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What are the key challenges currently preventing the commercialization of QLLM technology?

2025-09-10 1.5 K

The Triple Doorway to Quantum AI Commercialization

According to an in-depth analysis by Quantum Insider:

  • Infrastructure barriers::
    • Requires -273°C cryogenic environment to maintain quantum state
    • Single Quantum Computer Costs Over $50 Million
  • The data needs dilemma::
    1. Training quantum models requires petabytes of high-quality data
    2. Current lack of quantum data labeling standards
  • fault line between talented people::
    • Fewer than 200 experts worldwide are proficient in both quantum physics and deep learning
    • Quantum Knowledge Base Disconnect for Existing AI Engineers

SECQAI plans to lower the threshold for initial use through a hybrid quantum simulator + classical arithmetic scheme, but still relies on miniaturization breakthroughs in quantum hardware in the long term.

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