Is there any reason you're just doing everything within a single context window? I experimented with similar stuff months ago and basically parallelized everything into multiple requests to different agents in pre and post-processing steps. The main context window, for example, wasn't aware of memories being generated or retrieved. I had a post-processor just automatically generating memories and saving them, along with all the conversations being saved in a vector database, and a pre-processor that would automatically inject relevant memories and context based on the conversation, even re-writing the history so it would look to the main context window like the memory had always been there.
It saved a lot of space in the main context window for unnecessary system prompts and so on.
It saved a lot of space in the main context window for unnecessary system prompts and so on.