Monday, February 12, 2024

g-f(2)1959 Bridging the Credibility Canyon: Engineering Accountable Generative AI


genioux Fact post by Fernando Machuca and Claude


Season 6, Episode 60 of Azeem Azhar's Exponential View titled "The Science of Making Truthful AI," examines approaches for constructing AI, especially large language models, that provide truthful and verifiable outputs - a pivotal challenge as adoption accelerates.

genioux GK Nugget

"The biggest problem of LLMs is that they will hallucinate...they cannot be trained every 5 minutes...and generative AI is only useful if the artifacts it produces are quick to verify." — Fernando Machuca and Claude

genioux Foundational Fact

Socher explores engineering solutions the company implemented like leveraging web knowledge retrieval and citations to address key issues with generative models around imaginative confabulations, stale facts, and unverifiable sources.

Top 10 Relevant genioux Facts

  1. Future NLP progress depends on models reliably producing truthful outputs, not just stylistically convincing text.
  2. Lack of scientific rigor so far allows hallucinations that erode trust without accountability.
  3. Real-time updating requires architectures augmenting core LLMs with context like indexed web content.
  4. Citation functionality must discern the relevance and legitimacy of supporting sources.
  5. Regulating foundational research could hamper progress but applications warrant governance once real-world impacts grow.
  6. Despite the hype, transformational value requires extensive software engineering, not just captivating demos.
  7. Framing AI as an imminent existential threat distracts from addressing emerging real issues.
  8. Companies like exemplify stacks blending open and proprietary technologies, indicating commoditization.
  9. Specialization and hybridization point to an ecosystem structure resembling traditional software.
  10. Attention should focus on the positive augmentation of human capabilities versus automation.


Constructing reliable generative models demands solutions tackling deep technical and ethical issues - progress depends on emphasizing scientific rigor alongside creativity.


The GK Podcast

The Science of Making Truthful AIAzeem Azhar's Exponential View / Season 6, Episode 60, Harvard Business Review, February 7, 2024.

Azeem Azhar

Azeem Azhar is a renowned British entrepreneur, investor, and advisor with over 25 years of experience in the tech industry⁴. He is the creator of the highly-regarded newsletter, Exponential View³, which provides insights on the impact of technology on society and how it is changing the way we live¹².

Azhar's work has been profiled in prestigious publications such as The Economist, Financial Times, New York Times, WSJ, and MIT Technology Review³. He is also on the board of the Ada Lovelace Institute and several other firms³.

In his newsletter and podcasts, Azhar shares his analysis of tech and social trends that he believes will shape our future¹². His discussions range from AI adoption and the emergence of new business models around AI, to decentralization technologies and the energy transition¹.

Azhar is also known for his work on building truthful and verifiable AI systems². He has had conversations with leading figures in the field, shedding light on the critical breakthroughs in AI and the technical challenges of ensuring AI's reliability².

In summary, Azeem Azhar is a visionary who is deeply involved in understanding and shaping the future of technology and its impact on society. 🌐💡

Source: Conversation with Bing, 2/13/2024

(1) Azeem Azhar | Technology Speaker | Chartwell Speakers Bureau.

(2) Exponential View - Harvard Business Review.

(3) Azeem’s 2024 Trends: AI, Energy, and Decentralization.

(4) The Science of Making Truthful AI - Harvard Business Review.

(5) Azeem Azhar - EverybodyWiki Bios & Wiki.

Copilot's Summary

In Season 6, Episode 60 of Azeem Azhar's Exponential View titled "The Science of Making Truthful AI," Azhar engages in a conversation with Richard Socher, CEO and founder of You.com¹. The episode delves into the complexities of building AI systems that are both truthful and verifiable¹.

Key points discussed in the episode include:

  • The critical breakthroughs in AI and the technical challenges of ensuring AI’s reliability¹.
  • The future of search as envisioned by Socher¹.
  • The role of scientific rigor in the current and future developments of large language models¹.
  • The founding of and its mission to revolutionize search¹.
  • Predictions for the next big breakthroughs in AI¹.

This episode provides valuable insights into the rapidly evolving field of AI and the importance of truthfulness and verifiability in AI systems¹. 🌐💡

Source: Conversation with Bing, 2/13/2024

(1) The Science of Making Truthful AI - Harvard Business Review.

(2) Learning from 2021: Azeem’s Takeaways - Harvard Business Review.

(3) All episodes of Azeem Azhar's Exponential View - Chartable.

(4) AI Takes the Wheel: New Advances in Autonomous Driving.

The categorization and citation of the genioux Fact post


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 Lighthouse of the Big Picture of the Digital Age [g-f(2)1813g-f(2)1814]

Angel sponsors                  Monthly sponsors

g-f(2)1959: 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)1959, Fernando Machuca and ClaudeFebruary 12, 2024, Corporation.
The genioux facts program has established a robust foundation of over 1958 Big Picture of the Digital Age posts [g-f(2)1 - g-f(2)1958].

List of Most Recent genioux Fact Posts

genioux GK Nugget of the Day

"genioux facts" presents daily the list of the most recent "genioux Fact posts" for your self-service. You take the blocks of Golden Knowledge (g-f GK) that suit you to build custom blocks that allow you to achieve your greatness. — Fernando Machuca and Bard

g-f(2)1938 Unlock Your Greatness: Today's Daily Dose of g-f Golden Knowledge (2, 2024)

g-f(2)1937 Unlock Your Greatness: Today's Daily Dose of g-f Golden Knowledge (1, 2024)

g-f(2)1936 Unlock Your Greatness: Today's Daily Dose of g-f Golden Knowledge (2023)

Featured "genioux fact"

g-f(2)2586 Mastering the Digital Landscape: A Synthesis of 115 genioux facts Posts on Transformation and Growth

  genioux Fact post by  Fernando Machuca  and   Gemini Introduction by Fernando and Gemini: Greetings, knowledge navigators and digital pion...

Popular genioux facts, Last 30 days