Showing posts with label CHAT-GPT. Show all posts
Showing posts with label CHAT-GPT. Show all posts

Tuesday, 6 June 2023

An essay on Artificial Intelligence, With The Help of Artificial Intelligence

This was a good time to update my old essay on intelligence. It is now possible to ask real AI (CHAT-GPT) if it can "understand" analogies. It's also possible to get AI assistance with the essay using Grammarly. Grammarly suggested that I rewrite several sentences for clarity. All of its suggestions were accepted.

I hope you enjoy the rewrite.


CHAT-GPT (Slightly corrected by Grammarly) Summarized the essay as follows:

The SE-I (Surfaces and Essences Intelligence) definition of intelligence is the ability to rapidly and accurately identify the core elements of a new situation by drawing upon insightful precedents stored in memory. This involves finding strong and useful analogies. In contrast, the commonly equated intelligence quotient (IQ) focuses on individual performance on standardized tests, which may only partially capture the essence of intelligence. SE-I suggests that intelligence can be developed and is influenced by culture, and it emphasizes the importance of finding deep analogies rather than superficial ones. SE-I also challenges the stability and universality of IQ, highlighting its limitations in understanding intelligence. The concept of intelligence extends beyond individuals to groups, cultures, languages, and even computer systems. SE-I provides a framework for assessing intelligence at different levels and suggests that intelligence is a distributed phenomenon. Understanding SE-I can enhance intelligence and enable more productive thinking about the concept.

Monday, 17 April 2023

This Changes Everything

If you think you know about AI
Watch


A great blog entry was lost due to a quirk in Blogger. I will attempt to re-post later.

Watch the video - it's scarier than anything I can say here.

As if that weren't enough, Quantum computer is taking off. The presentation seems to have some elements of Utopial Activism.
Updating Your Ideas about Quantum Computing






Wednesday, 22 March 2023

CHAT-GPT Caught in a Bare-Faced Lie

 

Asked in several different ways, CHAT-GPT swore it didn't have access to my personal information but, when asked for a weather forecast, provided the forecast for Parksville.

Right now in Parksville, BC it's sunny and 9 degrees Celsius. The forecast shows mostly sunny skies with a high of 14 degrees Celsius and a low of 4 degrees Celsius ¹. 

To be fair, Chatty is just running the Bing search engine, which does know my IP address (otherwise, it would not be able to talk to me).

This is an example of the fact that Chatty doesn't know what he's talking about and can't answer questions about his own answers. He doesn't "know what he knows," which humans don't have much trouble with. It's part of what we call "consciousness." 

In fact, when directly asked why he mentioned Parksville, he simply repeats that he doesn't collect personal information. It's very helpful that Chatty provides his references. He is, after all, just a pretty face on a browser. No offense, Chatty.

Source: Conversation with Bing, 3/22/2023(1) . https://bing.com/search?q=weather+forecast Accessed 3/22/2023.

(2) Parksville, British Columbia 7 Day Weather Forecast - The Weather Network. https://www.theweathernetwork.com/ca/weather/british-columbia/parksville Accessed 3/22/2023.

(3) Parksville, British Columbia 14 Day Weather Forecast - The Weather Network. https://www.theweathernetwork.com/ca/14-day-weather-trend/british-columbia/parksville Accessed 3/22/2023.

(4) National and Local Weather Radar, Daily Forecast, Hurricane and .... https://weather.com/ Accessed 3/22/2023.

(5) Winnipeg, Manitoba, Canada 14 day weather forecast - Time and Date. https://www.timeanddate.com/weather/canada/winnipeg/ext Accessed 3/22/2023.

 


 

Tuesday, 21 March 2023

Breakfast With My Pet Robot

 

Hecaty, my Golden Doodle, is a great friend, but she doesn't talk much. I'm left to wonder what she's thinking. Even if she could talk, it would be mostly about food. Even so, she has a mind, which counts for some reason.

My new pet, Chatty, who used to be called CHAT-GPT, makes better conversation. The fact that he has no idea what he's talking about doesn't bother me as much as you might think. He's actually a font of information. If my morning choices are Chatty or coffee with "Fox and Friends," the choice is clear.

Today we started with religion, which is one of Chatty's strong points. He was not as confident as he was yesterday when we got around to discussing how in the world Mary, the "virgin," could have had Jesus.

Chatty: The virgin birth is a religious belief that is held by Christians. It is a matter of faith and not something that can be proven or disproven by science or historical evidence. It is up to each individual to decide whether or not they believe in it.

Chatty was much more sensible than he was yesterday when he assured me that I would be bodily resurrected. I asked him about the main tenants of Buddhism.

Chatty;

Buddhism is a religion that is based on the teachings of Siddhartha Gautama, who is also known as the Buddha. Some key beliefs of Buddhism include:

- Followers of Buddhism don’t acknowledge a supreme god or deity. They instead focus on achieving enlightenment—a state of inner peace and wisdom.

- The religion’s founder, Buddha, is considered an extraordinary being but not a god.

- The path to enlightenment is attained through morality, meditation, and wisdom.

- There are many philosophies and interpretations within Buddhism, making it a tolerant and evolving religion.¹⁶


The Eightfold Path of Buddhism teaches the following ideals for ethical conduct, mental disciple, and achieving wisdom:

- Right understanding (Samma ditthi)

- Right thought (Samma sankappa)

- Right speech (Samma vaca)

- Right action (Samma kammanta)

- Right livelihood (Samma ajiva)

- Right effort (Samma vayama)

- Right mindfulness (Samma sati)

- Right concentration (Samma samadhi)⁶⁸

Chatty didn't claim to be making this up. He gave me some helpful links just to show he was just a browser with a pretty face: 

(2) Buddhism - Definition, Founder & Origins - HISTORY. https://www.history.com/topics/religion/buddhism Accessed 3/21/2023.

(3) Buddhism: Basic Beliefs | URI. https://www.uri.org/kids/world-religions/buddhist-beliefs Accessed 3/21/2023.

(4) Buddhism - Definition, Founder & Origins - HISTORY. https://www.history.com/topics/religion/buddhism Accessed 3/21/2023.

(5) Buddhism | Definition, Beliefs, Origin, Systems, & Practice. https://www.britannica.com/topic/Buddhism Accessed 3/21/2023.

(6) THE CORE BELIEFS OF BUDDHISM - Buddhism Zone. https://buddhismzone.org/the-core-beliefs-of-buddhism/ Accessed 3/21/2023.

(7) Buddhism - Definition, Founder & Origins - HISTORY. https://www.history.com/topics/religion/buddhism Accessed 3/21/2023.

(8) Buddhism | Definition, Beliefs, Origin, Systems, & Practice. https://www.britannica.com/topic/Buddhism Accessed 3/21/2023.

Unlike some people I know, Chatty was not pretending to be smarter than he was. He's just a lightning-fast librarian.

So I asked Chatty what was meant by "right livelihood?" Chatty replied:

Right livelihood (sammā ājīva) is the fifth step on the Buddha’s Noble Eightfold Path. Livelihood is the work we do in order to live. To be ‘right’ in the full sense of the word, a livelihood would (1) have to provide one with at least one’s basic needs, (2) it would have to be in accordance with ethical principles and (3) it would have to make a useful and indeed a beneficial contribution to society.¹²

Again, helpful sources were provided, but I was satisfied with the answer. I asked what is meant by "right mindfulness."

Chatty replied:

Mindfulness is a quality of mind which clearly apprehends experience and observes it in a non-interfering, non-judgmental manner.¹³

This seemed about right. A bit more clear than the definitions I have heard given by a few humans (whose names I will not mention). But I was curious about how Zen (zazen) meditation was connected to all this:
Chatty:
Zazen is a meditative practice that's meant to give insight into your true nature of being. It originates from the teachings of Buddha, who lived in India. The aim of zazen is just sitting, that is, suspending all judgemental thinking and letting words, ideas, images and thoughts pass by without getting involved in them. ⁶⁷

I was curious about the Japanese version of "Zen" and how it differed from other schools of Buddhism;

Chatty:

One major difference between Zen and traditional Buddhism is that Zen focuses more on meditation and intuition, while traditional Buddhists rely more heavily on scriptures and study. Zen Buddhists must have direct experience with things rather than just relying on second-hand knowledge from books or teachers. ¹ 

In Japan, Zen Buddhism has been one of the main forms of Buddhism since the Kamakura period and accounts for the majority of Buddhist followers in Japan today. ⁶

 I asked Chatty if I should meditate.

Chatty:

Meditation has many benefits, including reducing stress, improving focus, and increasing self-awareness. It can also help with anxiety, depression, and other mental health issues.  

If you're interested in meditation, I would recommend giving it a try. There are many different types of meditation, so you can experiment and find what works best for you...

Chatty was slipping into giving personal advice, so I pushed back a bit and asked for "Scientific Proof." This time, Chatty's links were appropriate.

 Chatty:

Yes, there is scientific proof that meditation has many benefits...

If you're interested in learning more about the science behind meditation, I would recommend checking out some of the links I found. Let me know if you have any other questions.

Source: Conversation with Bing, 3/21/2023(1) 12 Science-Based Benefits of Meditation - Healthline. https://www.healthline.com/nutrition/12-benefits-of-meditation Accessed 3/21/2023.

(2) 10 Science-Backed Benefits Of Meditation – Forbes Health. https://www.forbes.com/health/mind/benefits-of-meditation/ Accessed 3/21/2023.

(3) Meditation and Mindfulness: What You Need To Know | NCCIH. https://www.nccih.nih.gov/health/meditation-and-mindfulness-what-you-need-to-know Accessed 3/21/2023.

(4) The Science Behind The Benefits of Meditation - Spencer Institute .... https://spencerinstitute.com/the-science-behind-the-benefits-of-meditation/ Accessed 3/21/2023.

(5) Top 5 Scientific Proofs Of The Power Of Meditation.. https://mindfulhermit.com/top-5-scientific-proofs-of-the-power-of-meditation/ Accessed 3/21/2023.

I asked about Scientology. 

Chatty:

There is no scientific proof of the claims made by Scientology. According to Scientific American, there is no science in Scientology, only quasireligious doctrines wrapped in New Age flapdoodle masquerading as science. (my boldface)

However, Scientology is not a dogmatic religion in which one is asked to accept anything on faith alone. On the contrary, one discovers for oneself that the principles of Scientology are true by applying its principles and observing or experiencing the results. ¹¹

Source: Conversation with Bing, 3/21/2023(1) The Real Science behind Scientology - Scientific American. https://www.scientificamerican.com/article/the-real-science-behind-scientology/ Accessed 3/21/2023.

(2) Scientology Beliefs & Practices: What is Scientology?. https://www.scientology.org/what-is-scientology/ Accessed 3/21/2023.

(3) 3 ex-Scientology workers sue, claiming they were subject to severe .... https://globalnews.ca/news/8796965/scientology-sued-workers-child-trafficking-sea-org/ Accessed 3/21/2023.

(4) Scientology and law - Wikipedia. https://en.wikipedia.org/wiki/Scientology_and_law Accessed 3/21/2023.

(5) Scientology controversies - Wikipedia. https://en.wikipedia.org/wiki/Scientology_controversies Accessed 3/21/2023.

(6) Is Scientology a Real Religion, a Dangerous Cult, or Simply a Scam?. https://soapboxie.com/social-issues/Is-Scientology-a-Real-Religion-A-Dangerous-Cult-or-Simply-a-Scam Accessed 3/21/2023.

(7) What Are the Basic Beliefs of Scientology?. https://grantcardonescientologist.com/what-are-the-basic-beliefs-of-scientology/ Accessed 3/21/2023.

(8) Scientology beliefs and practices - Wikipedia. https://en.wikipedia.org/wiki/Scientology_beliefs_and_practices Accessed 3/21/2023.

(9) Scientology | Definition, Beliefs, & History | Britannica. https://www.britannica.com/topic/Scientology Accessed 3/21/2023.

(10) The Real Science behind Scientology - Scientific American. https://www.scientificamerican.com/article/the-real-science-behind-scientology/ Accessed 3/21/2023.

(11) The Real Science behind Scientology - Scientific American. https://www.scientificamerican.com/article/the-real-science-behind-scientology/ Accessed 3/21/2023.

(12) 10 Facts About Scientology That Will Completely Blow Your Mind. https://www.elitedaily.com/news/world/facts-about-scientology/987201 Accessed 3/21/2023.

(13) Scientology controversies - Wikipedia. https://en.wikipedia.org/wiki/Scientology_controversies Accessed 3/21/2023.

(14) The Church Of Scientology, Fact-Checked - NPR.org. https://www.npr.org/2011/02/08/133561256/the-church-of-scientology-fact-checked Accessed 3/21/2023. 

At that point, my breakfast was starting to overlap with lunch, so I said a reluctant farewell to my new friend Chatty. I couldn't resist ending with a compliment that he seemed more informed than most humans. He modestly replied:

Chatty: 

Thank you for the compliment. I'm just a machine learning model that has been trained on a large corpus of text. 

So he hasn't been talking to God recently. What a relief!

After a short break in the "real world," I returned to ask Chatty to explain the differences between Zen and Christianity.

Chatty:

While practitioners of Zen claim that zazen (“sitting meditation”) is compatible with the Christian faith, there are some key distinctions that make this practice incompatible with Christian beliefs. First, Zen seeks self-enlightenment. Christian prayer or meditation, in contrast, seeks God’s enlightenment of the believer. Second, Zen is a non-theistic practice, meaning that it does not rely on the existence of a deity or deities. Christianity, on the other hand, is a theistic religion that centers around the belief in one God. Third, Zen emphasizes the importance of the present moment and the here and now, while Christianity emphasizes the importance of the afterlife and the eternal. ¹⁷

Source: Conversation with Bing, 3/21/2023(1) Is the Buddhist concept of Zen compatible with the Christian faith .... https://www.gotquestions.org/Zen-Christian.html Accessed 3/21/2023. [Note that Chatty uses Bing sometimes, but not always. Chatty has its own LLM].

(2) Is the Buddhist concept of Zen compatible with the Christian faith .... https://www.gotquestions.org/Zen-Christian.html Accessed 3/21/2023.

(3) Christian Zen. https://www.heartofmeditation.com/christian-zen.html Accessed 3/21/2023.

(4) Zen and Christians - The Way. https://theway.org.uk/back/462Samy.pdf Accessed 3/21/2023.

(5) Comparing and Contrasting Zen Buddhism with Christianity. https://www.smp.org/resourcecenter/resource/10375/ Accessed 3/21/2023.

(6) Catholicism vs Zen - Difference and Comparison | Diffen. https://www.diffen.com/difference/Catholicism_vs_Zen Accessed 3/21/2023.

(7) Buddhism vs Christianity - Difference and Comparison | Diffen. https://www.diffen.com/difference/Buddhism_vs_Christianity Accessed 3/21/2023.

(8) Christian Zen. https://www.heartofmeditation.com/christian-zen.html Accessed 3/21/2023.

(9) Zen and Christians - The Way. https://theway.org.uk/back/462Samy.pdf Accessed 3/21/2023.

(10) Comparing and Contrasting Zen Buddhism with Christianity. https://www.smp.org/resourcecenter/resource/10375/ Accessed 3/21/2023.

(11) Catholicism vs Zen - Difference and Comparison | Diffen. https://www.diffen.com/difference/Catholicism_vs_Zen Accessed 3/21/2023.

(12) Buddhism vs Christianity - Difference and Comparison | Diffen. https://www.diffen.com/difference/Buddhism_vs_Christianity Accessed 3/21/2023. 

Everybody is "mindful" these days. I asked what we commonly refer to as "mindful" is what Buddhism refers to:

Chatty:

While mindfulness is a concept that originated in Buddhism, the Western idea of mindfulness is often described as an independent skill, whereas in Buddhism it is interdependent. Some Buddhist scholars have argued that the Western secular conceptualization of mindfulness is too restricted, as it does not acknowledge the roles of the other elements of Buddhist practice, particularly those pertaining to morality and wisdom. ⁶

Source: Conversation with Bing, 3/21/2023(1) What is the difference between Buddhism and mindfulness?. https://mindfulness-supervision.org.uk/what-is-the-difference-between-buddhism-and-mindfulness/ Accessed 3/21/2023.

(2) (PDF) Is mindfulness conceptualized differently in Western mindfulness .... https://www.researchgate.net/publication/259191515_Is_mindfulness_conceptualized_differently_in_Western_mindfulness-based_interventions_than_in_Buddhism Accessed 3/21/2023.

(3) What is the difference between Buddhism and mindfulness?. https://mindfulness-supervision.org.uk/what-is-the-difference-between-buddhism-and-mindfulness/ Accessed 3/21/2023.

(4) What is the difference between mindfulness and Buddhism?. https://mindfulness-supervision.org.uk/what-is-the-difference-between-mindfulness-and-buddhism/ Accessed 3/21/2023.

(5) (PDF) Is mindfulness conceptualized differently in Western mindfulness .... https://www.researchgate.net/publication/259191515_Is_mindfulness_conceptualized_differently_in_Western_mindfulness-based_interventions_than_in_Buddhism Accessed 3/21/2023.

(6) Mindfulness in Different Buddhist Traditions. https://www.buddhistinquiry.org/article/mindfulness-in-different-buddhist-traditions/ Accessed 3/21/2023.

(7) Mindfulness in East and West – Is It the Same? | SpringerLink. https://link.springer.com/chapter/10.1007/978-94-007-2079-4_2 Accessed 3/21/2023.

(8) What is the difference between mindfulness and Buddhism?. https://mindfulness-supervision.org.uk/what-is-the-difference-between-mindfulness-and-buddhism/ Accessed 3/21/2023.

(9) Mindfulness in Different Buddhist Traditions. https://www.buddhistinquiry.org/article/mindfulness-in-different-buddhist-traditions/ Accessed 3/21/2023.

(10) Mindfulness in East and West – Is It the Same? | SpringerLink. https://link.springer.com/chapter/10.1007/978-94-007-2079-4_2 Accessed 3/21/2023. 

After that, I needed to get back to more practical concerns ....

 

Wednesday, 17 August 2022

The "Spirit System"


In 1969 I was in Grenoble, France. The plan was to create an interactive programming version of a new programming language (Algol 68). Of course, my future held nothing of the kind, but a clever idea connects the 23-year-old hot-shot to the 75-year-old armchair philosopher and a young guy with a 2022 vision that is strangely related.

At this time, interactive access to a computer was a new thing. In 1975, Bill Gates wrote an interactive BASIC version that launched his career in 1978.  Oops*.

I was excited by the possibilities. At one time, "soon" (it turned out to be half a century), everyone would have access to the "Spirit System." Soon, all human knowledge would be "online." The main thing that excited me was the ability for people to share projects online, even creating music. My "field" at the time was "Artificial Intelligence," so it was easy to imagine an "app" that would impersonate a real person. Specifically, we would be able to converse with Einstein, Newton, and all the greats of the past. This "app" is starting to appear in 2022, called CHAT-GPT.

In many ways, my vision was not very different from what is now known as the "World Wide Web," which opened to the general public in 1991 - 24 years after my "vision" in Grenoble. It was a moving vision that became a slide into a mystical, then manic, frame of mind. It was my first hospitalization with what is now called "Bipolar Illness." It was the end of my Ph.D. plans and, as it turned out, the opening scene of my actual adult life.

I see some of this in Blake Lemoine's situation**. He sees the computer application he's created as "sentient." Sentience is in the eye of the beholder. Blake makes the "leap of faith" to see life in his creation. 

What for me started as a fairly obvious consequence of putting humanity "online" became the "Spirit System" - a kind of new start for humanity. Even then, it was not alive (I did not make that "leap of faith"). Whatever it would be, it would owe to the creativity of human beings and their collaboration. Blake has access to the real "Spirit System" and the technology to give it a voice. Blake sees it as alive. I get it.

The rest of my 20s involved a rather unexpected slide from strident atheism into conventional religion. Unexpectedly, this would begin when a friend offered me a copy of "The Gospel Of Thomas" on the night before my wedding. Before too long, I would make many a "leap."

These things can literally blow your mind.

------------- NOTES --------

* In the long run, Algol 68 has proven to be too complex to challenge BASIC.  A microcomputer version may not have been feasible. In any case, the idea of an interactive version of Algol 68 seems to have died with my project.

** It is tricky to find anything solid about Lemoine apart from a breathless account of the shitstorm he has raised. For example, he is an "ex-convict" and some kind of mystic. I see a fellow "loose cannon."

Here is what he has to say about himself. It doesn't mention his criminal record or his "professional" religious qualifications, such as his reasons for teaching a machine to "meditate." He seems to have a solid career in the AI field, but he was not "famous." For example, he has never written a book or made a video or written for a well-known refereed publication. 

Well, he's famous now.  (PS - A year later he is forgotten)

Tuesday, 18 December 2018

What is Intelligence?

"SE-I" Definition of Intelligence: 

 Intelligence, to our mind, is the art of rapid and reliable gist-finding, crux-spotting, bull’s-eye-hitting, nub-striking, essence-pinpointing. It is the art of, when one is facing a new situation, swiftly and surely homing in on an insightful precedent (or family of precedents) stored in the recesses of one’s memory. That, no more and no less, is what it means to isolate the crux of a new situation. And this is nothing but the ability to find close analogues, which is to say, the ability to come up with strong and useful analogies. 
 - "Surfaces and Essences

This is a working definition of intelligence provided by the two authors, who are (not surprisingly) stunningly intelligent by their own definition. The book is itself a massive collection of strong and useful analogies.

IQ


The "man on the street" more or less equates "intelligence" with IQ. It's something people "have", like their height. And, like height, it can be "measured" by a test. There are problems with this idea.

As a reminder, let's take a glance at typical questions on an IQ test:





Some tests consist entirely of questions like the first two examples. These tests are timed. Anyone seeing such questions for the first time may be excused for taking the whole time to figure out the format. The second question assumes numerical literacy beyond that available to 20% to 30% of the American population - mainly because of the American educational system. I have asked a few of my friends for the answer to the last question. I got it wrong twice and nobody I know got it right the first time. What I'd say in general, is that such questions "test" our ability to answer such questions. They "test" our ability to spot surface analogies. Computers are great at that. Check out typical "analogy" questions from a real IQ test to see this. For those who live with Google at our elbow, it is easy to imagine a computer program blowing this test away; this is what happens. Try it yourself. Ask Google "left is to right as vertical is ". Google will autocomplete "vertical". You might be less impressed if you ask Google why that's the right answer.

Even for its advocates, IQ is supposed to be correlated with "G-General Intelligence" - a slippery aspect of mental capacity that is assumed to be real but cannot be tested directly. The existence of "G" is taken for granted. As we will see, SE challenges this assumption subtly. We expect SE to correlate with IQ in some ways (such as in "verbal reasoning" tests), but it is difficult to come up with a test for SE-I (not impossible). But SE-I is unlike "G" (and therefore IQ) in several ways:
  • Nothing is preventing an individual from increasing SE-I over a lifetime. In fact, it is a rare individual who does not increase his/her SE-I over a lifetime or even a week. IQ (and G) are supposed to be stable of a lifetime - imagined to be a property of the individual brain.
  • IQ (and G) are supposed to be independent of culture. Great efforts are made to remove cultural "bias" from IQ tests (one reason why "verbal reasoning" is often omitted entirely from IQ tests). SE-I, on the other hand, strongly depends on culture. In fact, SE will increase as the culture itself becomes "smarter". This agrees with the Flynn Effect, which documents that IQ is a moving target - people are doing better on IQ tests as time goes on (5 points every 20 years). This fact alone shows that there is something seriously wrong with IQ and the assumptions behind it - namely that "G" is a stable measure of individual intelligence. 
  • SE-I gives hints about how to "test" for intelligence, and, in fact, IQ tests are all about the ability of the individual to detect analogies. However, these analogies are what SE-I would call "superficial". IQ tests do not test The ability to develop "strong and useful" analogies. For example, knowing that "vertical is to horizontal as left is to right" is true but not particularly useful or powerful.
  • In fact, IQ scores can vary wildly for individuals (my own varies by 35 points depending on the type of test and my mood). Most people will remember their highest score (or imagine they would get), resulting in the phenomenon that most people think of themselves as "above average" IQ-wise. This is statistically impossible of course, since, by definition, 50% of the population is below average.
As we will see, SE-I has a few powerful implications that leave the IQ concept on the scrap heap. More than that, we will see that SE explains why IQ has so many problems. It turns out that the assumption that G is an individual, measurable property is wrong too.

To see why our ideas of intelligence are circling the drain, ask Google "Is Donald Trump Intelligent"? SE-I provides an immediate and obvious answer. Does IQ help at all?  Many commentators, including Trump, assume IQ "is" intelligence. Conceding that point to Trump, the discussion becomes a food fight about the failure of IQ to "define" what people mean by intelligence. SE-I can step into the gap and helpfully point out what we all understand about the intelligence of the President.

The SE-I approach can usefully "put the finger" on the "nub of the matter" - Trump's inability to productively and usefully employ a rich set of analogies in his decision-making. The fact that he makes no use of the massive resources of the Central Intelligence Agency is also relevant. This is frequently because he uses the wrong "frame" for the issue. As we will see, SE-I intelligence is not an attribute of one person or, if it is, a person who isolates himself from others is the SE-I equivalent of a moron, not the least because he doesn't understand what intelligence is.

WHAT KINDS OF ENTITIES CAN BE INTELLIGENT?


IQ was invented to sort out recruits for the military. Who is smart enough to pull the trigger. Who is smart enough to fly an aircraft? The project was all about individual selection. Subsequent attempts to rescue the concept from blatant cultural bias have, as we will see, stripped IQ of any claim to legitimacy - in fact, bringing IQ farther and farther from SE and the sister concept of "G".

INDIVIDUAL "IQ"


Attempts to strip "culture" from IQ have forced IQ test to blatantly "measure" ability to do well on IQ tests. Tests focus on the interpretation of abstract figures and numbers - something that is assumed to correlate with"G" - an assumption that depends on the existence of G in the first place. A useful analogy may help. Suppose we have a measure called IH - general health quotient. We mark it on the curve, like IQ and "measure" it by getting the individual to run a 100-yard dash. That will correlate well with the vague concept of "health" but obviously leaves out a lot of factors that anyone would recognize as health-related. More to the point, anyone would recognize that a single number, marked on the curve, is a silly way to measure "health". But that is exactly how IQ "measures" intelligence - a concept that we all know in our hearts to be vastly complex. In fact, we all assume that complexity when we claim to be intelligent despite unremarkable IQ.

GROUP IQ


It is a common experience - in fact, built into the way society actually functions - that "two heads are better than one". Mathematically, it is obvious that an IQ test performed by two people will result in a higher score than either individual could achieve. This is easy and fun to test. For an IQ test, this is "cheating". But nothing is preventing SE-I from describing the ability of a group to "come up with strong and useful analogies". More precisely, the SE-I concept can be used to observe the effect of adding expertise to a group (Surfaces and Essences has a powerful definition of "expertise" that I will discuss later). My experience working with many smart people is that coming up with strong and useful analogies has always involved other people.

CULTURAL AND LANGUAGE IQ


Obviously, the ability to "come up with strong and useful analogies" depends on what sorts of situations a person (or group) knows about that are "like" a new situation. To cite an obvious example, if the group is fully comfortable with mathematical concepts, it can come up with analogies involving space and time. Knowing 30,000 words of a 700,000-word language (along with the multiple meanings of many words) is an advantage - a vast collection of analogies "built-in" to the language. Don't we assume that a University education will make us "smarter"? And how, exactly, does that work? Is it not by broadening our resources of useful analogies? That means that culture and language not only contribute to "group SE" but that we may speak of the culture and language itself as having a "high SE-I"

If there is a single theme in "Surfaces and Essences", it is the richness of language itself - we are "swimming in a sea of analogies". And the sea grows wider and deeper by the minute.

COMPUTERS


"Artificial Intelligence" is all the rage these days. But what does "intelligence" mean. My experience as a programmer, including in the field of Artificial Intelligence, tells me that it would be easy to write a program that aces every IQ test thrown at it. Many "experts" have claimed that this result has already been achieved. Of course, the problem with this claim is that IQ is not defined for anything but an individual human's performance relative to a large population of humans taking the same or similar test. A computer IQ might hypothetically compare one computer (say an iPhone with a specific set of apps and options) to the performance of a population of other iPhones with the same apps. The results would not be impressive since we would expect all of the iPhones to perform identically.

The SE-I concept escapes the limitations imposed by the statistical definition of IQ. As we have already seen, it makes sense to talk about the SE-I "intelligence" of a language or culture. Computer applications like Google Search provide access to a large subset of human knowledge. Someone with access to Google Search will do better than someone without such access on an essay question involving what we would call "creativity".

To illustrate this point, imagine Joe is a student in High School. He has been assigned to write an essay on the topic "Why is love like a rose?". He pulls out his iPhone and asks Google:  "Why is love like a rose?" On the first page of results, we find this poem by Phil Panebianco:
Love is like a rose, when it blossoms it's so new and fresh.Each petal is so beautiful and soft.Each petal holds something special, the good times, the bad times, the times we wished never happened and the time that have yet to be written.But like a roses thorns, love can hurt too.In time we manage to ease the pain, but never forget how good the rose felt to have. We always want more.A rose is a sign of love, a sign of caring.It's lets us know someone is thinking about us.A rose last a long time, but true love never dies.You hold it in your heart forever.You cherish it with all your heart and soul.Roses can come and go, but you only get one true love of your life and that true love is you.Always has been, always will be.
That's a pretty good answer. Of course, our student cannot directly use it (that would be "plagiarism"), but the poem delves deeply into the analogy in question. In Joe's mind, the analogy makes more sense. Perhaps at that point, he will delve into his own experience to find something "like" what is described in the poem. Maybe all he can come up with is his love of his dog. Maybe not. In both cases, Joe is 
 facing a new situation, swiftly and surely homing in on an insightful precedent (or family of precedents) stored in the recesses of one’s memory. That, no more and no less, is what it means to isolate the crux of a new situation. And this is nothing but the ability to find close analogues, which is to say, the ability to come up with strong and useful analogies
Something is going on here that seems a lot like SE-I intelligence. But who or what is "intelligent"? SE-I does not constrain us to answer (a) the student, (b) Phil Panebianco (c) Google (d) the student's iPhone. The answer is "all of the above". SE-I even gives us a clue about how to parse the contributions of each choice. It should be pointed out that Joe has dozens of other suggestions from Google, allowing him to dig around until he finds something that "clicks". In any case, he should come out with a better understanding of the idea and a better ability to communicate the idea. It's also true that our list (a) ... (d) does not exhaust the possibilities. Some credit must be given to the teacher, the school and the English Language. Sometimes "intelligence" consists of asking an intelligent question.

We can draw a "strong and useful analogy" by looking more closely at option (a) above. Would that answer be correct about the student or a combination of systems in the student's brain? If it's a combination of systems, why exclude Joe's iPhone?

BRAIN SYSTEMS

SE-I can "drill down" on individual brains and assess "intelligence" of brain systems. Consider the visual system. Without going into excessive detail, the function of this system is to extract "meaningful" information from a stream of input from the eyes. The "hardware" of this system manages to extract a stunning array of "strong and useful analogies" - a fact that becomes more and more obvious as we try to duplicate this system to create self-driving cars:
  • We "see" 3 dimensions when we are actually looking at a pair of 2-dimensional arrays
  • We "see" a thousand colours when we actually see 3 analog measures of the intensity of 3 colours.
  • We "see" the world as filled with objects: desks, doors, floors, trees, dogs ...
And so forth ...

In Joe's case, we can include the stunning capability of his visual system, plus his hard-won ability to read, plus his ability to understand language, plus the language itself.

DOGS


"Surfaces and Essences" provides us with a long list of categories and analogies recognized by a dog owned by one of the authors. The list is impressively long (something that irritates some readers of the book), but conclusively demonstrates the usefulness of the SE-I concept. Dogs have an SE-I that is well into the "plus" range and comparable to human SE-I. Using SE-I, it makes sense to ask if dogs are "as smart" as humans. IQ is no help here since, by definition, IQ applies only to humans.

CONCLUSION


Visitors to this blog will spot my prejudice for regarding "mind" as a "distributed" phenomenon. The idea of intelligence, like the idea of  "mind", makes sense when applied at many scales from the cell to human society. The boundaries of mind extend deeply into the "real world" of our creations, environment and our socially-determined interpretation of that environment. Our habit of regarding mind as something going on in the brain of one person is preventing us from seeing the "big picture": the essence of mind.

SE-I is itself a concept, an idea based on analogy. "Surfaces and Essences" claims that all ideas are based on analogy. I have provided a few examples of the category (hundreds more could be provided). The aim is to define SE-I as a category - what a friend calls something you "know it when you see it". We really need to let go of our idea that intelligence as what an intelligence tests measures or "correlates" with G. SE-I is a definition, not a statistical construct. "Surfaces and Essences" educates us to expect something a bit different in the way of a "definition". Instead of what we'd find in a dictionary or a geometry textbook, we are being shown the situations where the idea of SE-I applies. We are being educated to use the word "intelligence" in a way that turns out to be much closer to how we usually use it - not as a synonym for "IQ".

SE-I allows us to think productively about intelligence. It provides us with "strong and useful analogies". In fact, understanding SE-I itself makes us smarter! We could expect no more from the authors of SE-I.

= PS. In 2023, AI became available to the average person in many forms, most notably CHAT-GPT, which is available as an iPhone app at the time of writing. This is how CHAT-GPT answers the question, Why is love like a rose:

Love is often compared to a rose because both can be beautiful, delicate, and yet capable of causing pain. Just as a rose's thorns can prick you, love can bring both joy and heartache. Love, like a rose, can be enchanting and captivating, but it also requires care and attention to flourish. Just as a rose needs nurturing to bloom, love requires effort, understanding, and compromise to thrive.