LLM Foundry finally stops being a toy and starts acting like a system

LLM Foundry finally stops being a toy and starts acting like a system I wanted to see whether a weak local model could be made genuinely more useful without pretending the base model was magic. So I wrapped a small Hugging Face model in LLM Foundry, gave it memory, semantic retrieval, a reflection loop, and a benchmark harness — then made it explain why semantic retrieval matters, while the terminal printed the receipts. That is the point of LLM Foundry : the workshop around an LLM, not the mode