Symbio

Ai self fine tunes it self based of mistakes it made either from a human or what the environment tells them which helps them sharpen their skill in that area. Thus, it becomes better over time which helps clear out the context window as it does not need a bloated prompt to explain and gives space for conversation. The model will have been shaped from what a human wants in AI which is what AI should be not just for the general public but more secluded to what you want artificial intelligence to achieve under your use. This fine tuning will make the AI agent personalize. Plus the AI dictates its learning so it can chose to ask the user to fine tune or change its own training data to make sure it doesn't cause problems. the harness also has a golden file to ensure the core functionalities in the model remains through all iterations. as well as giving the AI to track how far the weights have moved and investigate if it caused any errors and to either fix it or divert away from the weight.