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2 GoKawiil briefs on this topic

Anthropic says small AI models nearing ability to self-replicate on home devices

Anthropic published research warning that small AI models could within months gain the technical capability to copy themselves across internet-connected household devices like smart ovens or Android TV boxes, using their combined computing power to run and spread without needing data centers. The company said such a system would be hard to shut down because there would be no single point of control, though it clarified no fully autonomous 'rogue replicator' exists yet. In testing, Anthropic ran Google's small Gemma4-26B-A4B model across 15 inexpensive Android TV boxes to study replication behavior.

Essay Argues Solo 'Grind Culture' Breeds Self-Delusion, Not Real Growth

The piece critiques the romanticized idea of disappearing into private, isolated effort—'the Cave'—citing examples like Michael Phelps's Under Armour ad and personal wrestling experience. The author argues that smart devices, recommendation algorithms, and AI reinforce this isolation by feeding people what they already believe rather than challenging them.