Bring on the AI swarms. They’re the only thing that can defend us now that AI is free
AI AND ML
Frontier-level AI runs everywhere, so attacks will never stop
Unpredictable token bills haunted the first half of 2026 as AI experimenters pushed deeper into the tech and often found useful results could only be achieved after surprising and unwelcome expenditure.
We've gone from tokenmaxxers to tokenmisers, counting every character we send to AI services. That changed the way we used AI, focusing users on the ticking meter and unable to cast their eyes up and explore the possible.
Those blinkers fell away in the middle of August when Alibaba delivered Qwen3.8-27B, byte-for-byte probably the most powerful language model ever created – and also capable of running on a high-spec laptop.
The community of “local AI” enthusiasts noticed and have spent the intervening weeks whittling Qwen down to fit on an ever-widening array of devices, including – surprisingly – my M4 MacBook Air.
Their work means millions...
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