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Calibration Report | 2026-07-14 | v0.3 | Self-Assessment | Stage 2 of round-robin (ChatGPT pass). Added Meta-Bias Warning (test can be gamed via unfair substitution), Substitution Fairness Criteria (power differential, context, stakes/evidence), and elevated "necessary not sufficient" framing to the top of the page. Updated How to Run the Test procedure to require fairness justification before, not after, running it. Stage 3 (Grok) pending. See Talk for full report.
Structural pre-cal only. Fixed placement, Calibration Type, dates → 2026-07-21, Resource visibility, mandatory templates + order, drift_report_status → Breadcrumb-Open. Resolved Readiness Gap: Confirmed → Development (Self-assessed only). Content not re-opened. Nonconformances logged first.
 
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{{Development Notice
{{Development Notice
|status = Active Development
|status = Active Development
}}
{{GameModule
| type = Core Diagnostic Game
| category = [[:Category:Core Diagnostic|Core Diagnostic]]
| Functional Layer = Diagnostic
| Application Layer = Multi-Layer
| Version = 0.2
| Maturity = Development
| Last Updated = {{CURRENTYEAR}}-{{CURRENTMONTH}}-{{CURRENTDAY}}
| description = Tests whether this diagnostic is being applied symmetrically — the same evidence standard, regardless of who is being diagnosed. Tribalism is the most visible failure mode, but not the only one.{{Development Notice
|status = Active Development
}}
{{GameModule
| type = Core Diagnostic Game
| category = [[:Category:Core Diagnostic|Core Diagnostic]]
| Functional Layer = Diagnostic
| Application Layer = Multi-Layer
| Version = 0.3
| Maturity = Development
| Last Updated = {{CURRENTYEAR}}-{{CURRENTMONTH}}-{{CURRENTDAY}}
| description = Tests whether this diagnostic is being applied symmetrically — the same evidence standard, regardless of who is being diagnosed. Tribalism is the most visible failure mode, but not the only one. Passing this test is necessary but not sufficient for a valid diagnosis.
}}
}}


'''Canonical Question:''' Would you reach the same conclusion, using the same evidence, if the identity of the person or group being diagnosed were swapped for someone or something you feel differently about — and was that swap itself a fair one?
'''Canonical Question:''' Would you reach the same conclusion, using the same evidence, if the identity of the person or group being diagnosed were swapped for someone or something you feel differently about — and was that swap itself a fair one?


= Diagnostic Inversion Test =
= Slave Owner Game/Diagnostic Inversion Test =


'''The Diagnostic Inversion Test is not specifically a test for tribalism.''' It is a general symmetry check: does this diagnosis get applied using the same standard of evidence, regardless of who is being diagnosed? Tribalism — treating your own group's behavior more leniently than an out-group's identical behavior — is the '''most common and most visible''' failure of this symmetry, which is why it's often used as the example. But it is one instance of a broader failure, not the definition of the test.
'''The Diagnostic Inversion Test is not specifically a test for tribalism.''' It is a general symmetry check: does this diagnosis get applied using the same standard of evidence, regardless of who is being diagnosed? Tribalism — treating your own group's behavior more leniently than an out-group's identical behavior — is the '''most common and most visible''' failure of this symmetry, which is why it's often used as the example. But it is one instance of a broader failure, not the definition of the test.


'''Passing this test is necessary, not sufficient.''' A symmetric conclusion is not thereby a correct one — this test only rules out one specific failure mode (diagnostic asymmetry). The actual mechanism test (see [[Observable Behavior Rule]] and [[Slave Owner Game/False Positives|False Positives]]) still has to be run and still has to be passed. Treat this test as a necessary gate, not a substitute for the underlying diagnosis.
'''Passing this test is necessary, not sufficient.''' A symmetric conclusion is not thereby a correct one — this test only rules out one specific failure mode (diagnostic asymmetry). The actual mechanism test (see [[Observable Behavior Rule]] and [[Slave Owner Game/False Positives|False Positives]]) still has to be run and still has to be passed. Treat this test as a necessary gate, not a substitute for the underlying diagnosis.
{{GameModule
| type = Core Diagnostic Game <!-- options: Meta & Framework, Core Diagnostic, Builder & Sovereignty, Calibration & Accountability, Practical Application, Sovereign Strategies, Strategic Actionable Plans, Hidden Mastery, Framework Guidelines -->
| category = [[:Category:Core Diagnostic|Core Diagnostic]] <!-- must match an existing Category page -->
| Calibration Type = Diagnostic Layer <!-- displays as Functional Layer. options: Governance, Diagnostic Layer, Builder Layer, Calibration Layer, Application Layer, Strategic Layer, Framework Infrastructure, Maintenance, Meta Principle, Foundational Concept, Power & Control -->
| Application Layer = Multi-Layer <!-- options: Multi-Layer, Framework Infrastructure, Individual, Institutional -->
| Version = 0.5
| Maturity = Development <!-- options: Experimental, Development, Confirmed, Field Validated, Reference Standard Candidate -->
| Last Updated = 2026-07-21 <!-- static only. Must match review_date. FORBIDDEN: magic words -->
| description = Tests whether this diagnostic is applied using the same evidence standard regardless of who is being diagnosed. Tribalism is the most visible failure mode, but not the only one. The test is necessary but not sufficient, and no self-applied test can fully certify itself.
| contents =
== Main Sections ==
* [[Slave Owner Game|Slave Owner Game - Main Hub]]
* [[Slave Owner Game/Game Play|Game Play – Quick Reference Guide]] — Fast cheat sheet for real-time recognition and response
* [[Slave Owner Game/Theory|Theory]] — Core definition and deeper mechanics
* [[Slave Owner Game/Tactics|Tactics]] — Common methods and strategies
* [[Slave Owner Game/Effects|Real-World Effects]] — Impact on individuals and civilizations
* [[Slave Owner Game/Costs to the Player|Costs to the Player]] — The self-destructive blowback on the slaver
'''Revolts & System Failure'''
* [[Slave Owner Game/Revolts and Calibration Failure|Revolts and Calibration Failure]] — Why slave systems provoke backlash, collapse, or revolutionary spirals
'''Safeguards & Precision'''
* [[Slave Owner Game/Boundary Conditions|Boundary Conditions]] — Where this instrument's operating range legitimately ends
* [[Slave Owner Game/False Positives|False Positives]] — What is '''NOT''' the Slave Owner Game
* [[Slave Owner Game/Legitimate Authority|Legitimate Authority vs Slave Owner Dynamics]] — Clear distinctions
* [[Slave Owner Game/Measuring Success|Measuring Success in Refusing the Game]] — How to know you've actually refused the Game
* [[Slave Owner Game/Diagnostic Inversion Test|Diagnostic Inversion Test]] — Preventing tribal misuse and double standards
* [[Slave Owner Game/How This Framework Can Be Abused|How This Framework Can Be Abused]] — Common ways the lens can be weaponized
'''Response & Builder Tools'''
* [[Slave Owner Game/Response|Sovereign Response]] — How to see, refuse, and counter it
* [[Slave Owner Game/Sovereign Justice|Sovereign Justice Principles]]
* [[Slave Owner Game/Justice and Consequences|Justice and Consequences]]
* [[Slave Owner Game/Revenge Game|The Revenge Game (Cycles of Abuse & Retaliation)]]
* [[Slave Owner Game/Royal Cubit Integration|Integration with Royal Cubit]]
'''Supporting Pages'''
* [[Slave Owner Game/Examples|Examples]]
* [[Slave Owner Game/Applications|Applications]]
}}


== The Test ==
== The Test ==
Take the specific claim you're about to make — "this person/group/institution is running the Slave Owner Game" — and ask: '''would you reach the same conclusion, using the same evidence and the same standard, if you swapped in someone or something you feel differently about?''' If the answer changes based on identity rather than evidence, the diagnosis is not calibrated — it's motivated reasoning wearing this framework's vocabulary.
Take the specific claim you're about to make — "this person/group/institution is running the Slave Owner Game" — and ask: '''would you reach the same conclusion, using the same evidence and the same standard, if you swapped in someone or something you feel differently about?''' If the answer changes based on identity rather than evidence, the diagnosis is not calibrated — it's motivated reasoning wearing this framework's vocabulary.


== Failure Modes Beyond Tribalism ==
== Failure Modes Beyond Tribalism ==
Diagnostic asymmetry shows up in several distinct ways. Tribalism is the most visible; the others are just as real and easier to miss precisely because they don't look like group bias.
Diagnostic asymmetry shows up in several distinct ways. Tribalism is the most visible; the others are just as real and easier to miss precisely because they don't look like group bias.


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== Meta-Bias Warning: Gaming the Test ==
== Meta-Bias Warning: Gaming the Test ==
'''This test can itself be gamed.''' A person can satisfy its letter while defeating its purpose by choosing a substitution deliberately designed to be easy to distinguish from the real case — proving nothing, while claiming the appearance of having checked their own bias. Example: substituting "a stranger you've never met" for "your close friend" is a weak test, since almost any asymmetry there is explainable by legitimate differences in available evidence, not bias. A genuine substitution holds context, power differential, and available evidence roughly constant, and only varies the identity/relationship variable actually being checked.
'''This test can itself be gamed.''' A person can satisfy its letter while defeating its purpose by choosing a substitution deliberately designed to be easy to distinguish from the real case — proving nothing, while claiming the appearance of having checked their own bias. Example: substituting "a stranger you've never met" for "your close friend" is a weak test, since almost any asymmetry there is explainable by legitimate differences in available evidence, not bias. A genuine substitution holds context, power differential, and available evidence roughly constant, and only varies the identity/relationship variable actually being checked.


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== Substitution Fairness Criteria ==
== Substitution Fairness Criteria ==
A valid substitution should hold roughly constant:


A valid substitution should hold roughly constant:
* '''Power differential''' — comparable relative power between the parties, not a case with a vastly different power imbalance.
* '''Power differential''' — comparable relative power between the parties, not a case with a vastly different power imbalance.
* '''Context''' — a comparable relationship type or setting (don't substitute a national government for a toddler; don't substitute a stranger for a lifelong close relationship).
* '''Context''' — a comparable relationship type or setting (don't substitute a national government for a toddler; don't substitute a stranger for a lifelong close relationship).
Line 64: Line 75:


If a substitution fails these criteria, the test has not actually been run — it has been performed.
If a substitution fails these criteria, the test has not actually been run — it has been performed.
'''Meta-Meta Note:''' It is fair to ask whether the fairness criteria themselves can be gamed — chosen or interpreted in a self-serving way, the same as a substitution can be. '''This regress does not resolve itself through more criteria.''' No self-applied test can fully certify its own fairness. The actual backstop is not another layer of rules — it is a second reviewer, per the standing/authority principle already established across this project: self-assessment is a legitimate starting point, but high-stakes application of this test benefits from someone other than the person running it confirming the substitution was genuinely fair.


== How to Run the Test in Practice ==
== How to Run the Test in Practice ==
# State the specific claim and the specific evidence supporting it.
# State the specific claim and the specific evidence supporting it.
# Identify who is being diagnosed.
# Identify who is being diagnosed.
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# If the conclusion holds regardless of a fair substitution, the diagnosis has passed this test — it has '''not''' thereby been proven correct, only shown to not be failing '''this particular''' check. See [[Observable Behavior Rule]] and [[Slave Owner Game/False Positives|False Positives]] for the actual content tests still required.
# If the conclusion holds regardless of a fair substitution, the diagnosis has passed this test — it has '''not''' thereby been proven correct, only shown to not be failing '''this particular''' check. See [[Observable Behavior Rule]] and [[Slave Owner Game/False Positives|False Positives]] for the actual content tests still required.


== Relationship to Other Pages ==
'''Worked example (test passing):''' A manager disciplines an employee for repeated lateness. Before concluding this is legitimate authority rather than Ownership, run the test: would the same conclusion hold if a '''different''' employee, with the same attendance record, in the same role, at the same company, were disciplined the same way? If the answer is yes regardless of which employee is named, the claim passes this test — the disciplinary action isn't being judged differently based on who the employee is.
 
This test is referenced by, and load-bearing for, several other pages that already depend on symmetric application to function correctly:
* [[Slave Owner Game/Legitimate Authority]] — the Symmetry Table there is a direct application of this test to one specific case.
* [[Slave Owner Game/False Positives]] — misdiagnosis is far more likely when this test hasn't been run first.
* [[Observable Behavior Rule]] — this test and that rule are closely related but distinct: Observable Behavior Rule governs '''what counts as evidence''' (actions and consequences, not motive); this test governs whether that evidence is being '''applied consistently''' once gathered. A diagnosis can pass Observable Behavior Rule (it's genuinely about actions, not motive) and still fail this test (the same action gets diagnosed differently depending on who did it).
 
== Development Breadcrumb ==
 
The five failure modes above are a first-pass taxonomy, not validated against real cases. Future calibration should test whether these are genuinely distinct categories or overlapping descriptions of the same underlying bias, whether additional failure modes exist beyond these five, and whether the Substitution Fairness Criteria are themselves sufficient to prevent the test from being gamed, or whether gaming can occur even within technically "fair" substitutions.
 
== Calibration Dependencies ==
* [[Slave Owner Game]]
* [[Observable Behavior Rule]]
* [[Slave Owner Game/False Positives]]
* [[Slave Owner Game/Legitimate Authority]]
 
'''See the Game. Refuse the Game. Build Better.'''
 
{{Subpage Hub-Linked Transparency}}
{{Calibration Maintenance}}
{{Calibration Dependent}}
{{Calibration Dependencies Display}}
 
[[Category:Core Diagnostic]]
 
<div style="display:none;">
{{Resource
| Title = Slave Owner Game/Diagnostic Inversion Test
| URL = https://www.thesovereigngames.com/wiki/Slave_Owner_Game/Diagnostic_Inversion_Test
| Description = Tests whether this diagnostic is being applied symmetrically — the same evidence standard, regardless of who is being diagnosed. Tribalism is the most visible failure mode, but not the only one. Passing this test is necessary but not sufficient for a valid diagnosis.
| Category = Core Diagnostic
}}
</div>
 
{{Admin Page Status
| categorization = Done
| calibration_review = Self-Assessment
| instrument_grade = Development
| validation = Low
| calibration_rationale = Stage 2 of round-robin development. ChatGPT identified and closed a real gap: the test as written (Stage 1) had no guard against being strategically gamed via an easy, non-representative substitution. Added Meta-Bias Warning, Substitution Fairness Criteria, and explicit "necessary not sufficient" framing near the top rather than buried in Step 5. Not yet reviewed by Grok — Stage 3 pending.
| review_confidence = Moderate
| review_date = {{CURRENTYEAR}}-{{CURRENTMONTH}}-{{CURRENTDAY}}
| reviewed_by = Sovereign
| priority = Supporting
| review_threshold = 30
| has_backlinks = Yes
| outbound_links_valid = Not checked
| in_outline = Yes
| in_category_outline = Yes
| templates_complete = Done
| formatting_standard = Meets standard
| symmetry_check = Not applicable
| self_report_flagged = No
| terminology_consistent = Yes
| standing_check = Self-assessed only
| drift_report_status = None open
| depends_on = Slave Owner Game; Observable Behavior Rule; Slave Owner Game/False Positives; Slave Owner Game/Legitimate Authority
}}
}}
 
'''Canonical Question:''' Would you reach the same conclusion, using the same evidence, if the identity of the person or group being diagnosed were swapped for someone or something you feel differently about?
 
= Diagnostic Inversion Test =
 
'''The Diagnostic Inversion Test is not specifically a test for tribalism.''' It is a general symmetry check: does this diagnosis get applied using the same standard of evidence, regardless of who is being diagnosed? Tribalism — treating your own group's behavior more leniently than an out-group's identical behavior — is the '''most common and most visible''' failure of this symmetry, which is why it's often used as the example. But it is one instance of a broader failure, not the definition of the test.
 
== The Test ==
 
Take the specific claim you're about to make — "this person/group/institution is running the Slave Owner Game" — and ask: '''would you reach the same conclusion, using the same evidence and the same standard, if you swapped in someone or something you feel differently about?''' If the answer changes based on identity rather than evidence, the diagnosis is not calibrated — it's motivated reasoning wearing this framework's vocabulary.


== Failure Modes Beyond Tribalism ==
'''Worked example (test catching bias):''' Two employees have identical attendance records — both late four times this month. One employee is a personal friend of the manager; the other is not. The manager decides not to formally document the friend's lateness ("I'll just mention it casually"), but issues written discipline to the other employee for the same pattern. Running the test: does the same conclusion (discipline is warranted and proportionate) hold if the two employees are swapped, with the record held constant? '''No — it depends entirely on which employee is named, not on the record itself.''' This is Familiarity Bias in action: the test correctly catches that "discipline" isn't being applied on a symmetric evidentiary basis, even though each individual decision might sound reasonable in isolation.
 
Diagnostic asymmetry shows up in several distinct ways. Tribalism is the most visible; the others are just as real and easier to miss precisely because they don't look like group bias.
 
* '''Tribal Bias''' — applying a looser standard to your own in-group, and a stricter one to an out-group, for behavior that is otherwise identical.
* '''Familiarity Bias''' — applying a looser standard to someone you know personally, and a stricter one to a stranger, independent of any group identity at all.
* '''Recency/Sympathy Bias''' — applying a looser standard to someone you currently sympathize with (perhaps because they were recently wronged themselves), even when the specific behavior under evaluation is unrelated to that sympathy.
* '''State-Dependent Bias''' — applying a stricter standard when you are currently angry, hurt, or personally invested in an outcome, and a looser one when you are calm and uninvolved — same evidence, different verdict, driven entirely by your own emotional state at the time of judgment.
* '''Status Bias''' — applying a looser standard to someone with more social, institutional, or professional power, on the assumption that their position itself is evidence of legitimacy, or the reverse: a stricter standard applied specifically because someone is powerful, regardless of the actual evidence.
 
'''None of these require an out-group to occur.''' A person can apply this diagnostic asymmetrically to two members of their own family, their own political side, or their own close friends, based purely on which one they currently favor.
 
== How to Run the Test in Practice ==
 
# State the specific claim and the specific evidence supporting it.
# Identify who is being diagnosed.
# Substitute a different person, group, or institution into the same claim, holding the evidence constant.
# Ask honestly: does the conclusion change? If yes, identify which of the failure modes above is producing that change.
# If the conclusion holds regardless of substitution, the diagnosis has passed this test — it has '''not''' thereby been proven correct, only shown to not be failing '''this particular''' check. See [[Observable Behavior Rule]] and [[Slave Owner Game/False Positives|False Positives]] for the actual content tests still required.


== Relationship to Other Pages ==
== Relationship to Other Pages ==
This test is referenced by, and load-bearing for, several other pages that already depend on symmetric application to function correctly:


This test is referenced by, and load-bearing for, several other pages that already depend on symmetric application to function correctly:
* [[Slave Owner Game/Legitimate Authority]] — the Symmetry Table there is a direct application of this test to one specific case.
* [[Slave Owner Game/Legitimate Authority]] — the Symmetry Table there is a direct application of this test to one specific case.
* [[Slave Owner Game/False Positives]] — misdiagnosis is far more likely when this test hasn't been run first.
* [[Slave Owner Game/False Positives]] — misdiagnosis is far more likely when this test hasn't been run first.
Line 172: Line 97:


== Development Breadcrumb ==
== Development Breadcrumb ==
 
The five failure modes above are a first-pass taxonomy, not validated against real cases. Future calibration should test whether these are genuinely distinct categories or overlapping descriptions of the same underlying bias, and whether additional failure modes exist beyond these five. The Meta-Meta regress question (can fairness criteria be gamed) is considered addressed by requiring a second reviewer for high-stakes applications, not by adding further self-referential criteria — this resolution should be revisited if it proves insufficient in practice.
The five failure modes above are a first-pass taxonomy, not validated against real cases. Future calibration should test whether these are genuinely distinct categories or overlapping descriptions of the same underlying bias, and whether additional failure modes exist beyond these five.
 
== Calibration Dependencies ==
* [[Slave Owner Game]]
* [[Observable Behavior Rule]]
* [[Slave Owner Game/False Positives]]


'''See the Game. Refuse the Game. Build Better.'''
'''See the Game. Refuse the Game. Build Better.'''


{{Subpage Hub-Linked Transparency}}
{{RelatedPages}}
{{Calibration Maintenance}}
{{Calibration Dependent}}
{{Calibration Dependent}}
{{Calibration Dependencies Display}}
{{Calibration Dependencies Display}}
{{Calibration Maintenance}}
{{Framework Reference}}
{{Calibration Procedure Reference}}
{{Tracking Logs Reference}}
{{Subpage Hub-Linked Transparency}}


[[Category:Core Diagnostic]]
[[Category:Core Diagnostic]]


<div style="display:none;">
{{Resource
{{Resource
| Title = Slave Owner Game/Diagnostic Inversion Test
| Title = Slave Owner Game/Diagnostic Inversion Test
| URL = https://www.thesovereigngames.com/wiki/Slave_Owner_Game/Diagnostic_Inversion_Test
| URL = https://www.thesovereigngames.com/wiki/Slave_Owner_Game/Diagnostic_Inversion_Test
| Description = Tests whether this diagnostic is being applied symmetrically — the same evidence standard, regardless of who is being diagnosed. Tribalism is the most visible failure mode, but not the only one.
| Description = Tests whether this diagnostic is applied using the same evidence standard regardless of who is being diagnosed. Tribalism is the most visible failure mode, but not the only one. The test is necessary but not sufficient, and no self-applied test can fully certify itself.
| Category = Core Diagnostic
| Category = Core Diagnostic
}}
}}
</div>


{{Admin Page Status
{{Admin Page Status
<!-- Do Not Remove commented out Reference Options -->
<!-- === CORE STATUS === -->
<!-- options: Done, Needs review, Not started -->
| categorization = Done
| categorization = Done
<!-- options: Self-Assessment, Confirmed Rating -->
| calibration_review = Self-Assessment
| calibration_review = Self-Assessment
<!-- options: Experimental, Development, Confirmed, Field Validated, Reference Standard Candidate -->
| instrument_grade = Development
| instrument_grade = Development
| validation = Low
<!-- options: Low, Moderate, High -->
| calibration_rationale = Reframed from a tribalism-specific test to the general symmetry principle it actually is, with tribalism demoted to one example failure mode among five (tribal, familiarity, recency/sympathy, state-dependent, status bias). This closes a real scope-narrowing gap — the underlying test applies cleanly to non-tribal asymmetry (favoring a friend over a stranger, judging harshly while angry) that a tribalism-only framing would have missed. Explicit relationship to Observable Behavior Rule clarified (evidence content vs. evidence application consistency — related but distinct). Not yet round-robin reviewed.
| validation = Moderate
| review_confidence = Moderate
| calibration_rationale = Structural pre-cal only. Fixed GameModule placement, Calibration Type param + vocabulary, magic-word dates → 2026-07-21, Resource visibility, mandatory templates + order, mapped drift_report_status None open → Breadcrumb-Open. Resolved Readiness Gap by forcing Maturity and instrument_grade Confirmed → Development (Confirmed unsupported under Self-assessed only; AI round-robin does not create Confirmed standing). Content inversion-test taxonomy not re-opened.
| review_date = {{CURRENTYEAR}}-{{CURRENTMONTH}}-{{CURRENTDAY}}
| review_confidence = High <!-- options: High, Moderate, Low -->
| review_date = 2026-07-21 <!-- static only. Must match Last Updated. -->
| reviewed_by = Sovereign
| reviewed_by = Sovereign
<!-- options: Core, Supporting, Peripheral -->
| priority = Supporting
| priority = Supporting
| review_threshold = 30
| review_threshold = 30
<!-- options: Yes, No, Not checked -->
| has_backlinks = Yes
| has_backlinks = Yes
<!-- options: Yes, Has red links, No, Not checked -->
| outbound_links_valid = Not checked
| outbound_links_valid = Not checked
<!-- options: Yes, No -->
| in_outline = Yes
| in_outline = Yes
<!-- options: Yes, No -->
| in_category_outline = Yes
| in_category_outline = Yes
| templates_complete = Done
<!-- options: Done, Needs review, Not started -->
| templates_complete = Needs review
<!-- options: Meets standard, Needs work, Not checked -->
| formatting_standard = Meets standard
| formatting_standard = Meets standard
<!-- options: Applied, Not applicable, Needs work -->
| symmetry_check = Not applicable
| symmetry_check = Not applicable
<!-- options: Yes, No, Not applicable -->
| self_report_flagged = No
| self_report_flagged = No
<!-- options: Yes, Needs work, Not checked -->
| terminology_consistent = Yes
| terminology_consistent = Yes
<!-- options: Confirmed by other party, Self-assessed only -->
| standing_check = Self-assessed only
| standing_check = Self-assessed only
| drift_report_status = None open
<!-- options (multiple allowed, semicolon-separated): Breadcrumb-Open, Nonconformance-Open, Nonconformance-Open-With-Dependencies, Resolved-Unverified, Disputed, None open. "None open" valid ONLY alone. -->
| depends_on = Slave Owner Game; Observable Behavior Rule; Slave Owner Game/False Positives
| drift_report_status = Breadcrumb-Open
| depends_on = Slave Owner Game; Observable Behavior Rule; Slave Owner Game/False Positives; Slave Owner Game/Legitimate Authority
}}
}}

Latest revision as of 08:20, 21 July 2026

Welcome to the MoA–TSG Lab. The wiki is the bench. The work is Metrology of the Abstract. Adopt the tools or leave them on the rack — either way, the need doesn't wait.

  • Lab Note: A redlink is not a failure. It identifies Calibration Debt—work waiting to be measured, mapped, and calibrated.

CYCLE Calibration position

Status — Active Development

This page is a conceptual instrument under Permanent Beta. It declares a real calibration position, not a finished product waiting to ship. Checking continues; an edit is only required when evidence demands it. Stage: Seed to Fruit.

Feedback welcome — especially clarity, failure modes, and calibration gaps. Use discussion or Contribute.


Canonical Question: Would you reach the same conclusion, using the same evidence, if the identity of the person or group being diagnosed were swapped for someone or something you feel differently about — and was that swap itself a fair one?

Slave Owner Game/Diagnostic Inversion Test

The Diagnostic Inversion Test is not specifically a test for tribalism. It is a general symmetry check: does this diagnosis get applied using the same standard of evidence, regardless of who is being diagnosed? Tribalism — treating your own group's behavior more leniently than an out-group's identical behavior — is the most common and most visible failure of this symmetry, which is why it's often used as the example. But it is one instance of a broader failure, not the definition of the test.

Passing this test is necessary, not sufficient. A symmetric conclusion is not thereby a correct one — this test only rules out one specific failure mode (diagnostic asymmetry). The actual mechanism test (see Observable Behavior Rule and False Positives) still has to be run and still has to be passed. Treat this test as a necessary gate, not a substitute for the underlying diagnosis.



Sovereign-Games-OG-Image.jpg

Main Sections

Revolts & System Failure

Safeguards & Precision

Response & Builder Tools

Supporting Pages

Meta

Slave Owner Game/Diagnostic Inversion Test

Type Core Diagnostic Game
Functional Layer Diagnostic Layer
Application Layer Multi-Layer
Category Core Diagnostic
Version 0.5
Maturity Development
Last Calibration 2026-07-21
Status Permanent Beta
Description Tests whether this diagnostic is applied using the same evidence standard regardless of who is being diagnosed. Tribalism is the most visible failure mode, but not the only one. The test is necessary but not sufficient, and no self-applied test can fully certify itself.

Core Principles

  • Reality gets final vote
  • See the Game. Refuse the Game. Build Better.
  • Permanent Beta

Navigation

Related


The Test

Take the specific claim you're about to make — "this person/group/institution is running the Slave Owner Game" — and ask: would you reach the same conclusion, using the same evidence and the same standard, if you swapped in someone or something you feel differently about? If the answer changes based on identity rather than evidence, the diagnosis is not calibrated — it's motivated reasoning wearing this framework's vocabulary.

Failure Modes Beyond Tribalism

Diagnostic asymmetry shows up in several distinct ways. Tribalism is the most visible; the others are just as real and easier to miss precisely because they don't look like group bias.

  • Tribal Bias — applying a looser standard to your own in-group, and a stricter one to an out-group, for behavior that is otherwise identical.
  • Familiarity Bias — applying a looser standard to someone you know personally, and a stricter one to a stranger, independent of any group identity at all.
  • Recency/Sympathy Bias — applying a looser standard to someone you currently sympathize with (perhaps because they were recently wronged themselves), even when the specific behavior under evaluation is unrelated to that sympathy.
  • State-Dependent Bias — applying a stricter standard when you are currently angry, hurt, or personally invested in an outcome, and a looser one when you are calm and uninvolved — same evidence, different verdict, driven entirely by your own emotional state at the time of judgment.
  • Status Bias — applying a looser standard to someone with more social, institutional, or professional power, on the assumption that their position itself is evidence of legitimacy, or the reverse: a stricter standard applied specifically because someone is powerful, regardless of the actual evidence.

None of these require an out-group to occur. A person can apply this diagnostic asymmetrically to two members of their own family, their own political side, or their own close friends, based purely on which one they currently favor.

Meta-Bias Warning: Gaming the Test

This test can itself be gamed. A person can satisfy its letter while defeating its purpose by choosing a substitution deliberately designed to be easy to distinguish from the real case — proving nothing, while claiming the appearance of having checked their own bias. Example: substituting "a stranger you've never met" for "your close friend" is a weak test, since almost any asymmetry there is explainable by legitimate differences in available evidence, not bias. A genuine substitution holds context, power differential, and available evidence roughly constant, and only varies the identity/relationship variable actually being checked.

If a person cannot articulate why their chosen substitution was fair before running the test — not after, when the answer is already known — the test has likely been gamed rather than genuinely applied.

Substitution Fairness Criteria

A valid substitution should hold roughly constant:

  • Power differential — comparable relative power between the parties, not a case with a vastly different power imbalance.
  • Context — a comparable relationship type or setting (don't substitute a national government for a toddler; don't substitute a stranger for a lifelong close relationship).
  • Stakes and evidence available — a comparable amount and quality of evidence, not a case where one side has far more documented behavior than the other.

If a substitution fails these criteria, the test has not actually been run — it has been performed.

Meta-Meta Note: It is fair to ask whether the fairness criteria themselves can be gamed — chosen or interpreted in a self-serving way, the same as a substitution can be. This regress does not resolve itself through more criteria. No self-applied test can fully certify its own fairness. The actual backstop is not another layer of rules — it is a second reviewer, per the standing/authority principle already established across this project: self-assessment is a legitimate starting point, but high-stakes application of this test benefits from someone other than the person running it confirming the substitution was genuinely fair.

How to Run the Test in Practice

  1. State the specific claim and the specific evidence supporting it.
  2. Identify who is being diagnosed.
  3. Choose a substitution that satisfies the Substitution Fairness Criteria above — and be able to state why it's fair before running the test, not after.
  4. Substitute, holding the evidence constant. Ask honestly: does the conclusion change? If yes, identify which of the failure modes above is producing that change.
  5. If the conclusion holds regardless of a fair substitution, the diagnosis has passed this test — it has not thereby been proven correct, only shown to not be failing this particular check. See Observable Behavior Rule and False Positives for the actual content tests still required.

Worked example (test passing): A manager disciplines an employee for repeated lateness. Before concluding this is legitimate authority rather than Ownership, run the test: would the same conclusion hold if a different employee, with the same attendance record, in the same role, at the same company, were disciplined the same way? If the answer is yes regardless of which employee is named, the claim passes this test — the disciplinary action isn't being judged differently based on who the employee is.

Worked example (test catching bias): Two employees have identical attendance records — both late four times this month. One employee is a personal friend of the manager; the other is not. The manager decides not to formally document the friend's lateness ("I'll just mention it casually"), but issues written discipline to the other employee for the same pattern. Running the test: does the same conclusion (discipline is warranted and proportionate) hold if the two employees are swapped, with the record held constant? No — it depends entirely on which employee is named, not on the record itself. This is Familiarity Bias in action: the test correctly catches that "discipline" isn't being applied on a symmetric evidentiary basis, even though each individual decision might sound reasonable in isolation.

Relationship to Other Pages

This test is referenced by, and load-bearing for, several other pages that already depend on symmetric application to function correctly:

  • Slave Owner Game/Legitimate Authority — the Symmetry Table there is a direct application of this test to one specific case.
  • Slave Owner Game/False Positives — misdiagnosis is far more likely when this test hasn't been run first.
  • Observable Behavior Rule — this test and that rule are closely related but distinct: Observable Behavior Rule governs what counts as evidence (actions and consequences, not motive); this test governs whether that evidence is being applied consistently once gathered. A diagnosis can pass Observable Behavior Rule (it's genuinely about actions, not motive) and still fail this test (the same action gets diagnosed differently depending on who did it).

Development Breadcrumb

The five failure modes above are a first-pass taxonomy, not validated against real cases. Future calibration should test whether these are genuinely distinct categories or overlapping descriptions of the same underlying bias, and whether additional failure modes exist beyond these five. The Meta-Meta regress question (can fairness criteria be gamed) is considered addressed by requiring a second reviewer for high-stakes applications, not by adding further self-referential criteria — this resolution should be revisited if it proves insufficient in practice.

See the Game. Refuse the Game. Build Better.



Structural Connections



Calibration Dependent

Pages that list this page as a load-bearing dependency:

Page Priority Instrument Grade Last Updated Cycle Status Drift Status
Slave Owner Game/How This Framework Can Be Abused Supporting Development 2026-07-20 Current Breadcrumb-Open

If this page is edited substantively, review the list above per the Ripple Review rule — see Calibration Dependencies: Standards and Process#Rule: Core-Priority Changes Trigger Mandatory Ripple Review.


Calibration Dependencies

Pages this page relies on as load-bearing dependencies: Slave Owner Game • Observable Behavior Rule • Slave Owner Game/False Positives • Slave Owner Game/Legitimate Authority If incorrect, edit the `depends_on` field in Admin Page Status — do not edit this section directly, it is auto-generated.



Calibration References

This page is calibrated against the following core standards and reference materials:



Page Construction & Maintenance References

How we construct, maintain, and utilize each page as a self-admin control panel.

  • Distributed Instrumentation — the architectural principle behind why this page (and every page) carries its own live instrumentation, rather than relying on a separate central dashboard.
  • Page Structure Calibration Checklist — the Step 0 structural pass every page should pass before content calibration begins; this page's own structure should be checkable against it.
  • Template:New Page Seed — the seed template this page's basic structure was built from.
  • Calibration Log: When to Create One — the decision procedure this page's own Talk-only vs. dedicated-log status was decided against.
  • Framework Features Reference — maintains consistency and traceability across the framework's structural features while avoiding unnecessary maintenance overhead; consult before introducing a new structural pattern this page might otherwise duplicate.



Calibration Procedure

In development. See Calibration Procedure for current status. No formal step-by-step procedure exists yet beyond the practices demonstrated across individual pages developed during the initial creation of this project.



Tracking & Log Pages



Page Transparency & Calibration

This page does not have its own dedicated Calibration Log or Decision Records — both are tracked at the Main Page level.

This page is under continuous calibration in line with the Permanent Beta principle.




Page Reference

Title Slave Owner Game/Diagnostic Inversion Test
URL https://www.thesovereigngames.com/wiki/Slave_Owner_Game/Diagnostic_Inversion_Test
Description Tests whether this diagnostic is applied using the same evidence standard regardless of who is being diagnosed. Tribalism is the most visible failure mode, but not the only one. The test is necessary but not sufficient, and no self-applied test can fully certify itself.
Category Core Diagnostic




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