The UK Netflix mini series 'Adolescence' has sparked discussions about the 'manosphere' and incel culture re-entering mainstream conversations.Online spaces like those explored in Laura Bates' book 'Men who hate Women' preach self-valorization but breed extreme insecurity.Andrew Tate, a figure in incel culture, exemplifies the creation of self-involved yet insecure young boys through online platforms.Algorithms play a role in guiding individuals towards extreme ideologies through ad-hoc group classification.Ad-hoc algorithms lack nuance and individual agency, grouping users based on perceived similarities without common intentions.Individuals may be unaware of belonging to ad-hoc groups, leading to indoctrination without self-awareness.The use of algorithms to categorize individuals in the manosphere for targeted advertising raises concerns about privacy and manipulation.Digital capitalism and algorithm optimization contribute to the proliferation of harmful content targeting vulnerable audiences.The integration of AI with surveillance systems raises concerns about oversimplification and lack of human discretion in decision-making.Data analytics advancements call for protections of privacy interests of ad-hoc groups formed through algorithmic classification.