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Companies Are Wrapping New Tech Around Legacy IT Workflows. That’s Why So Many Projects Stall

Agentic systems need workflows that combine adaptive reasoning with deterministic execution, plus security, monitoring, governance, and human oversight.

Companies Are Wrapping New Tech Around Legacy IT Workflows. That’s Why So Many Projects Stall

We haven't written up this one. Inc. has the full story — the link below goes straight to it.

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Fourteen Speaker Encoders Heard the Same Voice. Their Error Rates Differed Five-Fold.

A speaker encoder turns a few seconds of speech into a vector, and the distance between two vectors is treated as an answer to "are these the same person." That number gets used for authentication…

  • Fourteen encoder models evaluated identical voice samples with varying error rates.
  • Error rates ranged from 0.047 to 0.233, indicating a five-fold discrepancy.
  • Emotional speech exacerbates error differences, with expressive speech showing higher error rates.

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