32 · Industrialized Production of Theory

Chapter 32: Industrialized Production of Theory | StructLang

Introduction: A Hidden Secret

In Chapter 30, we anatomized showing off behavior, deriving 21 structural operation strategies from a single conversation. You might ask: Can this analytical capability be mass-produced?

The answer is: Yes, and simpler than you imagine.

When you read management theories, strategic analyses, and psychological frameworks, you often assume these are “laws” that scholars “discovered” through long observation and arduous research. But what if I told you that a large number of theories can actually be mass-produced through a standardized process?

Going further: if you master this method, you can quickly construct a complete, logically self-consistent theoretical system capable of explaining numerous phenomena in any field.

This isn’t the degradation of theory, but the revelation of theory’s essence.

Back to Chapter 26 “The Nature of Abstraction,” we argued: Abstraction is not “removing details, preserving essence,” but “selectively compressing information under a specific framework.” There’s no “objective essence,” only “framework-relative essence.”

So, since frameworks are choosable, we can systematically select frameworks and derive theories.

This chapter will demonstrate the complete process of theory production and reveal: many “classical theories” you see are products of this process.

Section One: Basic Method of Mass Production

1.1 Five-Step Core Process

Using “money-making methods analysis” as example, showing complete process:

Step 1: Select Analysis Domain

Domain: Money-making methods
Goal: Establish systematic classification

Step 2: Select Two Dimensions

Dimension 1: Voluntary/Involuntary
Dimension 2: Violent/Non-violent

Key: These are arbitrarily chosen dimensions.

I could also choose:

Skill-based × Capital-based
Risk × Return
Legality × Morality
Short-term × Long-term

Each choice produces completely different theoretical systems, but all can be self-consistent.

Step 3: Logically Derive Four Combinations

A: Voluntary × Non-violent = Normal Employment
   (Labor market, service industry, professionals)
   
B: Voluntary × Violent = Brainwashing Rule
   (Personality cult, fanatical mobilization, voluntary sacrifice)
   
C: Involuntary × Non-violent = Fraud
   (PUA, MLM, contract fraud, cognitive manipulation)
   
D: Involuntary × Violent = Enslavement
   (Gang control, forced labor, war plunder)

Step 4: Forced Categorization

Rule: All money-making methods must fall into some quadrant

Execute:
- Find numerous cases for each quadrant
- Refine subtypes of each quadrant
- Analyze stabilization mechanism of each quadrant
- Force boundary cases into some category

Step 5: Bulk Content Filling

Each quadrant can expand infinitely:
- Typical cases (10-100)
- Operating mechanism
- Historical evolution
- Cross-cultural comparison
- Sub-dimension decomposition (producing 4 more subtypes)
- Transformation paths between quadrants
- Future trend prediction

Result: A seemingly complete theoretical system, can write hundreds of thousands of words.

1.2 Why Does This Method Work?

1. Logical Completeness

2×2 = 4 combinations
Necessarily exhausts all possibilities under these two dimensions
Gives feeling of "systematic completeness"

This isn’t true exhaustion, but exhaustion under the constraint of these two dimensions. Change dimensions, completely different “exhaustion.”

2. Forced Thinking

"Voluntary×Violent" combination
You might not have thought of before
But framework forces you to think: "What does this correspond to?"
Forces you to discover overlooked phenomena

This is framework’s heuristic value: it forces you to fill all boxes, thus discovering blind spots.

3. Convenient for Comparison and Transfer

Once structure identified: "PUA is non-violent involuntary"
"MLM is also non-violent involuntary"
"Some political mobilization is also non-violent involuntary"
→ They can learn techniques from each other

Back to Chapter 27 “Transferability Theory”: same structural pattern can transfer between different domains.

4. Self-Expansion Capability

Each quadrant can continue subdividing
Introduce third dimension → 8 combinations
Introduce fourth dimension → 16 combinations
Theory can proliferate infinitely

Section Two: Reverse Analysis of Existing Theories

2.1 Classic Four-Quadrant Theories All Come From This

When you understand this method, looking at those “classical theories,” you’ll find they all follow the same template.

Boston Consulting Group Matrix (BCG Matrix)

Domain: Corporate product portfolio
Dimension 1: Market growth rate (high/low)
Dimension 2: Relative market share (high/low)
Four quadrants: Star, Cash Cow, Question Mark, Dog
Result: Standard mass-produced theory

SWOT Analysis

Domain: Strategic analysis
Dimension 1: Internal/External
Dimension 2: Favorable/Unfavorable
Four quadrants: Strengths, Weaknesses, Opportunities, Threats
Result: Completely fits template

Political Coordinate System

Domain: Political stance
Dimension 1: Economic left-right
Dimension 2: Authoritarian-libertarian
Four quadrants: Left-authoritarian, Left-libertarian, Right-authoritarian, Right-libertarian
Result: Same structure

Ansoff Matrix, Eisenhower Matrix, Kolb Learning Styles…

All different instances of this template.

2.2 This Is Not Coincidence

Discovery: Numerous "classical theories" follow same construction logic
- Select domain
- Choose two dimensions
- Execute combinations
- Categorize phenomena
- Fill content

Not because "reality is just like this"
But because "this is effective way of human cognitive compression"

Back to Chapter 8 “Compression and Decompression of Information”:

Humans must compress information for processing. 2×2 matrix is simplest two-dimensional compression:

Simple enough (only 4 boxes)
Rich enough (can encode complexity)
Easy to remember and transmit

So 2×2 framework is popular, not because “truth is so,” but because “cognition needs.”

Section Three: Deep Mechanism — Combined with StructLang Theory

3.1 True Nature of Abstraction

Traditional Understanding (Wrong)

Abstraction = Remove details, preserve essence
More abstract = Closer to things' essence
More universal = More correct

True Situation (Chapter 26’s Core Discovery)

Abstraction = Selectively compress information under specific framework

No "objective essence"
Only "framework-relative essence"

Abstraction is not discovery, but construction

When I say “money-making methods can be divided into voluntary/involuntary × violent/non-violent,” this isn’t “discovering essence of money-making,” but:

1. I chose "voluntariness" and "violence" as analysis dimensions
2. I constructed a classification framework with these two dimensions
3. I forced real-world money-making methods into this framework

This is construction, not discovery

3.2 Concepts as “Consensus Compression Points”

Using “dog” as example (Chapter 8 supplement):

"Dog" isn't objective essence naming
But humanly agreed classification boundary

Different people decompress different content:
- Biologist: Canidae, DNA characteristics
- Child: Barks, wags tail
- Some cultures: Unclean animal
- Pet owner: Family member, emotional attachment

Similarly, your “employment” is also compression point:

"Voluntary non-violent = Employment"

This compression point:
- Doesn't discover essence
- But proposes categorization rule
- Forms consensus among people who accept this framework

But different people decompress:
- Economist: Labor market, supply-demand
- Marxist: Surplus value, alienated labor
- Libertarian: Free contract, individual choice
- Worker: Making living

Same symbol, different content

3.3 Constructiveness of Structural Annotation

Shocking truth:

Traditional understanding:
Reality "objectively exists" some structure
→ I "discovered" it
→ I "annotated" as certain type
→ This is "describing objective fact"

True situation:
Reality has complex situations
→ I observe with specific framework (choose framework)
→ I decompose with specific dimensions (choose dimensions)
→ I annotate with specific symbols (choose symbols)
→ I compress with specific algorithm (choose rules)
→ I get some classification
→ This is "framework-based construction"

Analogy:

Not "discovering dog's essence"
But "agreeing certain animals as 'dog' category"

Similarly:
Not "discovering essence structure of money-making methods"
But "using framework to construct classification system of money-making methods"

3.4 Arbitrariness of Framework

Why choose “voluntariness × violence”?

You could also choose:
- Skill-based × Capital-based
- Risk × Return
- Legality × Morality
- Short-term × Long-term
- Value creation × Value distribution

Each choice can produce a theory
Each theory can be self-consistent
Each theory can fill massive content

Key: Dimension selection is arbitrary
But once selected, appears "inevitable"

Different frameworks produce completely different theories:

Framework 1: "Voluntariness × Violence"
→ Highlights "coercion" and "consent"
→ Implicit value: Liberal perspective

Framework 2: "Value creation × Value distribution"
→ Highlights "production" and "distribution"
→ Implicit value: Economics perspective

Framework 3: "Exploitative × Exploited"
→ Highlights "class relations"
→ Implicit value: Marxist perspective

Choosing framework = Choosing stance

Section Four: Power of Cross-Domain Structural Analysis

4.1 Manifestation of Same Structure in Different Domains

Universality of “Non-violent Involuntary” pattern:

Back to Chapter 30’s analysis, after identifying this structural pattern, we find it everywhere:

Individual level:
- PUA (emotional manipulation)
- Workplace PUA (work exploitation)
- Emotional blackmail (family relations)

Organizational level:
- MLM (economic exploitation)
- Cult (spiritual control)
- Extreme corporate culture (996 brainwashing)

National level:
- Ideological indoctrination
- Public opinion control
- Nationalist incitement

International level:
- Economic colonialism
- Cultural infiltration
- Financial manipulation

4.2 Common Deep Structure

These seemingly different phenomena share same mechanism:

1. Information Control
- Monopolize information sources
- Create information asymmetry
- Filter unfavorable information

2. Cognitive Transformation
- Redefine concepts
- Change evaluation standards
- Implant thinking framework

3. Emotional Hijacking
- Create fear/hope
- Group identity pressure
- Shame and self-doubt

4. Exit Costs
- Sunk cost trap
- Social relationship binding
- Identity dependence

5. Gradual Advancement
- Start from small commitments
- Gradually escalate demands
- Boiling frog

This is theory’s power: identify structure, see common mechanism beneath surface differences.

4.3 Conditions for Structure Transfer

But not all structures can transfer. Back to Chapter 27 “Transferability Theory” layers:

Layer -3: Completely non-transferable (specific person's specific moment subjective feeling)
Layer -2: Only repeatable in same situation
Layer -1: Transferable within same domain
Layer 0: Analogous between similar domains
Layer +1: Cross-domain structural pattern
Layer +2: Cross-culturally verifiable laws
Layer +3: Universal human psychological mechanisms
Layer +4: Universal biological laws
Layer +5: Universal physical laws

“Non-violent involuntary” is Layer +1:

Identifiable in multiple social domains
But depends on human social organization
Cannot transfer to physical or biological systems

While “compression-decompression” is Layer +3:

Applicable to any information processing system
Including AI, organizations, individuals

Higher transferability, wider scope, but more information loss.

Section Five: Operational Template for Mass Production

5.1 Universal Template

def generate_theory(domain, dimension1, dimension2):
    # Step 1: Logical derivation
    quadrant_A = (dimension1+, dimension2+)
    quadrant_B = (dimension1+, dimension2-)
    quadrant_C = (dimension1-, dimension2+)
    quadrant_D = (dimension1-, dimension2-)
    
    # Step 2: Naming
    for quadrant in [A,B,C,D]:
        give_nice_name(quadrant)
    
    # Step 3: Reality mapping
    for quadrant in [A,B,C,D]:
        find_10_to_100_real_cases(domain, quadrant)
        refine_subtypes(quadrant)
    
    # Step 4: Mechanism analysis
    for quadrant in [A,B,C,D]:
        analyze_stabilization_mechanism(quadrant)
        analyze_typical_characteristics(quadrant)
        extract_key_elements(quadrant)
    
    # Step 5: Transformation analysis
    for quadrant_i, quadrant_j in all_pairs:
        analyze_transformation_path(quadrant_i, quadrant_j)
        analyze_trigger_conditions(quadrant_i, quadrant_j)
        provide_real_cases(transformation)
    
    # Step 6: Sub-dimension expansion
    for quadrant in [A,B,C,D]:
        introduce_new_dimension3(quadrant)
        generate_4_more_sub_quadrants(quadrant)
        # Theory expands to 8 or 16 types
    
    # Step 7: Cross-domain analogy
    find_similar_structures_in_other_domains()
    establish_analogical_relations()
    
    # Step 8: Academic packaging
    restate_with_theoretical_terminology()
    cite_relevant_literature()
    create_beautiful_charts()
    add_case_studies()
    
    return complete_theoretical_system(can_publish_paper_or_book)

5.2 Examples of Domains for Mass Generation

1. Educational Method Theory

Dimensions: Initiative × Structure
- High initiative high structure: Project-based learning
- High initiative low structure: Self-directed exploration
- Low initiative high structure: Cramming education
- Low initiative low structure: Laissez-faire

2. Management Style Theory

Dimensions: Centralization × Warmth
- High centralization high warmth: Paternalistic management
- High centralization low warmth: Cold bureaucracy
- Low centralization high warmth: Warm democracy
- Low centralization low warmth: Laissez-faire

3. Communication Strategy Theory

Dimensions: Authenticity × Emotionality
- High authenticity high emotion: Passionate speech
- High authenticity low emotion: Rational analysis
- Low authenticity high emotion: Propaganda incitement
- Low authenticity low emotion: Boring indoctrination

Each can expand into complete system, writing tens to hundreds of thousands of words.

Section Six: Revealing Theory’s Essence

6.1 Theory Is Not Discovery, But Construction

Traditional Scientific Myth:

"Through observation, I discovered essence laws of things"
"This theory reveals objective truth"
"My classification reflects reality structure"

True Situation:

"I chose a framework to observe"
"I established a classification system"
"I forced phenomena into different categories"
"I claimed this is law"

This is construction, not discovery

Back to Chapter 24 “Objectivity Worship”: we revealed how “objectivity” is used as power discourse.

Similarly, “theory” is often packaged as “objective discovery,” but actually is “framework construction.”

6.2 Framework as Power

Whoever constructs framework controls cognition:

Who chooses dimensions?
→ Decides "what is important"

Who defines quadrants?
→ Influences "how to evaluate"

Who names categories?
→ Shapes "how to understand"

Theory construction itself is power behavior

Example:

Framework A: "Efficiency × Fairness"
→ Implicit: Market economy perspective
→ Suggests: May need tradeoff between two

Framework B: "Exploitative × Exploited"
→ Implicit: Class analysis perspective
→ Suggests: Need to change power structure

Framework C: "Freedom × Order"
→ Implicit: Liberalism vs conservatism
→ Suggests: Society needs balance

Same reality, different frameworks, completely different theories

6.3 Consensus of Concepts

“Consensus” doesn’t equal “objective”:

Back to Chapter 23 “Multi-Agent Consensus Formation”:

"Dog" concept:
- Within biological community: Stable consensus
- Between different cultures: May vary
- In historical evolution: Boundaries change

"Employment" concept:
- In economics: Labor market
- In Marxism: Surplus value
- In liberalism: Free contract
- In worker perspective: Means of survival

No "uniquely correct" understanding
Only "consensus within specific community"

6.4 Theory’s Validity Criteria

Not “conforms to objective reality” (cannot verify)

But rather:

✓ Helps understand complex situations
✓ Helps predict behavior
✓ Helps formulate strategy
✓ Helps solve problems
✓ Can communicate within community
✓ Can modify in practice

If theory satisfies these:
→ It's "good theory"
→ Regardless of whether "absolutely true"

Analogy to Newtonian mechanics:

Newtonian mechanics isn't "absolute truth"
(Fails at near-light speeds)

But very useful within certain range:
- Civil engineering
- Mechanical design
- Daily physics
- Aerospace (low-speed parts)

→ That's enough

Our mass-produced theories same:
Don't claim "absolute truth"
Only claim "useful within specific range"

Section Seven: Meta-Capability of Theory Production

7.1 What You Gain After Mastering This Method

1. Rapid Theory Production Capability

- Any domain
- 10 minutes to generate framework
- 1 hour to fill content
- 1 day to complete system

2. Framework Critique Capability

- See through others' framework choices
- Identify implicit value presuppositions
- Discover overlooked dimensions
- Understand theory's construction mechanism

3. Multi-Perspective Switching Capability

- Same phenomenon
- Multiple framework analyses
- Compare different conclusions
- Flexibly choose most useful

4. Theory Deconstruction Capability

- Any theory
- Can disassemble into: framework + dimensions + symbols
- See construction mechanism clearly
- Evaluate valid domain

7.2 This Is Peak of Meta-Cognition

Not mastering “correct theory”

But mastering:

- How to manufacture theory
- How to choose framework
- How to define dimensions
- How to force categorization
- How to derive system
- How to package and disseminate
- How to identify limitations
- How to flexibly switch

7.3 Democratization of Theory Production

Traditional:

Theory is experts' monopoly
Needs years of academic training
Needs massive literature accumulation
Ordinary people can only passively accept

Now:

Anyone can produce theory
Method is learnable
Process is replicable
Tools are open

This is democratization of knowledge production
Also decentralization of cognitive power

Section Eight: Method’s Value and Limitations

8.1 True Value

1. Heuristic Framework

- Quickly establish preliminary cognition
- From chaos to order
- Provide thinking starting point
- Expand thinking space

2. Discover Overlooked Combinations

- "Never thought of X and Y combination"
- Force thinking about edge cases
- Reveal blind spots

3. Facilitate Discussion and Communication

- Provide common language
- Establish dialogue foundation
- Form team consensus

4. Systematically Organize Knowledge

- Organize scattered experience
- Establish knowledge system
- Facilitate memory and retrieval

8.2 Inherent Limitations

1. Arbitrariness of Dimension Selection

- Why choose these two dimensions?
- Are other dimensions more important?
- No "objectively correct" choice

2. Violence of Forced Categorization

- Complex phenomena forced into boxes
- Boundary cases difficult to handle
- "Mixed types" lose analytical value

3. Heavy Classification, Light Causation

- Tells you "X belongs to which category"
- But doesn't tell you "why X is like this"
- Lacks deep mechanism analysis

4. False Completeness

- "4 boxes cover all situations"
- But dimension selection is arbitrary
- Change dimensions, completely different result

8.3 Usage Recommendations

Correct Usage:

✓ As starting point of thinking, not endpoint
✓ As organizing tool, not truth
✓ Be aware of framework's constructiveness
✓ Maintain ability to switch frameworks
✓ Apply flexibly according to specific situations

Incorrect Usage:

✗ Treat as objective classification
✗ Mechanically apply
✗ Ignore framework limitations
✗ Refuse other perspectives
✗ Overconfidence

Section Nine: Dangers of Theory Self-Proliferation

9.1 Theory Can Expand Infinitely

Theory’s self-proliferation mechanism:

First generation theory: A × B = 4 types

Critique: "You ignored C dimension"
Improved version: A × B × C = 8 types

Critique: "There's also D dimension"
Perfected version: A × B × C × D = 16 types

Critique: "Need to consider dynamic evolution"
Dynamic version: Add time dimension, discuss transformation paths

Critique: "Need cross-cultural comparison"
Global version: Add cultural dimension

...

Theory can proliferate infinitely
Each time appears "more complete"
Actually just dimension stacking

9.2 “More Complex” Doesn’t Equal “Better”

Complexity Trap:

More complex theory:
- Appears more "comprehensive"
- But harder to verify
- Harder to apply in practice
- Easier to self-protect ("You didn't understand full complexity")

Simple theory:
- May be "incomplete"
- But easy to verify
- Easy to apply
- Easy to falsify

Occam’s Razor: Entities should not be multiplied without necessity.

Back to Chapter 27: Transferability and complexity are tradeoff.

Simpler → Easier to transfer → But loses more information
More complex → Preserves more information → But harder to transfer

Conclusion: True Meaning of Theory as Tool

Core Insights

Through this method, we revealed theory’s true nature:

1. Theory is constructed, not discovered

No theory waiting to be "discovered"
Only analytical system constructed under specific framework

2. Theory is framework-dependent, not universally objective

Different frameworks produce different theories
No "God's eye view" transcending frameworks

3. Theory’s value is usefulness, not conforming to essence

Good theory isn't "truest"
But "most useful"

4. Theory construction can be systematized, mass-produced

Not genius inspiration
But learnable method

5. Anyone can construct theory

This is democratization of cognitive tools
This is redistribution of power

Ultimate Attitude

Theory is not truth, but tool

Tools have applicable domains
Tools have limitations
Tools can be improved
Tools can be replaced

Good theory users:

✓ Understand theory's constructiveness
✓ Be aware of framework's selectivity
✓ Know theory's valid domain
✓ Can flexibly switch frameworks
✓ Maintain critical thinking
✓ Verify and modify in practice

Final Wisdom

This “mass-produce theory” method isn’t theory’s degradation, but theory’s honesty.

It lets us see clearly: what we’ve always been doing is “choosing framework, constructing classification, filling content,” just some people admit it, some don’t.

Honest admission actually makes theory more powerful—because you know its boundaries, know when it’s effective, know how to adjust, know when to change framework.

This is meta-cognition’s value:

Not finding “uniquely correct theory” But understanding “how we construct theories”

Not pursuing “absolutely objective truth” But mastering ability to “construct useful tools”

Not being locked by single framework But freely switching between multiple frameworks

This is true meaning of cognitive freedom.

Next topic, we’ll deeply reflect on entire theoretical system. Theory can be industrially produced, but theory itself has limitations. Chapter 33: Vectorization of Cognition—From 64 Patterns’ Dilemma to Framework Relativism.

Appendix: Quick Reference for Mass-Producing Theory

5 Steps for Rapid Theory Generation:

1. Select domain (any domain you want to analyze)
2. Select dimensions (two "fundamental" dimensions)
3. Combine (2×2=4 logical combinations)
4. Categorize (force all phenomena into some box)
5. Fill (each box expands infinitely)

Common dimension pair references:
- Active × Passive
- Short-term × Long-term
- Internal × External
- Centralized × Dispersed
- High × Low (any attribute)
- Present × Absent (any attribute)
- Strong × Weak (any attribute)

Remember:
Dimension selection is arbitrary
But once selected must maintain consistency
Theory is tool not truth
Useful more important than correct

31 · The War of Definitional Power 33 · Vectorization of Cognition