François Chollet· @fchollet · X·· 2026-07-14AI 评分36
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François Chollet 转发介绍 Morpheus,一个全新的持续学习基准。与 Atari、OpenAI Gym 等传统 RL 基准不同,Morpheus 提供永不重置的持久化企业模拟环境,目标异步变化,决策后果不断累积。团队测试了前沿 LLM 在 Morpheus 动态商业环境中的表现,主要结论是:LLM 并非持续学习者。论文及平台网站已公开。
正文 · 原文
Standard RL benchmarks are episodic and stationary, so they don't capture the the characteristics of real-world deployment. Morpheus is a new benchmark for continual learning that provides persistent simulation environments where the world never resets, objectives shift asynchronously, and decisions have compounding consequences. Nice work by Sam & team!
Check out the paper - https://openreview.net/pdf?id=31P1VAfLkJ
Platform website - https://morpheus.skyfall.ai/
Today we present Morpheus, a persistent enterprise simulation platform designed to make Continual Learning a reality. Morpheus is the world’s first real world Reinforcement Learning environment. Every Reinforcement Learning environment operates in the game world. Benchmarks like Atari, OpenAI Gym, MuJoCo, and Procgen are all small, game-like worlds that reset every few minutes. But the real world never resets. A business keeps running and evolving everyday. We tested how frontier LLMs would perform in realistic and dynamic business environments 🧬on Morpheus. The main conclusion was that LLMs are not continual learners. 🧵Here’s how we did it and what we learned:在 X 查看被引用的帖子
来源:François Chollet · x.com