Artificial Intelligence, Blockchains, France, Yogi Nelson

A GLIMPSE AT MISTRAL—THE FRENCH LEADER IN THE AI REVOLUTION

Namaste Yogis.   Welcome to the Blockchain & AI Forum, where your blockchain and artificial intelligence technology questions are answered!   Here no question is too mundane.  As a bonus, a proverb is also included.  Today’s question, was submitted by Luis from Malibu and he wants to know is Mistral leading the French AI revolution?

Luis, you came to the right place. Your question has perfect timing. I just returned from France and am feeling the French vibe! Rather than covering the entire waterfront of AI developments in France, I’ll limit myself to a French company named Mistral.  Let’s start with a bit of background on Mistral, including its name which is French to the core–c’est la vie!

The word mistral has multiple uses in French.  Not only does Mistral mean a cold northwesterly wind, but it’s also not uncommon for companies in industries related to wind energy, sailing, or the environment to use it in their name. The French say it evokes a sense of power, speed, and a connection to the natural world. It can also mean masterly.  While traveling in France, I noticed Mistral as a last name as we say in the USA or as they say in France, the family name.  Holy multi-tasking word, Batman!  Now a word about the Mistral team and company mission.

With fewer than two dozen members, the Mistral team is small.  According to Mistral, their mission is to make frontier AI ubiquitous, and to provide tailor-made AI to all developers.  Mistral says, their mission requires fierce independence, strong commitment to open, portable, and custom solutions, and an extreme focus on shipping the most advanced technology in limited time.  How I discovered Mistral comes next, followed by what Mistral does, and what it offers.

Approximately three months ago I discovered Mistral while researching AI projects for this blog.  I attempted access but was denied.  Instead, Mistral put me on a waiting list of interested users and recently granted me access with a full disclosure that their large language model (LLM) is in beta testing status. 

Today, I put Mistral’s LLM, Le Chat, to the test against, two American companies—Open AI’s ChatGPT and Microsoft’s Co-Pilot– by asking all three identical questions.  All three-offer free access to their LLM services.  I won’t detail the contest; it’s not necessary.  Essentially, Mistral is lacking behind the competition.  Why Mistral trails, is a matter of speculation.  Perhaps its funding related?  Or maybe Mistral team size means it’s too small to compete with the titans? Could be they started later?  I don’t know, but I do know the competition is ahead.  Okay, now we go beyond their LLM to a preview of Mistrals AI products. 

On their website, Mistral has a click option labeled La Plataforme (the Platform).  This is where you’ll find the heart of their offerings and services.  Basically, La Plataforme is a subscription service.  For a fee, Mistral offers access to their AI developer tools. Mistral claims the tools permits users to develop AI agents and other related products.  The subscription grants access to the latest Mistral models and to pay based on what you use.  That’s a good feature.  Moreover, users can set monthly spending limits and if there are multiple users with an enterprise, Mistral will centralize billing.  The subscription grants access to the corresponding documentation and of course users can create API keys to access Mistral AI.

Time to say “au revoir” (goodbye) but not before sharing this French proverb:  Only imbeciles don’t change their opinions.”   Well said, my French friends!

Sincerely,

Yogi Nelson

Artificial Intelligence, Blockchains, China, international aid

IS CHINA USING ITS INTERNATIONAL AID TO PROMOTE ITS ARTIFICIAL INTELLIGENCE TECH AND GAIN MARKET DOMINANCE IN DEVELOPING COUNTRIES?

Namaste Yogis.   Welcome to the Blockchain & AI Forum, where your technology questions are answered!   Here no question is too mundane.  As a bonus, a proverb is also included.  Today’s question, was submitted by Marcia in Palmdale, CA and she wants to know is China using its international aid to advance use of its artificial intelligence technology and gain market dominance in developing countries?

Marcia, you came to the right place.  You ask a tough question, fortunately there is an organization headquartered in Santa Monica, CA that researches the subject and their name is RAND.  RAND stands for Research and Development Corporation. Let’s understand RAND then answer your specific question.  

RAND is a non-profit public policy research organization.  RAND was established in 1948 with the intent of providing non-partisan policy research and analysis.  Almost 100% of RAND’s 1,800 research staff members have either a Ph.D. or master’s degree.   With seven offices spread across the globe in the USA, UK, and Australia, RAND has a worldwide audience.  Last year RAND launched 800+ new research projects funded by more than 350 clients.  RAND conducts policy research across 10 subjects, including national security.  Bottom line–RAND is an impressive research organization consisting of brainy people.  Holy nerds, Batman!  Now let’s turn to the question asked by Marcia.

According to RAND, at $85B per year, China is the world leader in development finance.  USA development finance falls a far second at only $45B per year.  RAND says, Chinese tech companies can use this large government funding support to deploy state-of-the-art artificial intelligence (AI) tools in development contracts in recipient countries. And therefore, the AI exports facilitated by these arrangements are likely to bolster China’s growing global AI technology-related supply chains, trade flows, technology standards, and regulatory systems.  In other words, when China provides development finance (aid) to Pakistan, for example, the contract with Pakistan, will include conditions that require Pakistan to use Chinese AI technology.  Holy foot in the door, Batman! 

Given the situation, RAND’s national security team was contracted (they don’t say by whom, but you can safety assume a branch of the U.S. government) to explore two questions:

1.  How can China’s AI exports be systematically tracked and analyzed using reliable data sources?

2.  What would promote a better understanding of the global landscape of China’s AI exports?

China does not participate in the International Aid Transparency Initiative.  Hence, researchers tracked Chinese development finance by receiving countries. Researchers used OCED (Organization for Economic Cooperation and Development) data in their research. The dataset captured all official financial and in-kind commitments from China from 2000–2021 to developing countries.

First, let’s look at the published findings of the 33-page report.   https://www.rand.org/pubs/research_reports/RRA2696-1.html  followed by a few words regarding unpublished findings, as perhaps those too are interesting. 

Reported Findings:

  • Researchers discovered 155 AI applications and AI infrastructure projects that were exported to 64 countries
  • The researchers used GIS to map their findings.  Although Pakistan was the largest beneficiary, the map clearly shows most Chinese aid was dedicated to African nations.   

Unreported Findings:

The report has six blank pages and no explanation for the blank pages is offered. The blank pages are not labeled, “Intentionally Left Blank”.  The pages are simply blank with no explanation whatsoever.  And no mention of what who paid for the report!  Holy mystery, Batman!

I end with a proverb from Pakistan:  The friend appears in hard times, not at big dinners.

Until next time,

Yogi Nelson

Artificial Intelligence, blockchain association, Blockchains, China

WHAT ARE BLOCKCHAIN ASSOCIATIONS?

Namaste Yogis.   Welcome to the Blockchain & AI Forum, where your technology questions are answered.   Here no question is too mundane.  As a bonus, a proverb is also included.  Today’s question was submitted by Kandy, and she wants to know what are blockchain associations?

Kandy, you came to the right place.  Although the definition may vary depending on the country, an association is generally defined as an organization comprised of businesses or individuals in a specific industry or trade collaborating to address common issues, set standards, and advocate for their shared interests and goals.  Members pay dues, and the association’s professional staff work on their behalf.  On to the blockchain association located in Washington, D.C.

Washington D.C. is not only the USA capital, it’s also the headquarters of associations.  Government capitals and associations are congenital twins.  Where one goes, so does the other.  As of 2022, over 3,400 associations were registered in Washington, including an association of associations.  Lol!  That is not a joke! 

The Blockchain Association in Washington has 100+ members.  Membership is restricted.  Individuals cannot join, only organizations.  Their mission is “… to advance the future of crypto in the United States, promoting potential of blockchain technology and shaping policy that ensures its success. We work with our members to educate policymakers about blockchain technology and its ability to pave the way for a more secure, competitive, and consumer-friendly digital marketplace.”  Holy shared interest, Batman! Let’s discuss blockchain associations around the world. 

As noted above blockchain associations basically function in a universal manner—they all advocate, educate, promote, hold events, etc.  Hence, I will only highlight one or two unique facts for a select few blockchain associations.

Canada—Blockchain Association of Canada.  Two fun facts about BAC.  First, BAC sponsors innovation challenges.  Second, BAC is headquartered in Vancouver not Ottawa (Canada’s capital).

Cayman Islands.  The Cayman Islands is an international banking center.  Therefore, we should not be shocked to discover the country is embracing blockchain technology.

China.  Several years ago, China declared blockchain a national priority technology and not surprisingly there are numerous national and international blockchain associations, including the UK-China Blockchain Association, the Hong Kong Blockchain Society, French-Chinese Blockchain Association.

Germany—Blockchain Bundersverband.  The German blockchain association has a working group focused on decentralized autonomous organizations. 

Mexico—Blockchain Association of Mexico.  We Latinos are known for coming late.  Lol. The Mexican Blockchain Association arrived early!  Lol!

Singapore–Blockchain Association Singapore (BAS).  The BAS has six working groups including one dedicated to stable coins and central bank digital currency.  If you know Singapore, you are not surprised.

Swiss Blockchain Federation.  Located in Bern (the capital) the SBF works across a range of topics, including bringing blockchain technology to the public sector.

United Arab Emirates—Government Blockchain Association of UAE. 

United Arab Emirates–Middle East, Africa & Asia Crypto & Blockchain Association (MEAACBA).  This is an international blockchain association.  Members hail from the Middle East, Africa, and Asia and the headquartered is in Dubai, UAE.  

United Kingdom–International Blockchain Association (IBA).  The IBA has offices in London, New York, and Dubai. 

Kandy, the research reveals an emerging picture.  First, blockchain adoption is growing fast.  Second adoption is increasingly international.  Third, beyond the USA, Dubai, China, and Singapore are blockchain hot spots. Fourth, crypto does not equal blockchain.  Blockchain is a technology with countless use cases that extends far beyond just crypto.  Five, policy makers are being educated around the world and that portends a brighter future.

I end with a proverb from Tunisia:  Like salt, he doesn’t miss any meal.

Until next time,

Yogi Nelson

Artificial Intelligence, Blockchains, Patents

How are DARPA, Explainable Artificial Intelligence and Nvidia Connected? 

Namaste Yogis.   Welcome to the Blockchain & AI Forum, where your technology questions are answered!   Here no question is too mundane.  As a bonus, a proverb is also included.  Today’s question, comes from Susan in Irvine and she ask how are DARPA, Explainable Artificial Intelligence (XAI) and Nvidia all connected?

Susan, you came to the right place.  As a wealth manager I know you have a fiduciary duty to maintain current on investable technology on behalf of your clients.  Around 1990 a new technology was on the horizon–the internet–and it created trillions in new wealth!  Artificial intelligence (AI) is on a similar trajectory.  However, AI is not well understood–yet.  Let’s take a moment to acquaint ourselves with AI from the perspective of DARPA. In hindsight, DARPAs XAI program could have been used to foresee a tremendous investment opportunity—Nvidia the advanced computer chip maker essential to the AI business.

DARPA is an acronym that stands for Defense Advanced Research Projects Agency.  DARPA is part of the Department of Defense (DoD) and its mission is development of emerging technologies for military use.  DARPA created the internet in the late 1960s to facilitate control and command of military communications.  Under DARPA leadership, the US military maintains technological superiority over all other nations. 

In 2015 DARPA released an article titled, Explainable Artificial Intelligence (XAI).  https://www.researchgate.net/publication/356781652_DARPA_’s_explainable_AI_XAI_program_A_retrospective     Remember the XAI project was undertaken in 2015–years before the public had access to ChatGPT and other similar products.   Let’s examine the research findings.

According to DARPA in 2015, “…dramatic success in machine learning will lead to numerous AI applications.  It appears AI will eventually produce autonomous systems that will perceive, learn, decide, and act on their own”, DARPA predicted.  However, DARPA was concerned the effectiveness of AI systems would be stymied unless and until machines can creditably explain their decisions and actions to human users. Holy transparency, Batman! Therefore, the XAI program was intended to create a suite of machine learning techniques that would:

  • Produce more explainable models, while maintaining a high level of learning performance (prediction accuracy); and
  • Enable human users to understand, appropriately trust, and effectively manage the emerging generation of artificially intelligent partners.

XAI program was focused on the development of multiple systems by addressing challenges in two areas: 

  • machine learning problems to classify events based on multimedia data  
  • machine learning problems to construct decision policies for an autonomous system to perform a variety of simulated missions

DARPA selected these two areas because both represented major operational challenges.  The first relates to classification and reinforcement learning and the second is centered on intelligence analysis and autonomous systems.  In other words, DARPA was working on building AI machines that understand the context and environment in which they operate, and over time allow them to characterize real world phenomena precisely and in real time.  Basically, DAPRA was developing AI-Gen 2 before the public had access to AI-Gen 1! Holy Explainable AI, Batman! 

DARPA released XAI seven public findings of the XAI program and kept an unknown number of classified secret findings! LOL. Holy keep it on the down-low, Batman! LOL!

  1. Users prefer systems that include explanations rather than just answers (no surprise)
  2. To improve end results the task must be sufficiently difficult that the XAI explanation helps (makes sense)
  3. User cognitive load to interpret explanations can hinder user performance (in other words there are times when too much explanation is a negative)
  4. XAI is more helpful in edge cases
  5. Explanation effectiveness can change over time
  6. XAI combined with an advisor helps (no kidding, LOL)
  7. XAI is effective for aligning mental models

What’s are the two takeaways?  Obviously, DARPA did not leak military secrets on the internet and only disclosed the minimum. However, DARPA did leave an interesting information trail in 2015 that had we followed it, could have been a monster opportunity.  The XAI 2015 article was a glimpse into the future and we might have forecasted the rise of Nvidia.  Holy unicorn, Batman!  Nvidia stock has since soared, and we could have, should have…

I end with a Russian proverb: trust but verify!

Until next time,

Yogi Nelson

Artificial Intelligence, Blockchains, cryptography, Patents

WHAT IS THE NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY?

Namaste Yogis.   Welcome to the Blockchain & AI Forum, where your technology questions are answered!   As a bonus, a proverb is also included.  Today’s question, was submitted by Jose in Miami and he asks what is the National Institute of Standards and Technology (NIST)?

Jose, you came to the right place.  NIST is not a well-known federal agency, nevertheless it has an important function.  Let’s quickly review its history, mission, organization, followed by an overview of its six laboratories. 

NIST BACKGROUND

I was surprised to learn NIST was established in 1901.  Holy foresight, Batman!  NIST is an independent agency, meaning it has its own Administrator, but falls within the U.S. Department of Commerce.  NIST says its mission is to “… promote U.S. innovation and industrial competitiveness by advancing measurement science, standards, and technology in ways that enhance economic security and improve our quality of life.”  

We should not be surprised to learn NIST is among the nation’s oldest physical science laboratories. Furthermore, it’s no surprise that Congress established NIST in 1901.  Why? At the time the USA was a rising industrial star with an eye on catching and surpassing the UK and Germany. For our factories and industries to effectively compete, the USA required standardized measurements and technology.  Understanding the moment, USA leaders used public policy to push industrialization, akin to what China does today and we continue to do with the CHIPS Act as the most recent example.  Nothing new, Batman!

Of course, the agency has evolved and today NIST functions with a core competency of measurement science, rigorous traceability, and development and use of standards. NIST received an enormous vote of confidence from President Biden when he issued Executive Order (EO) 14110:

https://www.federalregister.gov/documents/2023/11/01/2023-24283/safe-secure-and-trustworthy-development-and-use-of-artificial-intelligence

The EO assigned NIST a prominent role in artificial intelligence policies and programs, specifically related to research, development, and implementation. 

NIST Six Laboratories:

Communications Technology Laboratory (CTL).  According to NIST, the Communications Technology Lab was established in 2014 to unite their many wireless communications efforts. CTL focuses on developing precision instrumentation and creating test protocols, models, and simulation tools to enable a range of emerging wireless technologies. Is that your Bat-Phone ringing?!

Engineering Laboratory.  The Engineering Laboratory has a broad mandate of promoting U.S. innovation and industrial competitiveness by advancing measurement science, standards, and technology.  Using its discretion, EL built the following portfolio:  1) advanced manufacturing; 2) disaster resistant buildings, infrastructure, and communities; and 3) sustainable and energy efficient manufacturing, materials, and infrastructure.  Holy resistant to hurricanes, Batman!

Information Technology Laboratory.  ITL claims its mission is to cultivate trust in information technology and metrology.  ITL uses, its non-regulatory influence, and world-class measurement and testing facilities, computer science, mathematics, statistics, and systems engineering to achieve the mission.

Material Measurement Laboratory (MML) conducts measurement science research.  MML is focused on research related to industries in the chemical, biological and material sciences fields. MML researchers perform fundamental and applied research, evaluate data, and create other programs and tools to assure the quality of measurement results.

Physical Measurement Laboratory (PML).  PML is dedicated to measuring.  PML’s activities range from fundamental measurement research through provision of measurement services, standards, and data across the following areas:

  • length, mass, force and shock, acceleration
  • time and frequency
  • electricity, temperature, humidity
  • pressure and vacuum
  • liquid and gas flow
  • electromagnetic, optical, microwave, acoustic, ultrasonic, and ionizing radiation

I wrap it up with a proverb from Finland:  There are always people to grab the branches when there are people to carry the spruce.

Until next time,

Yogi Nelson