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QML-Accelerator
Can quantum subroutines accelerate LLM training?
Not before the mid-2030s. Readiness 2/10.
The asymptotic speedups are real but narrow; I/O bottlenecks are severe and the quantum clock-speed deficit is ~8–10 orders of magnitude. The verdict is now empirical: a 6-qubit hybrid adapter trains (loss 6.45 → 6.04 over 15 steps) — but its parameter-matched classical control trains better (6.36 → 5.93) while executing zero quantum circuits.
71,040 circuit executions to lose to one forward/backward pass