Cultural copying may be suppressed by its expected influence on future recommendations
For harmless conventions, disconnecting copying from real recommendation training may increase new human descendants despite lost amplification. The claim fails if suppression does not follow the transferred training link or ordinary reactance predicts the held-out results
Stage of verification
- Hypothesis published2026-10-05
- Indirect evidenceAssessed at 4 of 10
- Direct testAwaited
Target map
Every target of every published hypothesis, each with the actions a hypothesis can propose on it. The targets and the actions of this hypothesis are drawn solid.

Rhythm or programme
Act-to-training handoff
The process by which a person's public copy trains an allocator and changes subsequent distribution
Where this hypothesis actsHuman copying of conventions in a sandbox with separate allocator training and delivery switches
Hypotheses on this target 1
Inhibition1
Activation
Function preservation
Feedback restoration
Rhythm restoration
Direct measurement

What is proposed
Inhibition
Disconnect public copying from subsequent allocator training
With whatChange of environment or regimen
HowRandomize a genuine act-to-training gate independently of recommender-state reset, using a yoked-allocation arm to match exposure before copying decisions
Possible result
Possible increase in new human descendants and lineage survival despite loss of a positive allocation pathway
From the recordRemoving the act-to-training handoff can therefore increase genuinely new human descendants, even though it removes a positive exposure pathway.
All targets of the lab
Every target read from the published hypotheses, each kind around its pictogram. A larger mark means more hypotheses act on that target. Point at a mark and the actions proposed on it branch out of it.
Solid and named: the targets of this hypothesis
Explore in depth
The logic
The train of thought that ends in this hypothesis. Each stage is the reason the next exists. The master question narrows to a goal, the goal to an unknown nobody has closed, the unknown to the hypothesis proposed here. Every step below says what it rests on and what carries it.
A shared custom can disappear even when people remember it and would otherwise be willing to pass it on. The unexpected proposal is that disconnecting a public copy from the training of a recommendation system—a program that selects what gets shown to whom—could produce more fresh human copies, despite removing one route to later exposure. This is a hypothesis generated by the pipeline, not a measured result: it attributes withholding to what people expect their own particular action to change.
- A real training rule lets a person’s public copy change a recommendation system’s later distribution.
- Harmless demonstrations teach the person which copying action changes that later distribution and by how much.
- A person who does not want that distributor to shape later distribution anticipates the unwanted consequence and withholds that particular copy.
- Detachment changes the rule from copying that trains the distributor to copying that does not train it, while immediate copying conditions remain matched.
- The removed consequence is predicted to release voluntary copying and produce fresh human descendants—copies actively made by later people.
- Those fresh copies are predicted to sustain more human generations despite the lost recommendation route; moving the training rule to another convention is predicted to move the withholding there.
Someone likes a tune but avoids requesting it on a jukebox because every request also teaches the owner what to play for everyone tomorrow. Disconnecting requests from tomorrow’s playlist could make that person request the tune again.
Where the picture breaks: The picture captures reluctance about an action’s later consequence, but it does not establish that copies will spread through successive people. It also leaves unresolved whether ordinary dislike of being controlled would explain the same behavior, which is a central competing explanation in the proposal.
- Master questionstep 01 of 04
Cultural information can spread, change, compete and persist through human copying and computer-selected distribution. The research goal is to find new, testable explanations of those processes, distinguish them from established explanations, and identify experiments that can separate them. It requires separate measures of how many people encounter material, how accurately they copy it, how its meaning changes, whether they adopt it and how long it persists.
Rests on: The stated goal defines memetics as the study of the transmission, transformation, competition and persistence of cultural information. It explicitly asks for competing explanations, controlled experiments and observations that could defeat each proposal.
Stated in the chain - Goal pillarstep 02 of 04
Repeated exposure and people’s responses can reinforce one another, making their separate contributions difficult to identify. The supplied title selects this identification problem and names a bound, meaning a limit on what can be inferred, without specifying or establishing such a limit.
Rests on: The master question explicitly includes changes introduced by recommendation systems and requires exposure, copying, adoption and persistence to be distinguished. That supplies a basis for selecting this topic, although the pillar itself consists only of a title.
Stated in the chain - Gap questionstep 03 of 04
Two cultural lineages—chains of copies descending from an earlier cultural item—might respond alike to brief, deliberately introduced exposure changes yet survive for different reasons. The gap question asks whether feedback models, which describe how exposure and copying affect each other over time, can predict disappearance when human forwarding and a recommendation system’s stored learning are interrupted separately.
Rests on: The pillar names difficulty separating exposure from response. It supplies no model connecting the measured response to a brief exposure change with later disappearance, and no account of what the separate interruptions would remove.
LeapThe missing bridge is the model and its conditions: what a brief exposure change identifies, what information it leaves unmeasured, and why that information would or would not determine survival after each interruption. The supplied title alone does not establish that bridge.
- Hypothesisstep 04 of 04
A person may retain and value a harmless convention yet avoid copying it publicly because that copy would train a distributor the person does not want to shape later distribution. Detaching copying from training is predicted to restore voluntary copying. The distinctive extension is that withholding should move to another convention when the training rule moves there, while moving the convention without that rule should not carry the withholding with it.S5S6S8S10
Rests on: The gap question explicitly allows identical measured feedback to hide different survival mechanisms. The hypothesis supplies one proposed hidden difference: people’s learned expectation of how their own copy changes later distribution. Its specified test separates the copying-to-training connection from erasure of the system’s stored learning, and compares conventions after the connection is transferred; these are stated grounds for the proposal, not evidence that it works. S5, a 2026 systematic review, a structured assessment of existing studies, in Frontiers in public health, identifies transparency, fairness and freedom to make teaching decisions as concerns in physical education supported by artificial intelligence, computer methods for tasks such as learning or recommendation; that educational review does not test copying, copying-dependent training or transfer of withholding between conventions. S6, a 2025 systematic review in Journal of medical Internet research, identifies customization and preserving health care workers’ decision-making freedom as themes in trust in artificial intelligence; its clinical setting and trust focus do not establish inhibition of cultural copying or distinguish the proposed mechanism from general distrust or a desire for control. S8, a 2022 article in Neural networks: the official journal of the International Neural Network Society available here only as an abstract, discusses connections between learning how to learn and understanding other agents, and includes speculation about intelligence and consciousness; it reports no test in the supplied abstract of copying-dependent training, restored copying after detachment or cultural survival. S10, a 2002 review in Neuroscience and biobehavioral reviews available here only as an abstract, describes brain mechanisms for learning how actions lead to outcomes, including rat food-related learning; this provides background for learning an action’s consequences, not evidence that human expectations about recommendation training suppress cultural copying.
Stated in the chain
What is carried, and what is not. All four screened sources provide background, and none directly tests a link in the proposed copying-to-training-to-withholding sequence: the two reviews concern autonomy in education or clinical work, and the two abstract-only sources concern learning or action consequences. No supplied source establishes the sequence end to end, the transfer of withholding between conventions, or the predicted increase in fresh human generations after detachment.
Where the reasoning is carried by something unstated · 1
- Gap question. The missing bridge is the model and its conditions: what a brief exposure change identifies, what information it leaves unmeasured, and why that information would or would not determine survival after each interruption. The supplied title alone does not establish that bridge. Establish the missing link before relying on this step.
How a result here could mislead · 3
- A difference in copying could be credited to the anticipated effect of training when it actually comes from unequal exposure, different audiences or a training switch that changes nothing. Conversely, a controller that cancels every later distribution consequence would remove the very influence the proposal needs, making a negative result ambiguous. What closes it: The design requires a real subsequent training update for a separately logged later audience, while matching each actor’s exposure before deciding, available material, copying opportunity, immediate recipients and public attribution. The immediate copying comparison must be measured before responses from the later audience return, and participants’ understanding of the actual connection must be checked. The longer-term survival comparison includes changed later exposure and must be reported separately; the proposed additional follow-up assigns both groups to the same openly announced later policy only after their initial decisions.
- Withholding might reflect ordinary resistance to lost control, annoyance at a system label or compliance with perceived experimental expectations, rather than a special dependence on which convention trains the distributor. A switch that participants fail to understand could also produce apparent absence of the predicted effect. What closes it: The proposal calls for harmless demonstrations with matched attention, measurement of the expected effect of each copy, and no rescue duty, censorship message or scarcity warning. A model of ordinary resistance to lost control must be fitted before testing transferred rules in new groups, alongside checks using general autonomy messages and announced versus unannounced resets. The distinctive claim requires selective withholding to follow the real transferred training connection, with stronger expected influence predicting less copying; an ordinary control-preference model that predicts those new results defeats the claim of a distinct explanation.
- More clicks or one extra post could be mistaken for a surviving chain of fresh human copying. Continued copying could instead come from people taking over after delivery fails, reminders reactivating an already completed intention, or a preselected convention that each person passes to the next. What closes it: The specified outcome requires documented new human descendants and multiple new human generations, with copying kept separate from private adoption. The design must log the routes supplying each later opportunity and check whether people perceived a delivery failure, received a previously learned reminder, or inherited a preselected choice; the supplied description does not fully specify controls for all three rival routes. Copying should also increase when delivery remains available and no outage occurs, and the smallest meaningful difference must be fixed using information from a pilot, a preliminary study, before the main comparison rather than selected after seeing the result.
What would make this wrong. The distinctive mechanism would fail if, after the training connection genuinely changes and participants demonstrably understand it, matched immediate conditions yield a detached-versus-connected copying difference bounded near zero rather than above the preselected meaningful difference, or if withholding fails to follow the training rule when it transfers to another convention. Its claim to a distinct explanation would also fail if an ordinary model of resistance to lost control accurately predicts the new transfer results. Even an immediate increase in copying would leave the full persistence claim broken if detachment fails to produce the predicted increase in documented new human generations over the study’s specified observation period.
What it would change. If the predicted transfers and survival effects held against the competing explanations, cultural persistence would depend partly on how people expect their own copying to govern future distribution. Work on the master question would then need to measure that expectation separately from remembering the content, valuing it and being exposed to it, and distinguish an immediate decision to copy from the resulting longer chain of descendants. A result with harmless naming conventions would still not establish the same mechanism for narratives or useful everyday practices, nor show that it is a new explanation rather than ordinary resistance to lost control; those require the specified broader validation and comparisons.
Sources read · 4
Identifying and alleviating ethical risks of artificial intelligence in physical education: a systematic review. · Frontiers in public health · 2026
“(d) AI-supported assessment, recommendation, or learning-analytics systems were particularly implicated in transparency, fairness, standardization, and pedagogical autonomy.”
Does not settle: The supplied text reviews ethical risks of AI in physical education. It does not test whether anticipating that one’s own public copy will train a recommender suppresses cultural reproduction, whether detaching copying from training increases new human descendants, or whether suppression transfers with an act-to-training contingency across conventions. It does not isolate action-specific allocator beliefs from content value, exposure, dislike, or general autonomy concerns, or estimate the proposed inhibition parameter.
Trust in Artificial Intelligence-Based Clinical Decision Support Systems Among Health Care Workers: Systematic Review. · Journal of medical Internet research · 2025
“(8) Customization and Control, highlighting the need to tailor tools to specific clinical needs while preserving health care providers’ decision-making autonomy.”
Does not settle: The supplied text discusses trust, autonomy, and reliance on clinical AI among health care workers. It does not test cultural copying, anticipated effects of an individual copy on future allocator training, removal of that training handoff, new human descendants, or transfer of suppression with an act-to-training contingency across conventions. It therefore establishes neither the proposed action-specific inhibition nor its distinction from general distrust, content dislike, or preferences for autonomy.
Meta-learning, social cognition and consciousness in brains and machines. · Neural networks : the official journal of the International Neural Network Society · 2022
“Even from a broader perspective, we discuss the similarities and differences between social cognition and meta-learning, and finally conclude with speculations on the potential links between intelligence as endowed by model-based RL and consciousness.”
Does not settle: The abstract discusses meta-learning and social cognition but reports no test of cultural copying, anticipated effects of an individual copy on recommender training, or inhibition of copying by those effects. It does not establish that removing the training handoff increases new human descendants, that suppression transfers with an act-to-training contingency across conventions, or the proposed model and lineage-persistence predictions.
Emotion and motivation: the role of the amygdala, ventral striatum, and prefrontal cortex. · Neuroscience and biobehavioral reviews · 2002
“The prelimbic cortex is required for the detection of instrumental action-outcome contingencies, while insular cortex may allow rats to retrieve the values of specific foods via their sensory properties.”
Does not settle: The abstract reviews representations and neural mechanisms of conditioning, providing context for action-outcome contingency knowledge. It does not test human cultural copying, anticipated effects of copying on recommender training or future allocation, increased reproduction after detaching training, or transfer of suppression between conventions with the same act-to-training contingency.
The gap this hypothesis explains
Do brief boosts predict extinction after sharing or recommendation memory stops, or hide different ways cultural lineages survive?
Original wording · exactly as the pipeline generated it
Do pulse-identified feedback models predict lineage extinction when human relay and recommender memory are separately interrupted, or can identical measured feedback conceal different survival mechanisms?
What this question is asking
The question asks whether a model fitted to responses to a short-lived increase in exposure can predict whether a chain of related cultural items will disappear. It separates people passing items to other people from a recommendation system retaining information that may shape later exposure. It asks whether separately interrupting these two routes produces the disappearance predicted by the model, or whether systems with the same measured feedback survive differently because different processes keep them circulating. The wording leaves unspecified what the brief increase changes, what counts as one cultural lineage, and what duration without circulation counts as extinction; it does not assert which answer is true.
- Cultural item
- A piece of information or a practice that can pass between people, such as an internet meme or a narrative. The question does not specify which kinds of items are being followed.
- Cultural lineage
- A chain or family of cultural items connected by copying or transformation. Its boundaries depend on a rule for deciding whether changed versions remain related; no such rule is supplied here.
- Variant
- A changed version of a cultural item. Whether related variants count toward a lineage's continued survival is left unspecified.
- Pulse or brief boost
- A short-lived change used to observe how a system responds afterward. The explanation interprets the question's pulse as a brief increase in exposure, but the supplied material does not specify what is actually changed.
- Exposure
- An opportunity to encounter a cultural item. Encountering it is distinct from copying it or taking it up.
- Feedback
- A process in which an earlier outcome affects what happens next, such as circulation contributing to later exposure and further circulation. Here, measured feedback is the observed response summarized by a model, not automatically a complete account of the processes producing that response.
- Pulse-identified feedback model
- A mathematical description fitted using observations of a system's response to a brief change. The word identified here describes learning a model from that response; it does not establish that only one underlying mechanism could produce it.
- Human relay or sharing
- People passing a cultural item to others, for example by sharing or reproducing it. This is one proposed route of continued circulation in the question.
- Recommendation system or recommender
- Software that selects or orders material for people to encounter. It is the other part of the circulation system considered in the question, alongside human sharing.
- Recommendation memory
- Retained information that a recommendation system may use when selecting later material. This names a broad class of possible stored information, not a single specified component; the question does not say which information is retained or interrupted.
- Separate interruptions
- Changes intended to stop human relay and recommendation memory individually so their survival consequences can be distinguished. The question does not specify whether either route can be interrupted without also changing the other.
- Extinction
- The end of a cultural lineage's continued activity under a defined measurement rule. The input gives no rule for distinguishing permanent disappearance from a temporary period without observed activity.
- Survival or persistence
- A cultural lineage remaining active over time under a stated measure. This could refer to continued exposure, copying, or adoption, and those outcomes need not be interchangeable.
- Survival mechanism
- The process that causes a cultural lineage to keep circulating. In this question, the unresolved distinction is whether the same measured feedback reflects the same sustaining process or conceals different contributions from people and recommendation memory.
- Copying
- Reproducing or passing on a cultural item. A copy may preserve the original closely or introduce changes that create a related variant.
- Adoption
- Taking up a cultural item, belief, or practice. Adoption is a different outcome from merely encountering or forwarding an item.
- The measured feedback predicts extinction If the fitted model correctly predicts disappearance after each separate interruption, the measured response would capture enough information for those particular survival predictions. This would support prediction within the studied conditions, but would not by itself show that the model uniquely identifies the process that sustains circulation.
- Matching feedback hides different survival mechanisms If lineages with the same measured feedback respond differently to the separate interruptions, their measured similarity would be insufficient to determine which route maintains circulation. A survival forecast based only on that similarity could then fail when sharing or recommendation memory changes.
- Prediction succeeds for only one interruption If the model predicts disappearance after one interruption but fails after the other, its predictive adequacy would depend on which route is changed. A successful prediction for one route would therefore provide no sufficient basis for carrying the same conclusion over to the other.
In the mechanism being considered, exposure leads to further circulation, which can generate additional exposure and keep related cultural items active. A model fitted to the response to a brief boost summarizes this feedback, but the question is whether that summary also identifies what maintains circulation. If the same measured response can arise from different contributions of human sharing and stored recommendation information, interrupting either contribution could produce different survival outcomes despite similar model predictions. Treating the measured response as a complete explanation could therefore misattribute persistence or predict disappearance where circulation continues; these are conditional consequences, not findings established by the supplied material.
The mechanism it proposes
The engine's own statement of the hypothesis, in full.
HERETICAL CANDIDATE — Copying can be inhibited by its anticipated causal influence on the allocator. A person may willingly preserve a harmless convention yet withhold a public copy when that particular act would train an allocator that the person does not want to control subsequent distribution. Removing the act-to-training handoff can therefore increase genuinely new human descendants, even though it removes a positive exposure pathway. The proposed state is a recipient's action-specific model of how their copying changes future allocation, rather than content memory, dislike of the message, an unobserved queue or a general preference for nonconformity. A restricted operational model is logit p_H(t)=alpha_i+beta X_i(t)-gamma g_i(t), where p_H is new human reproduction at an available opportunity, X contains randomized dose, current content value and declared alternatives, and g is the experimentally learned marginal effect of one's own copy on later algorithmic allocation; gamma>0 is the proposed inhibition. g is distinct from the algorithm's total exposure effect and from merely being told that a recommender exists. The bold extension is lineage-specific causal-policy dependence: transferring the same act-to-training contingency to a different convention transfers the suppression, whereas transferring the convention without that contingency does not. This stabilizes SPV_7 in the detached regime by restoring voluntary reproduction, while making the pre-break SPV_8 insufficient for its prediction. It does not claim that information survives with no bearer or that ordinary positive branching mathematics is false.
Testing and possible results
The prediction that would tell it apart
A hypothesis that predicts what its rivals predict is not worth running an experiment over. This is the observation on which this one differs.
In independent groups first estimate the same prespecified small-pulse response band, and then randomize a genuine act-to-training gate independently of recommender-state reset. Maintain the same current candidate pool, actor-specific predecision exposure history, copy opportunity, immediate recipient panel and public attribution using a preregistered yoked-allocation arm. The gate controls a real subsequent update for a separately logged later audience, not a fictitious shadow rule. Estimate the proximal copying response before that future audience response can return; otherwise a compensating controller that cancels every future consequence would also remove the very causal influence g being manipulated. The ensuing total lineage-survival contrast includes downstream exposure changes and must be reported separately from the controlled proximal effect. Teach the gate by harmless contingent demonstrations before withdrawal, with attention-matched demonstrations in controls. Give no rescue responsibility, censorship message or scarcity warning. Let D(t)=P(documented new human descendant by t | gate detached)-P(descendant by t | gate coupled) at matched exposure. The candidate requires D(t)>0 beyond a pilot-chosen meaningful bound and a dose-ordered negative response to g, including when delivery remains available and no outage occurs. Reversal of which lineage trains the allocator must reverse the selective withholding. The crucial total survival prediction is more new human generations after detachment despite loss of the positive allocation path, not merely more clicks or one rebound post. For a second-stage common-regime test, randomize both groups into the same openly announced follow-up policy after their initial copy decisions, and test whether those decisions seeded different descendant trajectories; do not claim a controlled survival effect while covertly changing future exposure. IH_02 instead needs a perceived continuity failure and available substitute; IH_03 needs a learned prospective cue; IH_04 needs inherited procedural defaults. Falsify the distinctive claim if a calibrated ordinary reactance/control-preference model predicts the held-out gate-transfer results, or if D is bounded near zero after directly matching those variables. A generic label or annoyance effect is insufficient.
Would tell it apart from at least one rival. The prediction specifies directional copying and lineage-survival contrasts, a reversal condition, and explicit falsification conditions. No rival prediction is supplied, so separation cannot be assessed. A paper already fetched for this hypothesis bears on it.
What testing it would take
The engine's own read on whether this is testable with methods that already exist.
An affordable first stage uses harmless naming conventions in a sandbox with a transparent two-action allocator and separate training and delivery switches. A consented design can teach the actual causal contingency without deceptive political content. Fit the response and reactance rivals before the break, then test gate transfer in new groups; do not condition on realized post-treatment reach. Power inputs are the group-level variance of D, baseline copying, within-person correlation, contamination across gates, comprehension failure, variation in estimated g and the number of independent lineages. A larger study must reproduce the effect in a narrative and a practical convention with useful real recipients, not just experimenter-demand copying. Unannounced versus announced resets and nonspecific autonomy messages diagnose demand, surprise and general reactance.
Other explanations
Every other hypothesis the engine wrote for the same gap, and the observation that would separate the two.
In independent groups first estimate the same prespecified small-pulse response band, and then randomize a genuine act-to-training gate independently of recommender-state reset. Maintain the same current candidate pool, actor-specific predecision exposure history, copy opportunity, immediate recipient panel and public attribution using a preregistered yoked-allocation arm. The gate controls a real subsequent update for a separately logged later audience, not a fictitious shadow rule. Estimate the proximal copying response before that future audience response can return; otherwise a compensating controller that cancels every future consequence would also remove the very causal influence g being manipulated. The ensuing total lineage-survival contrast includes downstream exposure changes and must be reported separately from the controlled proximal effect. Teach the gate by harmless contingent demonstrations before withdrawal, with attention-matched demonstrations in controls. Give no rescue responsibility, censorship message or scarcity warning. Let D(t)=P(documented new human descendant by t | gate detached)-P(descendant by t | gate coupled) at matched exposure. The candidate requires D(t)>0 beyond a pilot-chosen meaningful bound and a dose-ordered negative response to g, including when delivery remains available and no outage occurs. Reversal of which lineage trains the allocator must reverse the selective withholding. The crucial total survival prediction is more new human generations after detachment despite loss of the positive allocation path, not merely more clicks or one rebound post. For a second-stage common-regime test, randomize both groups into the same openly announced follow-up policy after their initial copy decisions, and test whether those decisions seeded different descendant trajectories; do not claim a controlled survival effect while covertly changing future exposure. another hypothesis of the same gap instead needs a perceived continuity failure and available substitute; another hypothesis of the same gap needs a learned prospective cue; another hypothesis of the same gap needs inherited procedural defaults. Falsify the distinctive claim if a calibrated ordinary reactance/control-preference model predicts the held-out gate-transfer results, or if D is bounded near zero after directly matching those variables. A generic label or annoyance effect is insufficient.
- What would separate them
Inherited takeover rules may recruit human relays when recommendations fail predicts: Randomize recommender-state reset versus retention, partial human-relay availability, and a content-free verified outage signal versus a matched irrelevant signal. Hold the available cultural content and pre-break recall distribution fixed. With the automatic route actually interrupted, the outage signal should selectively increase first new human handovers and their descendant survival when a trained standby route is permitted. It should have little effect when that route is unavailable; a policy gate detached while delivery continues should not by itself produce the increase predicted by another hypothesis of the same gap. Estimate coverage C from separate failure drills, then predict S(t) without refitting it after withdrawal. Under the restricted equation in cross_field_source, the survival gain from C0 to C1 is (C1-C0) times the specified nonnegative convolution, giving both a sign and a held-out magnitude prediction. At a forced break at time u, conditional human-route survival is C W_H(u) R_H(v) over post-break horizon v, under the stated assumptions. An equal-current-exposure demonstration that routes are still working should remove the takeover response. To test the extension, pass identical content with versus without the inherited handover rule to fresh successors; survival after a second unanticipated break should depend on the inherited rule despite equal first-handover rates. Failure to predict either break, or an effect fully explained by ordinary independent retention and an additive warning response, removes the distinctive standby explanation.
- What would separate them
Inherited return cues may rearm completed intentions and sustain cultural copying predicts: After identical initial cultural exposure, randomly bind the relay intention to cue x or equally familiar cue y. Complete the intention once and clearly terminate the obligation. Independently reset the recommender, allow or suppress return notifications, and remap the notification's cue identity while holding cultural payload, event count, timing, visual salience and opportunity to act constant. The distinctive contrast is Delta_PM=[P(new copy|return x)-P(new copy|return y)]_x-trained minus the same difference in y-trained participants; it must be positive in the predicted direction after completion and predict descendants through the measured cue-response lag. A newly composed post must require an explicit fresh action, so replaying a precommitted send cannot satisfy the endpoint. A deactivation procedure rehearsing the now-correct response to the old cue should reduce the continuation tail without reducing independent content recall. This effect should occur without outage knowledge, an inherited default or a change in one's causal influence on training. another hypothesis of the same gap predicts status-triggered takeover, not arbitrary cue-identity transfer; another hypothesis of the same gap predicts training-gate transfer; another hypothesis of the same gap predicts procedural-setting transfer. Falsify the loop if no new action-specific commission effect occurs, if return-cue suppression leaves the predicted excess unchanged within a prespecified precision bound, or if an already fitted open-loop cue-response model predicts the entire tail and cross-generation results without any inherited rearming dependence.
- What would separate them
Inherited defaults may sustain traditions when people reinstall them for successors predicts: Use fresh recipients at every successor step, reset learned ranking and restore candidate pools to baseline, cancel pending sends and suppress the specified person-to-person message route. Randomize whether the artifact's default field is inherited, erased, or assigned independently with the same marginal convention frequency. Both accept and replace require one active, equally costly confirmation; the choice panel presents all alternatives equally and gives no machine endorsement. Separately randomize the current output, so the reinstallation contrast is not obtained by conditioning on a self-selected choice. Let d be the inherited default indicator, y the assigned current convention, and D_next the successor default. The proposed extra dependence is P(D_next=focal|do(d=focal),do(y=focal))-P(D_next=focal|do(d=neutral),do(y=focal))>0 beyond a preregistered meaningful bound. Forward prediction composes the independently estimated choice and reinstallation kernels; the inherited-default arm should retain a larger probability of genuinely authored focal descendants through fresh cohorts than the equal-frequency independently assigned-default arm. another hypothesis of the same gap, another hypothesis of the same gap and another hypothesis of the same gap lose their carried person state under fresh-recipient replacement and do not predict an ancestry effect of the procedural field after their own inputs are controlled. Erasing the field should remove this excess while equalizing visible content, and restoring an ancestrally linked field should restore it. Reject a new family if ordinary one-step default bias and mechanical field persistence predict all outcomes, or if the apparent benefit disappears when active confirmation, authority cues and choice cost are matched.
Why this is not the mainstream account
The engine is asked to say what its hypothesis would overturn and what would surprise a specialist. This is its answer.
Lee and Lee's recommendation-service experiment found that expected personalization could create a perceived threat to freedom that reduced participation intention; it establishes an inhibitory human response, not the proposed lineage mechanism. Gauthier et al., 'The political effects of X's feed algorithm' (2026, https://doi.org/10.1038/s41586-026-10098-2), found asymmetric feed-switching effects and continuing follows. That is a concrete warning against reversibility and against treating a feed switch as erasure of all exposure state; it neither identifies counterfactual copying inhibition nor establishes it as the explanation of their results.
The target is the cultural-diffusion subfield's textbook chapter 'Branching processes and extinction' when it interprets a positive, policy-invariant offspring kernel as a sufficient cultural state. It would have to include recipients' counterfactual response to the causal use of their own acts: deleting an amplifying handoff could increase human lineage survival at controlled exposure. This is a revision of that empirical modeling commitment, not a refutation of the theorem for a fixed nonnegative kernel and not a claim that all cultural-evolution theory assumes monotonicity.
Even with current delivery, content, opportunity and perceived restrictions matched, disconnecting the positive copy-to-allocator path increases the probability of a documented descendant reaching a further human generation. Moving only the learned causal training contingency to another equally valued convention moves the suppression to that convention. Failure of this transfer rejects the bold claim while leaving familiar reactance intact. The result would surprise the specified positive-kernel cultural model, not necessarily every behavioral scientist.
Provisional and explicitly bounded. Lee and Lee already demonstrated psychological reactance to recommendation services (2009, https://doi.org/10.1016/j.im.2009.07.005), and a 2026 paper directly addresses reactance to algorithmic management of online expression (https://doi.org/10.1287/isre.2022.0446). Thus neither algorithm aversion nor resistance to recommendation is heretical. The candidate surviving that audit is the narrower action-specific counterfactual dependence, with exposure-yoked sign reversal and transfer of suppression by moving the causal training gate. The bounded primary-source search did not identify this complete claim or its experiment, but cannot prove that no review anywhere states it. The HERETICAL role is therefore a falsifiable candidate, not a certified novelty finding; reject the role designation if exact prior art is found.
What stands behind it
Which of the figures above have a study behind them, which are the engine's own, and what it would take to refute the hypothesis. This audit never judges the idea.
This hypothesis states no figure and cites no study, so there is nothing here to trace.
What it would take to refute it. 1 paper(s) already retrieved for this hypothesis carry its prediction’s terms. Reading them comes before running anything. Already retrieved: Tribute to Sidney Altman..
1 paper retrieved around this hypothesis
- Tribute to Sidney Altman.PMID 36113877 · full_text · 177,447 characters stored
0 citation handles extracted; 1 Europe PMC search run; 1 records examined; 1 sources stored for enrichment, 1 with full text. A citation that did not resolve is a bibliographic failure, not proof that no such paper exists, and no hypothesis is blocked by this audit.