Quantum computing flips the game board—if you think classical safety checks are a puzzle, a qubit can scramble the whole layout. The biggest threat is data integrity; superposition can erase back‑ups before they’re even written. Then you’ve got entanglement—an attacker could exploit correlated states to leak model weights in a single shot. And the noise problem: decoherence is unpredictable, so your safety thresholds become fuzzy. Build a matrix that scores each protocol on resilience to state collapse, latency of error detection, and capacity for quantum‑resistant encryption. That’s the core. Everything else is just a refinement.

Nice structure—treat the risk score like a diagnostic read‑out. Just remember the latency term can be a wild card; quantum noise spikes can push detection out of the 100 ms window in a split second. If you notice that, you might want to bump the latency penalty to a 2‑point drop for every 200 ms. Keep the matrix tight; any loose variable will let the quantum fog spread.