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AI That Acts: Devin Fusion, Persimmon, Programmable Worlds & Amodei’s Slowdown Call

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Can AI-generated worlds remember what happened off-screen? How do dual-agent setups reduce costs? In this episode of Attention Span, we break down the biggest shifts in AI’s ability to understand, reason, and act in the physical and digital world.


We dive into Alaya’s programmable world model, real-world vs. simulated robotics with Telexistence and Skild S1, Cognition’s Devin Fusion and SWE-2, and the heated frontier slowdown debate between Dario Amodei and David Sacks.


Hosted by Ksenia Se (founder of Turing Post). Covering September 7–13, 2026.


👇 Which topic should we cover in a deep-dive episode? Let us know in the comments!

Also, this is the first episode of Attention Span Weekly News – let us now if you like us to continue doing this. 


🔳 SPONSORSHIP

Partner with Turing Post to reach top AI engineers, researchers, and builders: ks@turingpost.com


🔷 WORLD MODELS

Alaya PWM paper: https://arxiv.org/abs/2609.10540

Demonstrations: https://alaya-lab.github.io/pwm/

World Labs - Atlas: https://www.worldlabs.ai/blog/atlas

World in World: https://arxiv.org/abs/2609.11548


🔶 ROBOTS & SIMULATION

AWS and Telexistence - DreamZero experiments: https://aws.amazon.com/blogs/physical-ai/bringing-a-frontier-world-model-to-the-convenience-store-inside-telexistences-dreamzero-experiment-on-aws/

NVIDIA - Skild S1: https://blogs.nvidia.com/blog/skild-ai-s1-physical-ai/

Skild’s S1 research: https://www.skild.ai/blogs/s1

Mila and Worldmodeldata: https://mila.quebec/en/news/worldmodeldata-and-mila-partner-to-prove-scaling-law-for-world-models


🔹 DEVIN FUSION & SWE-2

Cognition - Fusion: https://cognition.com/blog/local-fusion

SWE-2: https://cognition.com/blog/swe-2


🔸 PERSIMMON & PERSONAL AGENTS

Persimmon: https://persimmon.humansand.ai/blog/persimmon.html

Grok Bot: https://x.ai/bot

Meta Muse: https://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/

Muse security architecture: https://research.meta.ai/blog/security-and-safety-for-ai-agents-our-approach-with-muse

Attention Span episode on Muse: https://www.youtube.com/watch?v=1pqzii7di7w


🔺 SAFETY, EVALUATORS & THE SLOWDOWN DEBATE

Anthropic - cybersecurity alignment assessment: https://www.anthropic.com/research/alignment-assessment-cybersecurity-incidents

Dario Amodei - We Must Pace the Frontier: https://darioamodei.com/post/we-must-pace-the-frontier

Hugging Face Open Alignment Initiative: https://www.techmeme.com/260912/p13

David Sacks’s response: https://x.com/DavidSacks/status/2098973625252708460


🔻 MORE FROM TURING POST

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