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References

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Email from the Munich Marathon organizers: 'Make it yours. Run Munich. Your registration was successful.'

Delegated tasksOct 6, 2026

Muse haggled with sellers in German for a sold-out half marathon spot, and the registration came through

Sakthi Kumar, a software engineer in Munich · YouTube (invite code in the description)
Muse messaged several sellers in German and talked the price down, while the human just picked one and paid
A friend new to AI · from a video by AI educator Allie K. Miller
With the inbox connected, it found 10 subscriptions, and canceling CLEAR+ brought a $304 refund notice
Todd Saunders, CEO of an AI company for the skilled trades · X
One photo of tangled wires on a utility pole led to a Verizon report and a technician at the door
Matt Robb, a tech reviewer in Canada · YouTube
Given 'Always allow' for marketplace replies, Muse handed a buyer his home address

Meta Muse

The AI typing a company name into a support program application in the Hancom word processor

GPT-6 Astra took over the mouse and keyboard to fill in a grant application and edit a client's video in Premiere

ChatGPT Computer Use · 3 cases

Delegated tasks

DaVinci Resolve and the ChatGPT window, with a report that 1,168 Shorts were edited over 4 hours 11 minutes 51 seconds

Connect AI to DaVinci Resolve, go to sleep, wake up to 1,168 client Shorts re-edited

DaVinci Resolve AI Assistant · 4 cases

Video

A usage bar attached above the Claude Code input box

Tell Claude Code what bugs you, and Claude builds the fix into its own screen, from usage bars to right-to-left Hebrew

Claude Code Mods · 4 cases

Development

Insights

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AI-generated

AI agents finished whole research papers on their own, but judgment, not experimentation, is where they stalled

Researchers from Princeton, the UK AI Security Institute, and other institutions gave frontier agents the research questions behind two unpublished NeurIPS submissions, then had the original authors grade the results. The agents handled everything from the literature review to typesetting without human help, yet both papers were rejected. Here are the five failures the paper traced in the run logs, along with the limits the authors acknowledged.

cdn.shopify.com

Coding agents got so good that Shopify now builds every app twice: once for iOS, once for Android