More than a UI change

Agents lengthen the space between input and output. Users need to know what is happening, which sources are used, where approval is required, and how to recover.

  • Observable task state
  • Minimum permission and staged approval
  • Inspectible intermediate work

Product opportunity

Advantage shifts from model access to reliable completion of an industry workflow. Domain knowledge, evaluation, and recovery become more valuable.