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Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now?

Cross-posted to 3 groups.

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On 08/27/2026 3:03 AM, Carlos E.R. wrote:
> On 2026-08-27 03:20, Paul wrote:
>> You can run them locally, but you have to be patient. For one request
>> to write a program, and with high reasoning enabled, it took 50 minutes
>> to half-write the program. The high reasoning took about eight minutes
>> of that, and the vast majority of the time was spent on token output.
>>
>> They tell me it would use a video card for token output,*if* the question
>> fits entirely within the video card. But with my puny hardware 
>> resources, it
>> always uses the CPU for token output, which can be slow.
> 
> There is a chip that can accelerate the ai more than gpus. I read about 
> it in the ieee spectrum magazine, but I don't remember the name of the 
> thing. Laptops will come with that hardware so they can handle ai 
> locally with reasonable battery usage.
> 
> probably asking an ai about this it will tell better details than me :-D
> 


Iirc,
NPU - neural processing unit
ASIC - app specific
  - i.e. for a specific AI task

Also another older type of chip/circuitry based on gate array(?) and 
re-programmable.

-- 
...w¡ñ§±¤ñ

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MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? Maria Sophia <mariasophia@comprehension.com> - 2026-08-26 12:02 -0600
  Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? "Alan K." <alan@invalid.com> - 2026-08-26 16:27 -0400
    Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? Paul <nospam@needed.invalid> - 2026-08-26 21:20 -0400
      Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? Maria Sophia <mariasophia@comprehension.com> - 2026-08-26 19:32 -0600
      Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? "Carlos E.R." <robin_listas@es.invalid> - 2026-08-27 09:03 +0200
        Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? Paul <nospam@needed.invalid> - 2026-08-27 05:41 -0400
        Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? "....winston" <winstonmvp@gmail.com> - 2026-08-27 12:38 -0400
          Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? Paul <nospam@needed.invalid> - 2026-08-27 14:31 -0400
          Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? "Carlos E. R." <robin_listas@es.invalid> - 2026-08-27 23:15 +0200
          Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? Andy Burns <usenet@andyburns.uk> - 2026-08-29 20:49 +0100
            Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? Paul <nospam@needed.invalid> - 2026-08-29 16:38 -0400
              Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? Andy Burns <usenet@andyburns.uk> - 2026-08-29 22:43 +0100
                Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? Paul <nospam@needed.invalid> - 2026-08-30 01:27 -0400
    Re: MS Edge was never useful but at least it had worked for Copilot but what AI/LLM now? Maria Sophia <mariasophia@comprehension.com> - 2026-08-26 19:32 -0600

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