用文件时间戳做反馈循环，200行Python脚本+多轮审核，有效揪出AI输出的隐藏问题。
The problem: AI outputs are probabilistic, and prompts have a ceiling LLMs produce probabilistic outputs. No matter how good your prompt is, edge case…
多模态AI自我评估存在系统性偏差，一种新发现的“偏好崩溃”现象加剧了模型反馈循环中的错误。
arXiv:2606.16682v1 Announce Type: new Abstract: When AI agents use language models to evaluate their own outputs in a feedback loop, systematic biases…
OpenAI官方分享如何用GPT-4实现内容审核自动化，更一致、更高效、减少人工介入
We use GPT-4 for content policy development and content moderation decisions, enabling more consistent labeling, a faster feedback loop for policy ref…
Spotify分享如何用LLM评估提升A/B实验命中率，将测试漏斗与实验反馈循环结合，降低无效成本。
TL;DR LLM evals, automated judges that assess relevance, coherence, and quality at scale, are a powerful new... The post Better Experiments with LLM E…