Bring on the AI swarms. They’re the only thing that can defend us now that AI is free

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 of similar devices can now access near-frontier-level artificial intelligence from free software.

The gap between my MacBook Air and a smartphone isn’t vast.

As local AI developers continue whittling Qwen down to size, a few hundred million smartphones will also be capable of running top-tier AI.

While that hasn't happened yet, it won't be more than six months away.

At the rate things are unfolding, probably closer to six weeks.

Suddenly, "good enough" AI isn't something that we will have to rent.

We can have it, at no cost, on our desktops, our kitchen tables, our classrooms and in our pockets.

That’s great, but also scary because we've been caught unprepared by AI effectively becoming free.

Nobody yet knows what we will do with free AI, or if we are ready for it.