Jason, those are nice observations. Also, pretty cool that you can import 
Go into R, learnt a new thing today. : )

On Wednesday, December 24, 2025 at 11:37:12 AM UTC+8 Jason E. Aten wrote:

> I find Go very pleasant for things where the 
> computation will run for much longer than it
> takes to write the code.  Especially when you need
> to leverage multiple cores in a non-uniform way, it
> is hard to beat.
>
> On the flip side, I find R offers 10-100x faster
>  prototyping and exploratory data analysis (I mean the human time-on-task) 
> when you need plotting and/or clustering; and Julia offers 
> 10-100x performance for some models that really benefit from 
> inlining a computation kernel--Julia can even GPU-ize automatically.
>
> I'm also happy to import Go code into R when needed;
>
> https://github.com/glycerine/rmq
> https://github.com/glycerine/rbook
> https://github.com/glycerine/embedr
>
> On Tuesday, December 23, 2025 at 11:25:33 PM UTC-3 [email protected] 
> wrote:
>
>> Thanks Jason the kind words, I hope it is of some help to future 
>> like-minded scientists who enjoy Go.
>>
>> I'd also like to share that I find it more productive to do science in a 
>> dull "systems language" like Go, compared to other more expressive, feature 
>> rich language like Python, Julia, or Mathematica. In fact, the increased 
>> productivity comes from better readability/maintainability, 
>> interoperability, and performance.
>>
>> On Wednesday, December 24, 2025 at 2:29:30 AM UTC+8 Jason E. Aten wrote:
>>
>>> Thanks Fumin. From looking at the test suite, this looks like useful and 
>>> high quality work.
>>>
>>> On Tuesday, December 23, 2025 at 8:54:53 AM UTC-3 [email protected] 
>>> wrote:
>>>
>>>> I have created this noncommutative algebraic geometry package 
>>>> <https://pkg.go.dev/github.com/fumin/nag> to perform this task.
>>>>
>>>> On Friday, November 28, 2025 at 4:31:57 PM UTC+8 [email protected] 
>>>> wrote:
>>>>
>>>>> Hi fellow Gophers
>>>>>
>>>>> I wonder if anyone knows of a package that simplifies polynomials on 
>>>>> non-commutative algebra?
>>>>> As a concrete example, let `a` and `b` satisfy the commutator [a, b] = 
>>>>> ab-ba = 1,
>>>>> I want to simplify (a+b)^4 into aabb + ab + ...
>>>>>
>>>>> There are libraries such as NCAlgebra 
>>>>> <https://mathweb.ucsd.edu/~ncalg/DOCUMENTATION/index.html#simplifying-polynomial-expresions>
>>>>>  and Bergman 
>>>>> <https://servus.math.su.se/bergman/manual.html#tth_sEc2.8.2> that do 
>>>>> this using Gröbner basis.
>>>>> I wonder does anyone know of something similar in Go?
>>>>>
>>>>> Thanks!
>>>>>
>>>>

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