From Isolated Acts to Systemic Risk

The term networked violence is retained at the descriptive level to denote the observable distribution of harmful activity across nodes, platforms, and channels. However, this work argues that network description alone is insufficient for causal analysis. The persistence of harm under conditions of node removal, platform intervention, and actor disruption indicates that the governing dynamics operate at a deeper structural level. This level is better described as topological: invariant under transformation, resistant to localized intervention, and capable of regenerating node-level structure without altering its underlying configuration.

Why “Topology” and Not “Network”

The term network is commonly used to describe distributed harmful activity online. While descriptively accurate, it is analytically incomplete. A network implies a set of nodes and links that can be enumerated, mapped, and disrupted by targeted removal. The persistent circulation of animal torture media exhibits a different property: structural continuity under node loss.

This work therefore uses topology to name the relevant level of causality. Topology concerns invariants under transformation. In a topological system, elements may shift, disappear, or reappear without altering the governing structure. This distinction is operationally critical: enforcement actions that remove channels, arrest individuals, or block domains frequently fail to produce durable reduction not because they are ineffective as discrete actions, but because they do not alter the configuration that produces replacement nodes.

The harm persists because the configuration persists.

This framing aligns with established work in systems theory and actor–network analysis: outcomes emerge from relational configurations, distributed causal pathways, and interaction effects that cannot be reduced to discrete agents [22–23]. In such systems, meaningful intervention requires reconfiguration rather than episodic suppression.

Cruelty as a Status Economy

Within this topology, cruelty functions as currency: acts of torture operate as transactions that confer status, access, and recognition inside closed subcultures. The system’s persistence is better explained by internal reward mechanics than by isolated individual intent.

This economy exhibits stable properties:

Proof-of-Work Logic

Participation is authenticated through costly acts. Production, commissioning, or facilitation of torture media serves as proof of seriousness. The cost (legal risk, psychological threshold-crossing, reputational irreversibility) is what renders the act valuable within the group.

Rank Accumulation

Status accrues via escalation: frequency, severity, novelty, or compliance with group-specific scripts. Contribution is assessed, validated, and curated by administrators or senior members, converting harm into structured prestige.

Visibility Within Closure

Recognition is internal rather than public: legibility is produced within the group while remaining opaque to external observers, preserving prestige and deniability simultaneously.

This structure mirrors dynamics documented in illicit online economies where symbolic capital and social standing operate as primary exchange media, sometimes exceeding direct monetary incentives in motivational force [24].

Ritualization and Initiation

Cruelty in these systems is procedural. It takes ritualized form: repeatable formats, standardized props, implicit scripts, and patterned escalation sequences.

Ritualization performs system functions:

Normalization
Repetition reduces perceived exceptionality and lowers thresholds for participation

Boundary Maintenance
Initiation requirements distinguish insiders from outsiders and gate access.

Cohesion Through Implication

Shared participation in taboo acts produces mutual exposure and mutual constraint.

Here, ritual does not imply ideology. It implies procedure. Participants do not require articulated doctrine: continued participation is maintained through execution of recognizable procedures.

This procedural structure explains why ideological rebuttal and moral appeal frequently fail as countermeasures. There is often no doctrine to refute. There is a process to disrupt.

Comparable threshold-binding dynamics have been documented across extremist recruitment, gang initiation, and coerced participation systems in online abuse communities, where irreversible acts function to create durable affiliation via shared culpability [25–26].

The Escalation Gradient

A defining feature of networked harm topology is an escalation gradient: a patterned pathway through which some users move from peripheral exposure to central participation. The gradient is neither linear nor universal, but it is sufficiently recurrent to constitute a structural risk pathway.
A recurrent progression can be described as:

Incidental Exposure

Encounter with disturbing material via recommendation systems, virality, or social adjacency rather than deliberate search.

Affective Engagement

Shock, curiosity, or outrage produces heightened attention, registered as engagement and therefore treated as positive signal by ranking systems.

Community Contact

Movement into spaces where the content is contextualized, normalized, valorized, or framed as status-bearing participation.

Desensitization and Imitation

Repeated exposure can reduce affective barriers, making imitation more conceivable.

Participation

Transition from viewing to contributing, often through low-level acts before escalation.
This gradient has been observed across multiple harmful content domains, including violent extremism and exploitation, and is reinforced by architectures optimized for retention rather than harm minimization [27–28].

Platform Affordances as Structural Enablers

The topology described here is not platform-agnostic. It is platform-enabled. Specific affordances materially increase the likelihood that high-arousal content can function as a status pathway within closed systems:

Algorithmic Amplification

Engagement-optimization can overweight high-arousal content, increasing exposure probability and accelerating escalation gradients.
Role-Based Permissions
Administrator hierarchies, access tiers, and moderation controls formalize rank, gatekeeping, and escalation thresholds.

Persistence and Replication

Content is trivially cloned across channels, hosts, and mirrors: takedown does not remove the object, only a placement.

Financial Abstraction

Cryptocurrency and intermediary payment methods obscure transactions and enable monetization without conventional gatekeeping.
These affordances do not “cause” cruelty in a moral sense. They function as selectors: under certain conditions, they increase the fitness of cruelty-as-currency within closed subcultures.
This selection effect is consistent with research showing that engagement-optimized recommender systems can amplify harmful trajectories without explicit platform intent [29–30].

Why Takedowns Fail

Takedowns frequently fail to produce durable reduction because they target instances rather than relations.
Removing a channel, banning an account, or arresting an individual may address a manifestation of the topology. It does not alter the configuration that produces replacement nodes. Under pressure, distributed systems adapt: new nodes emerge, often with improved operational security, redundancy practices, and migration pathways.
This resilience parallels patterns observed in other distributed illicit systems, where enforcement pressure increases adaptation rather than generating collapse. Without altering incentive structures, escalation gradients, and reward mechanisms, suppression functions as temporary friction rather than deterrence [31].

From Pathology to Systemic Risk

Framing these dynamics primarily as individual pathology obscures their systemic character. Individual traits may influence who participates. They do not explain persistence, scale, internationalization, or reproducibility.

Networked harm topology reframes animal torture media as a systemic risk, a risk to platform integrity and governance capacity, to youth safety and developmental harm pathways, to public order and cross-border harm diffusion, and to regulatory credibility where compliance regimes are bypassed by design.
This reframing aligns the issue with regulatory categories concerned with systemic risk, rather than with niche harm or exceptional deviance [32–33].

Implications for Intervention

If harm emerges from topology, intervention must target topology.
Durable disruption requires reconfiguration at the infrastructural layer, including altering reward structures and internal status dynamics, interrupting escalation gradients, constraining monetization and financial abstraction, and imposing accountability at the systems level rather than at the content-instance level.
These interventions do not require moral consensus. They require design change and enforceable governance.

Regulatory Relevance

This chapter establishes that the circulation of animal torture media constitutes a systemic risk arising from platform configuration, not isolated content failure. The following mappings translate the analytical findings into regulatory obligations and assess failure modes under the EU Digital Services Act (DSA) and comparable international frameworks.

Identified Systemic Risks

Risk Type

Dissemination of illegal content, facilitation of severe harm, youth exposure pathways and cross-border organized abuse.

Risk Character

Persistent, reproducible, and adaptive under enforcement pressure: not resolvable via instance-level moderation.
Triggered Obligations (Indicative)

Systemic Risk Assessment

Platforms must identify and assess foreseeable systemic risks arising from recommender systems, monetization tools, and community affordances that amplify extreme harm (DSA Art. 34).

Risk Mitigation Measures

Where risk is identified, platforms must implement proportionate, effective mitigation targeting structural enablers (e.g., amplification logic, monetization, escalation pathways), not solely content removal (DSA Art. 35).

Recommender System Governance

Optimization for engagement that escalates exposure to extreme harm, absent effective risk mitigation and user safeguards, indicates non-compliance with obligations concerning recommender system transparency and systemic risk mitigation (DSA Arts. 27, 34, 35, 38).

Design Accountability

Recurrent reconstitution of harmful networks following enforcement actions indicates insuff

icient effectiveness of risk mitigation measures and may trigger enhanced supervisory scrutiny and independent audit obligations (DSA Arts. 34, 35, 37).

Cross-Border Cooperation

Transnational replication and monetization require coordinated regulatory response and information sharing across jurisdictions (DSA Arts. 56–59).

Failure Modes Identified

Reliance on instance-level takedowns without altering reward structures.

Misclassification of organized harm as generic “graphic content.”

Allowing financial abstraction (e.g., crypto-mediated payments) to bypass harm controls.

Treating escalation gradients as user choice rather than design-mediated pathways.

Enforcement Implication

Where platforms possess knowledge (actual or constructive) of these recurrent mechanisms and fail to reconfigure the enabling systems, continued circulation constitutes ongoing non-compliance rather than isolated moderation error.

Operational Conclusion

Effective compliance requires topological intervention: altering the configuration that selects for cruelty. Measures limited to visibility reduction or episodic enforcement are insufficient.

Networked harm topology explains why cruelty persists online despite visibility, outrage, and episodic enforcement. It explains resilience without conspiratorial claims and without reliance on moral condemnation as a mechanism of action. Most importantly, it identifies leverage points that remain invisible when the phenomenon is framed as isolated deviance. The chapters that follow populate this topology (psychological, cultural, and technical) without abandoning the level at which causality and intervention are structurally legible.

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

Information Failure Modes in Networked Violence 2: Networked Harm Topology

Identified Systemic Risks