An actually open source LLM would be a game changer. We might need a new license that englobes model usage and training, something GPL-like whereby distributing a retrained model requires contributing data back or making it public, but not if you use it privately.
This will definitely accelerate progress in LLM research, productization and safety. Alpaca, vicuna, gpt4all and others are sporadic repesentations of this that could become a continuous improvement process were the LLM and its license truely open source.
An interesting possible side effect of a GPL-like license is that AIs become unlikely to be trained on private data, the usual moat that big tech wouldn't want/just can't make public if it were to use those GPL-like licensed models.