I worked on finalizing the integration of the LLM and the Directional Guidance and pathway coding of the project. I worked on the already-existing directional code that we demonstrated in the demo. By this weekend, the LLM (which is done) and the pathway coding (almost done) will be complete. And hopefully, the device will be good enough to demo by the end of tomorrow.