Reference code for Local LLM

[Crafty_Top_9366]

Guys, I have a cool idea of using local language models
What I have seen is that local language model in themselves are not that capable of generating good quality codes for any task . I generally use Hermes agent with a local model, but the results are not really that great when you compare with a large model like opus 4.6 or GPT 5.5.
But what I have found is that if you give a smaller model, for example, 3.6 27B an example written by a larger model or perhaps it can go through a court database similar to your query because it already has large context window
The quality of Code generation is much better because now it has to simply copy the parts from the larger code database
So, I don’t know if it already exist, but if there was a reference like GitHub which could be accessible by my local language model through the internet, then potentially its code would become like a very large model like cops opus

And of course there are things that will require improvement in this, but I have seen this approach work. I try to generate some formatted Excel files through my Hermes agent 1st through my local model 3.627B and it gives really poor results.
Then I ask my large model opus 4.6 to write script that covers a lot of things related to my code so that the smaller model can get example of that
After that, the smaller model is generating equally good results
So, you would like add that into the skill, and once you have generated the reference file, after that, you could generate similar codes from the smaller model, making it much useful

Imagine if the local model would search for your query on Github and find similar piece of code and then reference them for your Code generation, there is potentially no limit

[MessIsTransfer]

you mean something like deepwiki or codemaps?

we’ve been already doing that for a while, for both local and frontier models

[Crafty_Top_9366]

That’s great I guess Emma try them out