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minimum viable error system:
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auto tokens = parakeet::tdt_greedy_decode(model, encoder_out, cfg.durations);
The strongest approach is using AI to manage volume and build shortlists, then putting humans in charge of the final calls. Algorithms are great at narrowing a field; they're not great at grasping the full context of someone's potential. Keeping a human in the loop for final decisions is a practical safeguard and, honestly, it's just the right thing to do when you're dealing with something that directly affects someone's livelihood.
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