Except for history, I don’t find much that stops you from switching back and forth on the CLI. They both use tools, each has a different voice, but they both work. Have it summarize your existing history into a markdown file, and read it in with any engine.

The APIs are pretty interchangeable too. Just ask to convert from one to the other if you need to.