✔️ Mandatory eligibility stays separate from weighted fit.

✔️ Essential and preferred requirements remain distinct.

✔️ Ready-now capability is shown separately from trainable gaps.

✔️ AI may structure text, while deterministic services own scoring.

✔️ Authorized people own hiring and regulated decisions.