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A batch of the best highlights from what J's read, .

Hernández-Orallo and Vold emphasise that these systems will be designed to be highly personalised, learning from individual users and adapting their responses accordingly, which enables them to become seamlessly integrated into personal cognitive routines. This tight integration means that AI extenders become part of the distributed cognitive processes rather than merely external support.

2508.19588

Lucy Osler

As anyone who owns a gaming PC will know, GPU chips draw even more power than regular Central Processing Units (CPUs), and cloud computing sets this up on an industrial scale: if artificial intelligence has a soundtrack, it’s the deafening whir of cooling fans in the server farms.

Resisting AI

Dan McQuillan

The human-chatbot interactions we describe predispose to what might be termed a "single-person echo chamber" [34](https://paperpile.com/c/Gkdt8S/oh2R) , wherein a user engaging in an extended chatbot interaction encounters their own interpretations, distorted and amplified, yet presented persuasively [76](https://paperpile.com/c/Gkdt8S/M5tY) and carrying a veneer of objective external validation.

Technological Folie a Deux - Google Docs

arxiv.org

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