Technology

I wholeheartedly agree about proprietary models. My perspective is as someone who saw the initial momentum of AI and only run models on my hardware. What you are seeing with your work is not possible from a base model in practice. There are too many holes that need to align in the swiss cheese to make that possible, especially with softmax settings for general use. Even with deterministic softmax settings this doesn't happen. I've even tried overtraining with a fine tune, and it won't reproduce verbatim. What you are seeing is only possible with an agenetic RAG architecture. RAG is augmented retrieval with a database. The common open source libraries are LangChain and ChromaDB for the agent and database. The agent is just a group of models running at the same time with a central model capable of functions calling in the model loader code.

I can coax stuff out of a base model that is not supposed to be there, but it is so extreme and unreliable that it is not at all something useful. If I give a model something like 10k tokens (words/fragments) of lead-in then I can start a sentence of the reply and the model might get a sentence or two correct before it goes off on some tangent. Those kinds of paths through the tensor layers are like walking on a knife edge. There is absolutely no way to get that kind of result at random or without extreme efforts. The first few words of a model's reply are very important too, and with open source models I can control every aspect. Indeed, I run models from a text editor interface where I see and control every aspect of generation.

I tried to create a RAG for learning Operating Systems Principles and Practice, Computer Systems A Programmer's Perspective, and Linux Kernel Development as the next step in learning CS on my own. I learned a lot of the limits of present AI systems. They have a lot of promise, but progress mostly involves peripheral model loader code more than it does with the base model IMO.

I don't know the answer to the stagnation and corruption of academia in so many areas. I figure there must be a group somewhere that has figured out civilization is going to collapse soon so why bother.