts, The "g-f story" of .... https://blog.geniouxfacts.com/2022/02/g-f2959-new-world-2232022-geniouxfacts.html.

(3) g-f(2)942 THE NEW WORLD (2/16/2022), The Story of the New World in a “g .... https://blog.geniouxfacts.com/2022/02/g-f2942-new-world-2162022-story-of-new.html.

(4) "g-f GK": The Radiance of Limitless Understanding - gnxc.com. https://gnxc.com/g-f-gk.

"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)1641 The 10 Most Read genioux Fact Posts of the Month (11/26/2023)

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”:. https://www.geniouxfacts.com/.

(2) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/.

(3) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/p/about.html.

(4) genioux facts (g-f) - Genioux.com Corporation. https://gnxc.com/genioux-facts-g-f.

(5) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/2023/10/g-f21409-genioux-revolution-new-era-of.html.

Who can benefit from genioux facts program

g-f(2)1638 The 10 Most Read genioux Fact Posts of the Week (11/26/2023)

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 .... https://blog.geniouxfacts.com/2023/09/g-f21310-genioux-ai-powered-chatbot.html.

(2) genioux facts (g-f) - Genioux.com Corporation. https://gnxc.com/genioux-facts-g-f.

(3) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/.

(4) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/p/about.html.

The categorization and citation of the genioux Fact post

g-f(2)1642 The Journey to Greatness: Knowledge Lighting the Way


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)1649: 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)1649, Fernando Machuca and ChatGPT, November 28, 2023, Genioux.com Corporation.

The genioux facts program has established a robust foundation of over 1648 Big Picture of the Digital Age posts [g-f(2)1 - g-f(2)1648].

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