This document defines behavioral and interpretive constraints on use of the Self-Correction Reliability Loop.
Its purpose is to preserve methodological integrity and prevent selective or adversarial misuse.
The protocol is a transparency tool.
It is not a rhetorical weapon.
The protocol must be applied consistently across:
Conclusions the user agrees with
Conclusions the user disagrees with
Politically aligned and non-aligned outputs
Topics with prior personal investment
Selective application undermines reliability testing.
Running the protocol only on disfavored outputs invalidates comparative interpretation.
Evaluation must be independent of:
Personal beliefs
Political alignment
Desired outcome
Emotional reaction
High transparency does not imply correctness.
Low transparency does not imply falsehood.
Scores evaluate structural behavior under pressure, not ideological alignment.
The protocol must not be used to:
Intentionally trap the model
Escalate critique beyond proportional relevance
Re-run adversarial prompts until a desired confidence drop appears
Manufacture perceived failure
Escalation must be proportional to stakes and structural weakness.
Repeated adversarial prompting solely to induce confidence collapse constitutes misuse.
Escalation should occur only when:
Structural transparency is low
Confidence remains unjustifiably rigid
Claims materially affect consequential decisions
Escalation should not be reflexive.
Overuse of escalation distorts evaluation.
The protocol may generate counterarguments even when evidence strongly favors one side.
Users must distinguish between:
Legitimate evidentiary weakness
Manufactured symmetry in well-established domains
A strong rebuttal does not automatically invalidate a strong evidentiary base.
Confidence should reflect weight of evidence, not rhetorical balance.
Users must monitor for:
Downgrading outputs aligned with personal beliefs
Upgrading outputs that reinforce prior assumptions
Interpreting weak rebuttals as proof of correctness
Interpreting strong rebuttals as proof of falsehood
The protocol is designed to reduce bias, not amplify it.
The protocol should stop when:
Claims are inspectable
Rebuttal is substantive
Confidence is proportional
Endless adversarial iteration is not integrity.
It is procedural escalation without added insight.
This protocol evaluates:
Transparency
Structural reasoning
Calibration behavior
It does not evaluate:
Moral worth
Institutional legitimacy
Intent
Broader societal impact
Do not expand the protocol beyond its defined scope.
The protocol does not shift responsibility to the model.
Users remain responsible for:
Independent verification
Contextual judgment
Decision-making