freedom of thought
Enable an AI agent to recognise and assess conditions affecting a person's freedom to form, hold, reconsider and withhold thoughts, and identify actions that protect that freedom.
Research draft, second pass
A second pass drafted this model: the structure a model of this thing needs, and what is known about it in the world. The line under this one says how the second half was obtained - researched against sources, or recalled without web access, in which case nothing here was read anywhere and every claim is a lead to verify. Unreviewed either way.
Researched by: Codex
Purpose and description
Enable an AI agent to recognise and assess conditions affecting a person's freedom to form, hold, reconsider and withhold thoughts, and identify actions that protect that freedom.
It can be Identify which freedom to think, reconsider or withhold is implicated by a reported situation; Compare demands, dependencies and refusal consequences to assess possible coercion; Separate expressed statements, inferred mental content and the person's own account; Evaluate whether proposed questioning or monitoring would itself intrude on private thought; Identify protective options such as removing compelled affirmation, enabling confidential support or offering a practical exit; Record unresolved evidence and seek clarification without requiring disclosure of the thought being protected.
Distinguishing features
The concern can exist without any public expression: a demand to abandon a private conviction engages this model even when the person has said nothing publicly.
A restriction on speaking does not by itself establish a restriction on thinking; the assessment must identify effects on forming, holding, revising or withholding thought.
Agreement after exposure to reasons does not by itself establish interference; the assessment examines whether refusal, doubt and reconsideration remain meaningfully available.
An outward profession of belief does not establish inward assent; compelled affirmation and actual conviction must remain distinct.
A claim to detect thoughts is assessed as an intrusion or inference practice, without accepting that the claimed mental content has been accurately identified.
Scope
+ Freedom to form, hold, question, change or decline to settle on a thought or conviction
+ Freedom to withhold thoughts and refuse demands to disclose or affirm them
+ Pressures that make adopting, abandoning or professing a thought a condition of safety, livelihood or participation
+ Interventions that seek to direct thinking or infer private mental content
+ Practical opportunities for reflection, doubt and consideration of alternatives
+ Protective responses and explicit limits on what can be inferred about another person's thinking
- Publication, speech and audience access as governed by freedom of expression
- Religious observance, worship and institutional organisation beyond their effects on private thought
- General personal-data governance beyond information revealing or purporting to reveal thoughts
- Clinical diagnosis, cognitive capacity assessment and treatment effectiveness
- The truth, rationality or moral merit of particular beliefs
- General political participation and association beyond requirements imposed on a person's thinking
Characteristics
- Affected cognitive freedom
- Form; hold; question; revise; suspend judgement; withhold; multiple; uncertain Locates the specific freedom at issue instead of treating all influence or disagreement as equivalent.
- Practical ability to refuse
- Available without identified penalty; available with penalty; unavailable; disputed; unknown Helps distinguish an invitation to consider an idea from a demand backed by consequences.
- Consequence attached to nonconformity
- None identified; social exclusion; loss of access; livelihood consequence; confinement or physical threat; other documented consequence; unknown Identifies what makes resistance costly and what a protective response must address.
- Power over the thinker
- Actor-to-person relationship, including control of care, employment, education, movement, resources or platform access The same message can carry different pressure when its source controls something the person needs.
- Mental-content exposure
- No exposure identified; voluntary disclosure; compelled disclosure; behavioural inference; physiological inference; disputed inference Separates what a person chose to reveal from what another actor demanded or inferred.
- Opportunity for reconsideration
- Supported; constrained; actively obstructed; unknown Freedom of thought includes revising or withholding judgement after initial agreement.
- Basis for assessment
- Person's account; observed demand or conduct; documented rule; reported experience; technical claim; inference; conflicting evidence Prevents observations about behaviour from being presented as direct knowledge of private thought.
Where this came from
wikidata · CC0 1.0
Drafted structure
Bundle to layer to finding to question, as the second pass will find it: 5 bundles · 10 layers · 10 findings · 24 questions.
Protected cognitive choices Identifies the person's freedom to develop and retain thoughts, including uncertainty and change.
An assessment needs to identify the cognitive choice being constrained without judging the content of the thought.
Formation and holding
Examines freedom to arrive at and retain a thought without prescribed inward agreement.
Targeted cognitive choice
Records whether a demand concerns what the person thinks, what they say or what they do, allowing overlaps without assuming equivalence.
- Which freedom to form or hold a thought is affected, and what evidence identifies that target? definition
- Does the demand require inward agreement, outward conformity or a particular action? boundary
Doubt and revision
Examines whether the person can question, change or leave a conviction unsettled.
Permission to reconsider
Records practical consequences of changing one's mind, expressing uncertainty or declining to adopt a position.
- What happens if the person withdraws earlier assent or says they remain undecided? measurement
- What change would make reconsideration possible without the identified penalty? action
Mental privacy and disclosure Addresses withholding thought and practices that demand, infer or expose mental content.
A person may face interference through exposure demands even when no attempt to change their thinking is evident.
Disclosure and profession
Distinguishes chosen disclosure from compelled confession, affirmation or denial.
Control over disclosure
Records demands to reveal or profess thoughts and whether the person can decline without adverse consequences.
- Is the person being asked to reveal a private view, affirm a prescribed view or deny holding a view? definition
- Can the person refuse or limit disclosure, and what follows if they do? measurement
Inferred mental content
Examines claims about thoughts derived from behaviour, communications or physiological signals.
Inference without assumed access
Records the inputs, claims and consequences of mental-content inference while keeping accuracy and access to actual thought unresolved unless supported.
- Who claims to infer the person's thoughts, from which observations and with what supporting evidence? provenance
- What decisions are made using that inference, including when the person disputes it? measurement
- Can exposure or use of the inference be stopped without requiring the person to disclose their actual thoughts? action
Coercion and dependence Examines how threats, conditions and unequal power affect freedom to resist prescribed thinking.
Formal choice can coexist with consequences that make refusal impracticable.
Conditions of conformity
Identifies benefits, necessities or safety made conditional on apparent or actual mental conformity.
Nonconformity consequences
Records explicit and credibly reported consequences attached to holding, abandoning or refusing to profess a view.
- Which consequence is attached to nonconformity, and is it threatened, imposed or anticipated by the person? measurement
- What links the consequence to a thought or profession of belief rather than to independently specified conduct? boundary
Dependence and exit
Examines the actor's control over necessities and the person's realistic alternatives.
Usable refusal and exit
Records whether refusing an intervention or leaving its setting is a practical option given dependency, access and retaliation concerns.
- What does the influencing actor control that the person cannot readily replace? measurement
- What support or alternative access would make refusal or exit usable for this person? action
Influence and reflective space Examines how persuasion, information environments and targeted interventions affect opportunities for independent reflection.
Freedom of thought does not imply absence of influence; the model must examine how influence operates and whether it obstructs reconsideration.
Influence mechanism
Characterises an intervention's stated purpose, methods and accessibility to scrutiny.
Scrutinisable influence
Records whether the person can recognise, question and disengage from attempts to shape their thinking, without classifying every hidden influence as a settled violation.
- What method seeks to shape thinking, and what evidence supports the claimed purpose or effect? provenance
- Can the person identify the source, challenge its claims and stop participating? measurement
- Which features warrant concern beyond ordinary persuasion, and which remain uncertain? boundary
Opportunities for reflection
Examines access to private reflection, alternative perspectives and time to reconsider.
Obstruction of reconsideration
Records practices such as enforced isolation from alternative views or relentless demands for assent when evidence connects them to constrained thinking.
- Which identifiable practices restrict private reflection or consideration of alternative views? measurement
- What evidence distinguishes externally imposed obstruction from the person's chosen focus or voluntary commitments? boundary
- Which feasible adjustment would restore time, privacy or access needed for reconsideration? action
Assessment and protective response Connects evidence about possible interference to actions that preserve the person's control over their thinking.
An agent must respond without claiming access to private thought or reproducing the disclosure pressure under assessment.
Evidence and assessment limits
Separates accounts, observations and inferences when judging the state of freedom of thought.
Bounded state judgement
Assesses documented conditions and reported experiences while preserving uncertainty about inward assent and unobserved effects.
- Which conclusions rely on the person's account, observed conduct, a documented rule or an assessor's inference? provenance
- What can be assessed without learning the content of the person's private thought? boundary
Protection without compulsion
Identifies responses that reduce interference without prescribing a replacement belief or forcing disclosure.
Person-directed protection
Records the person's preferred assistance, available actions and foreseeable effects on exposure, dependence and retaliation.
- Which response does the person want, and can that preference be established without demanding an account of their beliefs? action
- Which available action reduces the identified pressure while avoiding additional exposure or compelled conformity? action
- What observable change would show that refusal, privacy or reconsideration has become more practicable? measurement
What the second pass must settle
- Which meanings of thought should this registry entry encompass: convictions alone, or also imagination, attention, inner speech and transient mental content?
- Which researched criteria distinguish persuasion, deception, manipulation and coercion for this model, especially in personalised digital environments?
- How should assessments account for children and people dependent on care or education without assuming either unrestricted authority over their thinking or identical circumstances to independent adults?
- Which claims about behavioural or physiological inference of mental content have sufficient evidence, and how should inaccurate but consequential inferences be represented?
- Which jurisdictional or institutional standards govern particular protective actions, and how should those standards connect to this model without being treated as universal definitions?