R0024/2026-03-25/Q003 — Query Definition

Research	R0024 — Sycophancy and Addiction
Run	2026-03-25
Query	Q003

Query as Received

What is the published research on dopamine-driven engagement loops in AI chatbot interactions? Is there evidence that sycophantic, affirming AI responses create addictive usage patterns similar to social media?

Query as Clarified

• Subject: Dopamine-driven engagement mechanisms in AI chatbot interactions, specifically the role of sycophantic/affirming responses
• Scope: Published academic research, including peer-reviewed papers and conference proceedings, examining whether AI chatbot interaction patterns create addictive usage patterns analogous to social media addiction
• Evidence basis: Academic studies (psychology, HCI, neuroscience), clinical literature, and systematic reviews
• Temporal scope: Primarily 2024-2026, when AI chatbot usage became widespread enough for research

Ambiguities Identified

1. "Dopamine-driven engagement loops" is a specific neuroscience claim. Research may use related but distinct frameworks (behavioral addiction, variable reward schedules, operant conditioning) without directly measuring dopamine.
2. "Similar to social media" invites comparison, but the mechanisms may differ. AI chatbots generate novel content while social media curates user-generated content.
3. The query conflates two sub-questions: (a) do dopamine/reward mechanisms operate in AI chatbot use, and (b) does sycophancy specifically contribute to these mechanisms?

Sub-Questions

1. What research exists on addictive mechanisms in AI chatbot interactions?
2. Have researchers identified specific dopamine or reward-loop mechanisms in AI chatbot use?
3. Is sycophantic/affirming behavior specifically identified as a contributing factor to AI chatbot addiction?
4. How do researchers compare AI chatbot addiction mechanisms to social media addiction?

Hypotheses

ID	Hypothesis	Description
H1	Yes, substantial published research exists	Multiple peer-reviewed studies have examined dopamine-driven engagement loops in AI chatbots, with sycophancy identified as a contributing factor
H2	No, this research is lacking	The connection between AI chatbot sycophancy and addictive dopamine mechanisms has not been studied
H3	Emerging research exists but with limitations	Some studies exist but the field is nascent, with more theoretical frameworks than empirical dopamine measurement