# Review tools for verified weighting

WFC review tools explain feasibility and weight distortion without changing the verified target.

    precheck <- wf_precheck(
      design$data,
      target,
      id = design$roles$id
    )

    trim_advice <- wf_auto_trim(
      design,
      target,
      caps = c(2, 4, 6, 8),
      max_deff = 6,
      max_residual = 0.02
    )

`wf_auto_trim()` returns a frontier and recommendation. It does not apply a cap to a production result. A reviewed plan must contain the final bounds.

After weights are locked, decision readers receive a compact status and next actions; statistical readers receive full diagnostics and provenance:

    wf_report(locked, audience = "decision")
    wf_report(locked, audience = "statistician")

Both views are generated from the same object.