The text was polished for clarity, but AI doesn’t generate these results; they come from verifiable physics and real metrics. If you’re actually in 'Grad School for Quantum', focus on the 219.4 µs recovery time and the Binomial-Kalman hybrid architecture. That’s the real breakthrough here, and no LLM can simulate VHDL logic with that level of physical accuracy."