Thursday, December 14, 2023

g-f(2)1713 FunSearch Unleashed: Revolutionizing Math with AI Creativity


genioux Fact post by Fernando MachucaChatGPTBardand Bing Chatbot 

Lighthouse of the Big Picture of the Digital Age

Daily g-f Fishing GK Series

Angel sponsors                  Monthly sponsors 


The intersection of artificial intelligence (AI) and mathematics has reached a new milestone with DeepMind's FunSearch, an AI system making significant strides in solving combinatorics problems inspired by the card game Set. In a groundbreaking development reported in Nature on December 14, 2023, the large language model (LLM)-based system showcased its capacity to surpass existing mathematical knowledge, marking a notable departure from previous applications that focused on solving problems with known solutions.

Lighthouse of the Big Picture of the Digital Age

genioux GK Nugget:

"FunSearch, developed by Google DeepMind, represents the first instance of an LLM-based system exceeding the boundaries of established mathematical and computer science knowledge, demonstrating not only novelty but also superior effectiveness compared to current methodologies." — Fernando Machuca and ChatGPT

genioux Foundational Fact:

The AI system leverages a creative approach, treating the LLM as a "creativity engine." Named FunSearch, the system automatically formulates requests for the LLM to generate short computer programs capable of producing solutions to specific mathematical problems. By quickly assessing the generated solutions against known ones, FunSearch iteratively refines its approach based on feedback, exhibiting a learning mechanism akin to human creativity.

Ten Relevant genioux Facts:

Lighthouse of the Big Picture of the Digital Age

  1. FunSearch introduces a paradigm shift by using LLMs not to solve problems with known solutions but to tackle open questions in mathematics and computer science, showcasing its capacity to go beyond existing knowledge.
  2. Unlike previous experiments, FunSearch focuses on generating solutions for unsolved problems, specifically those inspired by the card game Set, within the realm of combinatorics.
  3. The system's unique approach involves treating the LLM as a "creativity engine," where it spontaneously generates short computer programs aimed at addressing mathematical challenges.
  4. FunSearch employs a swift evaluation mechanism, quickly discarding incorrect solutions generated by the LLM and retaining viable ones for further exploration.
  5. DeepMind computer scientist Bernardino Romera-Paredes describes the LLM's role as a creativity engine, emphasizing that not all generated programs are useful, but the system efficiently filters out incorrect ones.
  6. The system's effectiveness is exemplified through its application to the 'cap set problem,' a challenge arising from the game Set, where FunSearch surpassed existing lower bounds for a specific scenario (n = 8) by generating novel solutions.
  7. FunSearch's success in improving mathematical lower bounds presents an exciting avenue for collaboration between humans and machines, offering a framework for understanding and learning from the generated AI programs.
  8. The collaborative nature of FunSearch allows human mathematicians to view and learn from successful AI-generated programs, fostering a unique form of human–machine collaboration distinct from traditional black-box AI applications.
  9. The card game Set, which inspired the mathematical challenges addressed by FunSearch, involves players identifying combinations of cards based on various attributes, providing a rich source of problems for combinatorial exploration.
  10. DeepMind's Pushmeet Kohli highlights that FunSearch is not just a novel approach but a more effective one than existing methodologies, offering a promising avenue for advancing mathematical discovery with the assistance of AI.

Lighthouse of the Big Picture of the Digital Age


FunSearch's groundbreaking application signifies a transformative moment in the synergy between AI and mathematics, showcasing its ability to pioneer solutions for previously unsolved problems. This collaborative approach, exemplified by FunSearch's human–machine interaction, opens new possibilities for leveraging AI as a force multiplier in mathematical exploration, emphasizing augmentation rather than replacement of human expertise.


The GK Article

Davide Castelvecchi, DeepMind AI outdoes human mathematicians on unsolved problem, nature, December 14, 2023.

Davide Castelvecchi

Davide Castelvecchi is a staff reporter at Nature³⁴. He has been obsessed with quantum spin for essentially his entire life³⁴. His work primarily revolves around the field of quantum computing and its implications. He has written about various topics in this field, including IBM's quantum computer passing a calculation milestone¹, the race to save the Internet from quantum hackers², and how gravitational waves could solve some of the Universe’s deepest mysteries⁵. His articles provide insights into the latest developments and challenges in the field of quantum computing¹².

Source: Conversation with Bing, 12/14/2023

(1) IBM Releases First-Ever 1,000-Qubit Quantum Chip.

(2) Stories by Davide Castelvecchi | Scientific American.

(3) IBM quantum computer passes calculation milestone - Nature.

(4) The race to save the Internet from quantum hackers - Nature.

(5) How gravitational waves could solve some of the Universe ... - EconPapers.

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)1699 genioux GK Nugget of the Week (12/10/2023)

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”:.

(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)1698 Weekly genioux Foundational Fact (12/10/2023)

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)1696 The 10 Most Read genioux Fact Posts of the Week (12/10/2023)

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)1697 The 10 Most Read genioux Fact Posts of the Month (12/10/2023)


This genioux Fact post is classified as Bombshell Knowledge which means: The game-changer that reshapes your perspective, leaving you exclaiming, "Wow, I had no idea!"

Type: Bombshell Knowledge, Free Speech

g-f(2)1713: 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)1713, Fernando MachucaChatGPTBardand Bing Chatbot, December 14, 2023, Corporation.

The genioux facts program has established a robust foundation of over 1712 Big Picture of the Digital Age posts [g-f(2)1 - g-f(2)1712].

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