The domain in detail

Automated file assessment

For streams in which many files pass the same standard, and in which a human decides.

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What the system does
  • Assessment of files, applications and documents against a fixed standard
  • Deviations flagged with their location in the source
  • Findings that cannot be traced back to the text are dropped
  • No grade, no decision
How it is built
  • Language model pipelines in several stages, each with its own instruction and failure path
  • The failure of one part does not stop the run
  • Cost per run as a design parameter, measured and bounded
  • Calibration per domain, with separations kept under tests
Suited and not suited
  • Suited: streams with many files and limited stakes per file
  • Not suited: the single file with high stakes
  • Never as a replacement for human judgement
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