BC ARTIFICIAL INTELLIGENCE
Saved by @Alex1Powell

My attempt to map the research *doctrines* of various groups working on Artificial General Intelligence.

 Although one might see names of individuals here as well as organizations, take it just as identification of the organization behind the person and a very narrow slice of their overall research portfolio.
Here is a @swardley map that captures the relationship of doctrine with other individual and organizational processes.
We can capture a party's doctrine by either an explicitly stated agenda or an aggregation of the kind of approach that is pursued. A doctrine is an invariant property of the overall behavior of a party.
In this map one can see the conflict between different parties (compare @garymarcus with the deep learning folks).
Also you can compare groups like @DeepMind and @OpenAI which although are both working on Deep RL. Deepmind has a neuroscience flavor that is reflected in its classification as being more organic.
Because it is unnatural to capture a high dimensional concept such as doctrine in just two dimensions. The dimensions have been selected to be purposefully ambiguous so as to allow the reader some leeway in interpretation.
The vertical axis reflects a difference in inspiration for the hypothesis generated by the doctrine. One can be biologically inspired like @numenta or one can be less so, but informed by a mathematical idea (i.e. free energy).
The horizontal axis reflect the known tension between representationalists and non-representationlists. In one side are functionalists that identify specific mechanisms. On the other extreme are enactivists that try to capture the complexities of the ecosystem.
Every scientific discipline as well as each individual researcher follows a research agenda that is explicitly or implicitly driven by a doctrine. The debates we see between various groups are the manifestations of the conflicts in doctrine.
There is an argument to be made (see: @blamlab ) that the complexity of intelligence requires a pluralistic approach, yet people and organizations seek a dogmatic stance instead. This is of course unavoidable, it is the nature of the human condition.
I've captured this in a blog post that hopefully will expand the details: https://t.co/Qek1Z1WH7S

More from Carlos E. Perez

Carlos E. Perez
Carlos E. Perez
@IntuitMachine
Conscious and conscience are two words that share the same origin but mean two different things. The bias against explanations of consciousness comes from the conflation of these two words.

In addition, the question of free will is also adjacent to the notion of both consciousness and conscience. The ideas of consciousness, conscience, and free will serve as the foundation of justice in our civilization. (care to add another?)

So when we see people fail to condemn an act that is morally repugnant, we wonder if they have a conscience. But we don't wonder if they are conscious. When we incarcerate a person, we ask if they had "free will" but we inquire if they were 'conscious' during the crime.

The presence of consciousness and free will imply sentience. Which is the same as conscious and sounds just like a conscience. Our biases have muddled all the words together to likely mean the same thing.

The words that we use today continue to evolve. The same word can have a different meaning in the past. The word empathy is a recent word invented in the early 1900s. Originally it meant to place oneself from the viewpoint of a thing. Today we don't use it in this way.
LIFE
Carlos E. Perez
Carlos E. Perez
@IntuitMachine
Does artificial anthropocentric intelligence lead to superintelligence?

When I use the term Artificial General Intelligence, my meaning of 'General' comes from the psychology definition of the G-factor that is tested in general intelligence tests.

It is an anthropocentric measure. The question that hasn't been explored in depth is whether a "human-complete" synthetic intelligence leads to a superintelligence. The prevailing assumption is that this expected.

I am going to argue that this assumption may not be true.

The assumption that goes into AGI automatically exploding into a superintelligence is driven by the bias that human intelligence is perceived at the pinnacle of all intelligence.
TECH
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Carlos E. Perez
Carlos E. Perez
@IntuitMachine
Star Wars has a simple dichotomy between good and evil. But as the stories have evolved, the nuances between these distinct poles also has acquired a richness that is hard to dismiss.

In the latest trilogy, we discover a dysfunctional civilization even after the defeat of the empire. The argument that the remnants of the empire make is that the galaxy stills seeks a need for order. Order and chaos are at seperate poles where evil is aligned with order.

We know however from D&D alignment charts that good and evil, order and chaos can exist in many combinations:


It is also interesting that the Sith (the Evil sorcerers) only come in pairs as opposed to the Jedi that can be entire communities. Apparently, to sustain evil one has to restrict agency and individuality to just a few. A community of evil-doers very quickly turns on itself.

So at one extreme we have evil, order, individuality and at the other we have good, chaos, collective. Which brings up the question, what is the definition of evil and good? Something that we took for granted ever since the first Star Wars movie.
MOVIE
Carlos E. Perez
Carlos E. Perez
@IntuitMachine
I suspect that Emergentism and Enactivism have very little appeal in a world dominated by Reductionists.

To get funding one must present a reductionist idea. A perfect example of this is the European Blue Brain project.

I also suspect that pitches that show how one can get a competitive advantage over the rest of humanity has a much greater appeal than pitches that show how one can that has a unified view of humanity.

My book 'The Deep Learning Playbook' out sold my other book 'Artificial Intuition' by a metric mile. I am however more proud of the latter book.

That's because the word 'playbook' conveys a thing that once possessed gives one new power. In contrast, the word 'intuition' does not feel like a think but more of a process (a thought process). Processes don't appear like things that can be owned.
GOVERNMENT
Carlos E. Perez
Carlos E. Perez
@IntuitMachine
Abduction is that thought process where we renew our past, question our present, and reimagine our future.

It was C.S. Peirce, a century ago, that coined the use of this term to describe a thought process that would convey hypothesis making.

A little over 50 years ago, proponents of Artificial Intelligence, proposed that deduction would be the core feature of human intelligence. This idea was driven by the bias towards formal logical systems and the emergence of computers.

This approach was in stark contrast to cybernetics (introduced a decade early) that proposed that dynamical systems were a model for intelligence. The descendant of this approach was coined as artificial neural networks.

This dynamical systems approach was later understood as being similar to an induction based thought process. Deep Learning leads to what can be characterized as Artificial Intuition.
LIFE

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When Saudi Arabia's King visited India in 1955, PM Nehru ordered all the Hindu Temples and Idols of Hindu Deities that came in Saudi King's way to be covered up.
Our temples are the architectural marvels in their own league.


Each of our temples tells the story of our rich history and cultural heritage. Was Nehru that ashamed of his own nation's heritage that he had to cover them up or there was some other reason? The answer would be best known to him only.

PM Nehru invited the then Saudi King Saud bin Abdul Aziz to India who accepted the invitation and planned a 17 day long official visit to India in 1955. Saudi King had brought a large delegation with him and he had to visit various Indian cities like Mumbai, Hyderabad, Agra,


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'Kalma Tayyiba' means 'There is not God but only Allah and Mohammed is his messenger'. In addition to it, Pooja and Aartis were also stopped at temples. I can call it the appeasement politics of the highest order and Nehru was indeed the greatest appeaser of all times.
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V.S.S
V.S.S
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8 March 1679 - The date on which 300 saffron clad warriors gave their life to protect temples from mugal army. Thread➡️
Aurangzeb's huge army, which was adorned with artillery, elephant and horses, under the leadership of Commander Darab Khan had marched to punish the ruler of/1


Khandela Raja Bahadur Singh, who became a rebel due to the anti-Hindu policies of Aurangzeb, and to destroy the temples of Shekhawati. Bahadur Singh to compete with such a large army, vacated Khandela for the purpose of conducting guerilla warfare and went Kot Sakrai /2

located in the inaccessible hills of Sakrai. People of Khandela also vacated Khandela and hid in nearby villages.

But some Shekhawat warriors did not like this as they knew that the royal army would not leave a single temple located in Shekhawati unbroken./3

so soon the teams of self-sacrificing Dharma-protectors Shekhawat heroes started reaching Khandela to protect the Dev temples.

Sujan Singh Shekhawat, the young thakur of Chhapoli, was coming back from his wedding when he heard about the imperial army from Shepherds./4

झिरमीर झिरमिर मेहा बरसे,मोरां छतरी छाई |
कुल में है तो आव सुजाण, फोज देवरे आई ||

if you are born in your glorious clan, then come, the army have come to destroy temple. /5
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Jaya_Upadhyaya
Jaya_Upadhyaya
@Jayalko1
DODDA GANAPATHI, BENGALURU
#karnatakatemples

Dodda in Kannada means big. Sri Ganesha here is 18 ft tall in height and 16 ft wide. Dodda Ganesha is also known as Shakthi Ganapathi and Satya Ganapathi.

It is said that Kempe Gowda, the founder of Bengaluru, saw a rock here.


The rock had engravings of Ganesha. His sculptors cut the Ganesha murti from that single rock. Later, a shrine was built around the Ganesh murti.

It is believed that Dodda Ganapathi is the protector of Bengaluru. All auspicious events start by praying to Him.


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Ganesha is also covered in cream colour and is decorated with golden laces and buttons
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