and tensions. The complexity of social conflict in networked systems is reflected in the frequent oscillation
between agonism (reasonable, pertinent conversation) and antagonism (destructive conflict) in online contacts
(Canute et al., 2023; see also Couldry and Powell, 2014). The preservation of social circles or "communities" is
hampered by the context collapse phenomena. Users have difficulty and stress when members of different social
groups are forced to share a digital area because of conflicting interests and misunderstandings (Molina &
Sundar, 2022).
Platforms have been forced to use conventional moderation techniques, such deletion and punishment, to resolve
these disputes. Despite being effective in curbing general rudeness, these methods frequently ignore the
relationship roots of conflict and may stifle meaningful engagement opportunities that are essential for fostering
empathy and fostering reconciliation (Molina & Sundar, 2022).
Emerging Technological Interventions: Transitioning from Moderation to Mediation. A growing number of
academics are highlighting the effectiveness of technology treatments focused on mediation in light of the
limitations of moderation. Online mediation platforms encourage communication, foster trust, and focus on
relationship restoration rather than imposing punishment (Terekhov, 2019). From reactive content moderation
to systemic intervention and conflict escalation prevention, mediators are encouraged to actively approach the
platforms in peacebuilding settings (Iyer, 2024).
In order to choose the best mediation to use in conflict resolution, technological mediation systems—particularly
those aided by artificial intelligence techniques—integrate many layers of analysis, intersubjective
understanding, and cultural context. For instance, by providing context-aware recommendations that are
nevertheless considerate of the subtleties of interpersonal interactions, AI-assisted mediation has been proposed
as a means of promoting in-person community discussions (Cho, Zachry, & McDonald, 2025).
Difficulties, and Research Deficits Compared to standard moderation, mediation-focused therapies have a
number of advantages. They will be able to improve relations, lessen animosity, and assist in spotting patterns
of increasing conflict that call for prompt action (Terekhov, 2019). However, there are drawbacks as well. The
effectiveness and legitimacy of interventions may be limited by the use of platform-determined data, cherry-
picked case studies, algorithmic incomprehensibility, and a reduced capacity for empathy (Iyer, 2024). while
denial from those excluded by digital divides may limit equal opportunity for users of these tools, technology's
mediating role cannot fully replicate human sensitivity to subtle indications and psychological state shifts (Open
Justice 2021). Importantly, these short-term instrumentally focused research have mostly overlooked the longer-
term consequences on community connections, creating a substantial knowledge gap about the ongoing influence
of technology mediation.
Conceptual Ideas: Mediated Plea Bargaining and Governance Technology According to the literature, the shift
from moderation to mediation is a conceptual and technological reinterpretation of digital governance.
According to mediation models, technology functions as a hybrid mediator that facilitates dialogue, relationship
mending, contextual interaction, and control over discourse (Cho et al., 2025; Terekhov, 2019). Escalation, de-
escalation, and reconciliation are important dynamics in digitally mediated social spaces, according to
communicative action theory and conflict process models (Canute et al., 2023).
Despite the potential of technology mediation, there are still unanswered questions about its long-term effects
on relationships and its proper, morally sound application. In order to fill these gaps, the current study looks at
both moderation and mediation. It does this by evaluating how the two are functioning in online communities
today through a combination of mixed methodologies, including content analysis and qualitative case studies.
METHODOLOGY
Research Design
This study employs a mixed-methods research design integrating quantitative content analysis and qualitative
case studies. The design is chosen to capture both measurable trends in online conflict and the nuanced relational
Page 353