LLMs are stuck in a groupthink groove. This startup is trying to get them out.
Summary
Large language models (AI systems trained on text to generate human-like responses) tend to give repetitive, predictable answers to open-ended questions, all converging on similar responses rather than showing creativity. A startup called Springboards built an LLM called Flint that was trained to produce a wider variety of responses to these types of questions, demonstrating that models can be made less predictable and more diverse in their outputs.
Solution / Mitigation
The startup Springboards has built an LLM called Flint, which has been trained to come up with a wider variety of responses than mainstream LLMs to open-ended questions. According to the source, Flint demonstrates greater diversity in outputs compared to models like ChatGPT and Claude.
Classification
Affected Vendors
Related Issues
Original source: https://www.technologyreview.com/2026/07/01/1140003/llms-are-stuck-in-a-groupthink-rut-this-startup-is-trying-to-get-them-out/
First tracked: July 1, 2026 at 02:00 PM
Classified by LLM (prompt v3) · confidence: 85%