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consumer hardware is moving towards local ai and the models you can run now locally are already at opus 4.6 level. within 3 years most pc's sold will be ai computers.


This is true for the next 6 months if that.

The future is models baked into directly into hardware, onto bare metal, serving 10k+ tokens/sec.

We can have our little models, they'll be serving a different customer.


The cost and knowledge required to do that is not viable for the average consumer. Same reason the whole OpenClaw thing imploded.


  > the whole OpenClaw thing imploded
has it really imploded... ?

seems like just a month or so ago it was the new hotness [0]

[0] https://www.cnet.com/tech/services-and-software/from-clawdbo...


gitlab has my vote


every repo shows Cannot retrieve latest commit at this time.


that article may sound a bit scary, but in reality this is all a good thing if managed properly, unlike Micro$lop does.

i have built and contributed to open-source projects at a light-speed rate, all thanks to bleeding edge ai dev workflows.

projects who care about quality and security are already seeing a huge acceleration thanks to ai, while those who ignore the UNIX principle are getting bloated and hacked.


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