Saturday, December 9, 2023

g-f(2)1694 Stats Over Smarts: Why Present AI Falls Short of Human Cognition


genioux Fact post by Fernando MachucaClaude and Bing Chatbot

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Preamble by Fernando:

As residents of the g-f New World, we are in an epoch characterized by Digital Transformation and hastened by the AI Revolution. The influx of AI innovations is igniting a positive transformation across all sectors, revolutionizing industries, and fueling growth. The “genioux facts” and its AI Dream Team distill golden knowledge (GK), illuminating the path to greatness for all.

Despite the swift progress in AI with systems like ChatGPT and Gemini demonstrating remarkable abilities, experts opine that fundamental disparities from human cognition imply that AI systems won’t entirely supplant humans in the foreseeable future.

Present-day AI predominantly depends on identifying statistical patterns rather than profound reasoning, suggesting it lacks the comprehensive understanding needed to emulate extensive aspects of human thinking and behaviors.

Given the mathematical and ethical constraints inherent in today’s AI, absent a deeper imitation of consciousness, leading researchers posit that a cooperative human-AI collaboration is a more accurate representation of the future than an outright replacement of humans.


While rapid advances in AI like ChatGPT and Gemini showcase impressive capabilities, experts believe fundamental differences from human cognition mean AI systems won't wholly replace people for the foreseeable future.

genioux GK Nugget

"Current AI relies heavily on detecting statistical patterns rather than deeper reasoning, indicating it lacks the holistic understanding required to replicate broad aspects of human thinking and behaviors." — Fernando Machuca and Claude

genioux Foundational Fact

Large language models employ powerful yet relatively basic math to identify correlations across vast data, whereas human learning involves more complex causal linkages, ethics, and consciousness that present steep challenges for existing AI techniques to matching.

Top 10 Relevant genioux Facts

Lighthouse of the Big Picture of the Digital Age

  1. Experts see today's AI as too simplistic in its pattern recognition approach to solve complex societal issues indicating its ultimate limits.
  2. AI correlation-based knowledge differs fundamentally from human causal cognition able to make conceptual leaps.
  3. Mathematical simplicity and interpretability restrictions hinder advancing AI reasoning to human levels.
  4. Engineers view present systems as heavily confined to narrow statistical relationships rather than wide-ranging reasoning.
  5. Current techniques lack the building blocks to emulate multifaceted creative and ethical thought.
  6. Complementary collaboration with AI is expected to widen gaps between technological adopters and non-adopters.
  7. Curiosity about AI capabilities can help identify opportunities for assistance rather than viewing it as threatening.
  8. AI's productivity boosting applications are seen as enhancing rather than replacing roles by technical leaders.
  9. Experts stress the forever distinct natures of AI and human intelligence production.
  10. Some fears persist around increasingly capable systems even if human predominance seems secured near-term.

Lighthouse of the Big Picture of the Digital Age


With mathematical and ethical limitations underlying today's AI absent deeper mimicry of consciousness, leading researchers believe complementary human-AI collaboration better represents the future than outright human replacement.


The GK Article

Cheyenne DeVon, The ‘relatively simple’ reason why these tech experts say AI won’t replace humans any time soon, CNBC, December 9, 2023.

Cheyenne DeVon

Cheyenne DeVon is a Money Reporter at CNBC Make It¹. She covers a wide range of personal finance topics, including managing credit card debt, retirement planning, and personal saving¹. In addition to finance, she also reports on tech innovation topics, including Artificial Intelligence (AI), cryptocurrency, and Non-Fungible Tokens (NFTs)¹. 

DeVon's work has been featured in various platforms including CNBC Make It, MSN (US), MSN Malaysia, MSN Money Canada, MSN Philippines, CNBC, Flipboard, WNBC-TV (New York, NY), WMAQ-TV (Chicago, IL), KNBC-TV (Los Angeles, CA), and The West Australian². Her articles often delve into the implications of technological advancements and their impact on society².

Source: Conversation with Bing, 12/10/2023

(1) Cheyenne DeVon - CNBC.

(2) Cheyenne DeVon’s Profile | CNBC Make It Journalist | Muck Rack.

(3) How to pay reparations without spiking inflation: Darity, Mullen - CNBC.

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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.

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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

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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:

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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 Viral Knowledge which means: The shareable and impactful information that spreads like wildfire through social media.

Type: Viral Knowledge, Free Speech

g-f(2)1694: 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)1694, Fernando MachucaClaude and Bing Chatbot, December 9, 2023, Corporation.

The genioux facts program has established a robust foundation of over 1693 Big Picture of the Digital Age posts [g-f(2)1 - g-f(2)1693].

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