Maluuba创始人再创业,Skyfall AI推企业世界模型

Rohan Paul · @rohanpaul_ai · X·2026-07-21 00:07·46天前
AI 导读

Maluuba(被微软收购)创始人Kaheer Suleman与团队推出Skyfall AI,旨在超越当前LLM范式,构建首个自主企业。其核心是开发“企业世界模型”(Enterprise World Models),通过持续学习模拟战略行动的连锁后果。为验证技术,团队创建了持续强化学习平台Morpheus,并计划收购价值不超过100万美元的小型SaaS初创公司以实现全自动化。

Rohan Paul@rohanpaul_ai
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Maluuba创始人再创业,Skyfall AI推企业世界模型

2026-07-21 00:07· 46天前
AI 导读

Maluuba(被微软收购)创始人Kaheer Suleman与团队推出Skyfall AI,旨在超越当前LLM范式,构建首个自主企业。其核心是开发“企业世界模型”(Enterprise World Models),通过持续学习模拟战略行动的连锁后果。为验证技术,团队创建了持续强化学习平台Morpheus,并计划收购价值不超过100万美元的小型SaaS初创公司以实现全自动化。

The founders behind Maluuba (acquired by Microsoft) just launched @skyfallai , a frontier neo lab building the first Autonomous Enterprise by moving beyond the current LLM paradigm.

They say today's top LLMs cannot actually learn.

To demonstrate this, the lab created Morpheus, a business simulation in which past choices compound. Most reinforcement learning benchmarks reset the slate after each episode, so mistakes are never carried over. Morpheus continues to run, so a bad call has a quiet impact on what happens several days later.

The bigger goal is Enterprise World Models, that allow you to see what will happen before you do something. To feed that vision, the lab is buying small SaaS startups worth up to $1M and automating them.

Sam PasupalakAround 15 years ago, Kaheer Suleman and I started Maluuba with the vision of building Universal Turing Machines. Back then, we were one of the pioneer research ...