If recognition does not convert into consequence, the failure is not accidental. It is stabilized by a specific structural condition: attribution collapse. Attribution collapse occurs when responsibility is distributed across a causal chain in such a way that no node becomes both necessary and accountable. The system remains immune not because no one is responsible, but because responsibility never resolves into a form that can be enforced.
Attribution collapse is not the same as anonymity. Actors may be known, documented, even arrested. What collapses is not identity but closure. Closure requires that responsibility can be localized with sufficient precision to impose durable cost. In large-scale digital systems, that precision is systematically eroded.
Consider the full causal chain involved in the circulation of extreme harm: a producer records an act. A platform hosts or indexes the material. Recommender systems amplify it: users react, share, condemn, or mirror it. Payment systems may monetize access. Storage and infrastructure providers retain copies. Jurisdictions overlap or conflict. Enforcement lags behind replication. Each link is causally involved. None is singularly decisive. Responsibility diffuses laterally and temporally.
This diffusion is not a flaw. It is an emergent defense. When responsibility is spread across many actors, enforcement encounters a combinatorial problem. Action against any single node produces limited effect. Action against all nodes simultaneously exceeds practical capacity. The system survives by ensuring that intervention is always partial.
Legal frameworks often intensify this collapse by fragmenting responsibility into categories: content versus conduct, hosting versus recommending, infrastructure versus application, user behavior versus system design. Each distinction narrows liability. Each creates a handoff point where accountability can be deferred. The result is a chain in which everyone is involved and no one is obligated to resolve the whole.
Platforms, in particular, benefit from this structure. By framing harm as content rather than conduct, they limit their responsibility to moderation rather than prevention. By emphasizing neutrality, they position themselves as conduits rather than participants. By relying on reactive governance, they shift the burden of identification onto external actors. None of these moves require denial of harm. They require only that harm be treated as external to system design.
Attribution collapse also operates across borders. Harm circulates transnationally, while enforcement remains largely national. Jurisdictional asymmetries create safe zones where responsibility dissipates. Actors exploit these gaps without needing explicit coordination. The system does not need to defeat enforcement everywhere. It needs only to remain unresolved anywhere.
Temporal fragmentation compounds the effect. Attribution is often reconstructed after the fact, while circulation occurs in real time. By the time responsibility is established, the signal has already propagated. Enforcement addresses past instances while the system generates new ones. Accountability is always retrospective. Persistence is continuous.
This temporal mismatch produces a crucial illusion: that enforcement is occurring because cases are being addressed. In reality, enforcement functions as a trailing indicator. It does not interrupt the forward motion of the system. It confirms that harm occurred, not that it has been structurally prevented.
Attribution collapse also neutralizes collective action. When responsibility is unclear, publics fracture into camps arguing about causality rather than imposing cost. Debates proliferate about culture, intent, and morality. These debates consume energy without altering system parameters. They function as internal dissipation channels, absorbing pressure that might otherwise force redesign.
It is at this point that resistance becomes maintenance. Opposition does not disappear. It circulates alongside harm, generating commentary, analysis, and critique. But because it does not resolve attribution, it does not force consequence. The system remains stable precisely because opposition remains active but ineffective. The appearance of conflict substitutes for resolution.
This is why systems characterized by attribution collapse can host extreme harm without destabilizing. They are not indifferent to pressure. They are structured to diffuse it. Pressure enters as signal, disperses across interfaces, and exits as exhaustion. No single point accumulates enough force to compel change.
The reader may now suspect a deeper pessimism: that accountability is impossible in complex systems. That conclusion would be premature. Attribution collapse is not inevitable. It is engineered through design choices, legal distinctions, and governance models. Its persistence indicates not impossibility, but preference.
The critical insight is this: a system that avoids attribution closure avoids internalizing cost. As long as attribution remains unresolved, harm remains external to system solvability. Recognition can increase indefinitely without triggering reconfiguration. The system becomes immune to its own outputs.
This immunity is not permanent. It depends on maintaining fragmentation. The next section identifies the precise invariant that sustains this condition, and, by doing so, defines what would have to break for conversion to become possible.
Deterritorialized Systems and the Absence of Prohibition
Cruelty in networked environments persists not because it is tolerated, but because it is structurally unaddressed. This distinction is decisive. Tolerance presupposes a conscious evaluative choice: structural absence describes a condition in which no evaluative decision is ever triggered [46]. The contemporary circulation of animal torture media (particularly within encrypted or semi-encrypted platforms) operates within this condition. It is neither affirmatively protected nor explicitly prohibited. It exists instead within the negative space produced by misalignment among jurisdictions, classifications, and enforcement priorities.
Accordingly, the phenomenon is not accurately described as criminal deviance evading state authority. It is better understood as a deterritorialized system that does not fully enter the state’s perceptual or regulatory field [47]. The flows that sustain it (content, money, attention, and status) do not present as a single offense, a coherent organization, or an identifiable ideological movement. They appear as fragments: clips, reposts, usernames, wallets, servers, jokes. Each fragment, in isolation, remains below intervention thresholds. In aggregate, these fragments form a durable, adaptive ecology.
This persistence reflects deterritorialization in the strict Deleuzian sense: processes that no longer depend on fixed locations, identities, or doctrines, but reproduce through circulation itself [48]. In such systems, the operative question is not where an act occurs, but whether it continues to move. For cruelty networks, circulation is not incidental: it is the primary condition of viability.
Jurisdictional Asymmetry and Non-Alignment
A central enabling factor of these systems is jurisdictional asymmetry. Acts of animal cruelty may be illegal, ambiguously regulated, tolerated, or unaddressed depending on local legal regimes [49]. Distribution, however, routinely crosses borders. A video recorded in one country, uploaded in another, monetized through a third, and consumed globally does not fall wholly within any single jurisdiction. Each authority encounters only a partial segment of the harm sequence: none encounters the complete process.
This asymmetry is compounded by segmented responsibility. Platforms invoke neutrality or technical incapacity. Payment intermediaries claim ignorance of downstream use. Hosting services assert lack of editorial control. States cite limits on extraterritorial reach [50]. Each position is procedurally plausible. Collectively, they produce a system in which responsibility is diffuse while participation remains profitable.
This is not a failure of law per se. It is a failure of alignment between law, infrastructure, and classification [51]. When animal torture media is categorized as “graphic,” “disturbing,” or “user-generated extremity,” it is absorbed into moderation frameworks designed for scale management rather than harm mitigation. These frameworks reduce visible disruption without altering incentive structures. They suppress symptoms while leaving causal configurations intact.
Platform Neutrality as Operational Fiction
Within this context, platform neutrality functions as an operational fiction [52]. Platforms need not endorse cruelty to enable its persistence. The provision of stable affordances (persistent identities, discoverability mechanisms, frictionless reposting, and monetization pathways) is sufficient. Once established, these affordances are predictably repurposed by subcultures capable of exploiting them. Neutrality becomes functionally indistinguishable from facilitation.
This dynamic is most evident where moderation is reactive rather than anticipatory. Automated systems trained on known harm categories (terrorist propaganda, child sexual abuse material, explicit interpersonal violence) are poorly suited to content deliberately framed to evade classification [53]. Animal torture media is frequently edited, contextualized, or embedded to defeat pattern recognition. The harm is not denied: it is displaced across formats and contexts.
Even where individual items are removed, the system remains intact. Accounts reappear, archives are cloned, and material is redistributed across mirrors and backups. Removal events operate as signals, not deterrents [54]. They delineate enforcement boundaries without materially constraining behavior.
Absence as Signal
In systems theory, absence is not neutral: it conveys information [55]. When behavior persists without explicit sanction, it communicates permissibility: not as moral endorsement, but as operational viability. Within cruelty networks, the absence of clear prohibition on production, possession, or distribution is interpreted as negative authorization. It signals that the activity remains below consequence thresholds.
This explains why moral condemnation and awareness campaigns fail to disrupt these systems [56]. Such interventions operate at the level of discourse, while the networks operate at the level of affordance. Outrage does not close channels, reconfigure algorithms, or constrain transactions. In some cases, it increases visibility and accelerates recruitment by providing demonstrable proof of impact.
The system stabilizes around a perverse equilibrium: harm persists not because it is concealed, but because it is insufficiently classified [57]. It is too extreme to be normalized and too fragmented to be treated as a unified threat. The resulting gray zone is structurally resilient.
Deterritorialization Without Ideology
Analytical efforts that search for ideology where none is required misidentify the operative mechanism. These networks do not depend on coherent belief systems, narratives, or political programs [58]. They depend on repetition. Status is accumulated through escalation, visibility, and endurance. Meaning is secondary.
This distinguishes contemporary cruelty systems from historical forms of organized violence. They are not bound by cause or doctrine. They are bound by feedback [59]. The reward is not ideological victory but affective response: shock, revulsion, fear, attention. Cruelty becomes self-referential: it exists to confirm its own capacity to circulate.
The absence of ideology complicates legal and regulatory classification. Without explicit motives, activity resists existing frameworks for extremism or organized crime [60]. From outside the system, it appears incoherent: internally, it exhibits consistent regularities.
Structural Implications
The implications are non-optional. As long as cruelty remains deterritorialized (distributed across platforms, jurisdictions, and classificatory regimes) it will continue to reproduce under current conditions [61]. Content-level suppression is structurally inadequate. What is required is reclassification: a shift from treating animal torture media as incidental extremity to recognizing it as a form of systemic risk.
This does not require moral consensus. It requires alignment among infrastructure, law, and enforcement priorities [62]. Certain harms cannot be managed through visibility reduction alone. They must be rendered non-viable.
Absent such alignment, non-prohibition will continue to function as a signal [63]. And systems organized around signals, once stabilized, do not self-terminate.
Information Failure Modes in Networked Violence
Elijah Morgan
© 2026 Elijah Morgan
This work is licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0).
License: https://creativecommons.org/licenses/by/4.0/
DOI: https://doi.org/10.5281/zenodo.19599231
Version 1.1
Published 2026-04-15