Software intelligence: formal rules of AAAS system metrics and grammars

In front of the recording file “ Observable phenomena and emergent process noumenon - From the phenomenon of existence to the history of existence ” A summary of the phenomenal world has been given in ：“ The jagged phenomenon world exposes three nails and eight claws , It reveals the principle of the earth to us , It implies the heaven machine ”.

Links to audio files ：

link ：https://pan.baidu.com/s/1s3eTvdgERkFSIntWjSBhgA 
Extraction code ：1pyo

This article is right “ The principle of the earth ” and “ Heavenly machine ” After that “ Shige ” and “ personality ” Further development of , And on this basis, I sorted out   Formal work content . This includes using personality and Shige Represents two formal roadmaps , Namely Weights and measures And Grammar The formal rules of . Both revolve around “ I ” In the , From two opposite directions （ Two me and two no me -- I am what I am and I am what I am  ） Give a right to “ things ” and “ The reason is ” Three different perspectives ： Two sides of the board of directors 、 The director is all right and Director Yuanrong .

meanwhile , The two formal routes of "two self" and "two no self" , Each represents the final result of all intelligence , namely   Connectivity and relevance . The former is little wisdom （ go ” Two me “ The route of the , Become the intelligence of object form , Enter the gate of life and death ）, The latter is great wisdom （ go ” Two without me “ The route of the , Don't do it ” prajna “, Become the intelligence of the energy form , Enter the gate of truth ）.

One 、 Connectivity connection

  For connectivity There are three things （ Agent 、 With the case and the patient ） give “ The logic of things ”. from “ Two sides of the board of directors ”（ namely “ The reason is ” and “ things ”） The angle of , To reveal “ ' things ' In all ' Heavenly machine '”. It uses “ branch Don't worry + Calculation ” The ability of .

What connectivity gives is degree 、 The amount 、 equilibrium The formal rules of . There are three kinds of “ Noodles ” Or three “ branch ”（ Different kinds of intelligence ）：  grouping 、  layered And classification .

1. grouping ： Faces for grouping section （ section ）【 The amount measure】 -- Three are not in total . Limited representation , Meaningful situations situation. About values Machine intelligence , yes Ordinary procedure （ And things ）-- A computer program is   A discrete process Family specification  ( be called a procedure  ), It can be written as static information on a piece of paper or in computer memory . An activation of the program is a discrete process , Can be represented by a directed graph .
2. layered ： A surface used for dividing interface（ section )【 degree degree】--  Three Communists . It means infinite , The infinite possibilities of the real world and the infinite imagination of human thought . About the artificial psychology of worldview （ Agency psychology ）, agent agent Program （ Agent ）-- it What distinguishes it from ordinary procedures is , give give it A certain A unified principle of autonomy . This principle can be called Its psychology psyche.
3. classification ： The surface used for classification plane（ section ）【 equilibrium balance】-- Three pairs < common , Not altogether >. Represents a world of limited possibilities . About the outlook on life Artificial intelligence ,AI Program （ Patient ）, One robot , it It's a AI System , Receive signals from the environment , And to help it achieve certain established goals ] Act on the environment in a way .

Two 、 Relevance association

Relevance gives us grammar I type 、II The type and III The formal rules of type , Three types are defined respectively “ close ” Or three “ whole ”【 Different degrees of intelligence 】： alignment （ Uniformity ）、 Partial compatibility （ Compatibility ） And full integration （ Robustness ）.

A typical example of relevance , It is also the origin of this film . It's from ESG What you associate with .

  Relevance is a form of conceptual thinking , It is inspired by a concept name Think of its hierarchy , Make a note first ,  To be tested later . This is considered from the purpose to be achieved , At the same time, it distinguishes the target .

Various computational methods in current cognitive science （ Including the reasoning for them and the reasoning for classification ] Related methods ） Can be used in three different Purpose purpose：AI （ Sentence system ）,  Increased intelligence ( Inference system ) and Hypothesis testing ( Proof system ). The main difference between the three methods is The goal is goal： simulation , Enhance or human cognitive understanding . The calculation method designed for any one of them can usually be applied to other methods .

Relevance Embodies the personality Of “ Human reason ”（ The reason of being a man --“ Fear + Measure ”）. The bottom line of human thought is “ Fear ”, As a person, I am always moving my mind （ Psychological activity ） yes “ Measure ”.

Consider both goals and objectives , Is represented as ：

There is no me	Director Yuanrong [ panorama ]; The director is all right [ No shadow ]	No one has me
	people   In all   The principle of the earth ; things   Is here or not   artificial

in the light of EAG A complete list of examples of problem related thinking is as follows ：

Three levels of innovation   Definition Artificial neural network
development method	Symbol standardization	Vocabulary standardization
Noumenon appears	Object discovery	The invention Class instance
rename	restructuring	be reborn	chinese
rename	reform	reborn	english
In the word	Literally	Between lines	Classic usage - specimen （ Feel the power Sample variance ）
MIS	ERP	ESG	A typical example - Examples （ Karma Sample zero )
norm	form	rule	( Theme words )b  < Mentioned >m3
metaphor	metonymy	Back to	( It is bound to be omitted )c < Not mentioned >m2
Hidden in the realm	Stated in the original	Hidden truths	( Background knowledge may be required )d < Possible use >m1
			Three are not in total ： Deep neural network    CNN RNN CAN

（ The right is connected with the table above ）

natural law - Three Communists Basic neural networks [ Supervised learning Breadth ]
Much transformed Time goes Times have changed
mapping   view	It requires strict one-to-one mapping between syntactic and semantic rules		A rigid constraint	graphics |  -- (+ Wave breaking line )
transformation   move	Cube { The difference λ, differences ε, disparity Δ}.PID unit   Numbers strand
Projection   shadow	Yin man can attract karma to pull   ATCG Company character strand			claw claw： ←   -<  \
	1 As the main expression of meaning	Initial alphabet S	II. Relaxation of restrictions
λ expression	2 And can handle handle	Initial axiom set A	(allow flexibility )
	anything	Initial assertion set B	Generative formula P: α→β	nail peg： →   >-  /
				Symbol graphics Icon

explain ： The above table “ Rigid constraint ” In the right column is Three small graphs that make up the process type ： A vertical bar 、 Horizontal straight line and horizontal wavy line . The process can be assembled process All five leaf level subtypes of type . As shown in the figure below ：

  The list above contains ：

1. Three are not in total ： Connectionism connectionism, Mechanism mechanism And behaviorism behaviourism. Corresponding to perception in the level of cognitive evolution - action (P-A) Three layers of mechanism .
2. Three Communists ：  Symbiosis, mutual growth and empathy . Corresponding to the stimulus response mechanism R/S neural network , Represents the foundation underlying Model （ mathematical model ). It is the trinity of computing （ be based on Relationship type / Category ： computational trinitarianism = propositions as types +programs as proofs +relation type theory/category theory）. Three Communists Three levels of division , give AI The three top roles of ：  The main event is 、 Transmission auxiliary and motion pair .
3. Contains three pairs of < common , incorrect >:

•   very （ Two extremes ：  Big without outside, small without inside ）：< Very famous - Human common sense conceptual schema Defects omitted from the approximation - In language design Defined by the “ Except inside ”（ Statute reduction）, Very way - The default value of the epistemological rule of empirical analogy Missing from -- In language design Defined by the “ With the exception of ”（ deduction derivation）>;
•   often （ As constant ）： Two intentions < Its contribution - Yes , The mystery - nothing >
•   Impermanence （ As a variable ）： Two functions < Positive assistance , Reverse protection >

【--------- To be continued ------------】