Tootfinder

Series C, Episode 04 - Dawn of the Gods
ZEN: Confirmed. [Oppressive noise. The crew all sink to their knees, hands over ears.]
ZEN: Information. Ship's velocity now in excess of design limitations. Force wall collapse imminent. [Distortion effect. Dayna, Vila, Cally unconcious. Avon struggles towards the seating. Tarrant rouses and crawls towards Avon. Avon removes spacesuit from storage compartment, starts to pull it on.]

Wisdom of the Crowd: Reinforcement Learning from Coevolutionary Collective Feedback
Wenzhen Yuan, Shengji Tang, Weihao Lin, Jiacheng Ruan, Ganqu Cui, Bo Zhang, Tao Chen, Ting Liu, Yuzhuo Fu, Peng Ye, Lei Bai
https://arxiv.org/abs/2508.12338

Wisdom of the Crowd: Reinforcement Learning from Coevolutionary Collective Feedback
Reinforcement learning (RL) has significantly enhanced the reasoning capabilities of large language models (LLMs), but its reliance on expensive human-labeled data or complex reward models severely limits scalability. While existing self-feedback methods aim to address this problem, they are constrained by the capabilities of a single model, which can lead to overconfidence in incorrect answers, reward hacking, and even training collapse. To this end, we propose Reinforcement Learning from Coev…