This paper verifies the localized outgassing and NGA hypotheses for interstellar comet 3I/ATLAS using post-perihelion data, linking to quantum-particle connections in cosmic history. From a quantum-biological hybrid view, it proposes an AGI "historical learning" model, bridging astrochemistry, quantum mechanics, and AI evolution. Continuation of prior work on solar variability adaptation.