Evaluation · a real run · live providers · AS-1.1.0
Watch the Standard do its work.
This page is not a mock-up. Below is an actual dossier run — Chidinma Eze — fictional persona; real pipeline output — graded by the same tribunal that grades every dossier. Draft by draft, findings and all. Honesty is the aesthetic.
The Tribunal remains authoritative for deterministic rules. After it finishes, GenLayer validators independently adjudicate whether user-approved public evidence supports a selected professional claim; that consensus is a separate decision, not another craft grade.
The Tribunal · independent review

The repair loop, draft by draft
Hard checks — 9 passed
All deterministic checks passed.
Craft axes — Claude critic
Repair brief — issued to the Forge
Hard checks — 9 passed
All deterministic checks passed.
Craft axes — Claude critic
Repair brief — issued to the Forge
Hard checks — 9 passed
All deterministic checks passed.
Craft axes — Claude critic
Hard checks — 8 passed
All deterministic checks passed.
Craft axes — Claude critic
Repair brief — issued to the Forge
Hard checks — 8 passed
All deterministic checks passed.
Craft axes — Claude critic
Repair brief — issued to the Forge
Hard checks — 8 passed
All deterministic checks passed.
Craft axes — Claude critic
Repair brief — issued to the Forge
Hard checks — 10 passed
All deterministic checks passed.
Craft axes — Claude critic
Repair brief — issued to the Forge
Hard checks — 10 passed
All deterministic checks passed.
Craft axes — Claude critic
The parse-back diff — every field survived machine reading
The ATS résumé PDF from this run, re-parsed by Assay’s deterministic engine and diffed against the source profile. Fidelity: 100% · 0 fields lost.
| Field | Expected | Parsed | Match |
|---|---|---|---|
| name | Chidinma Eze | Chidinma Eze | ✓ |
| chidinma.eze@example.com | chidinma.eze@example.com | ✓ | |
| exp0.org | Paystack | Paystack | ✓ |
| exp0.title | Senior Backend Engineer | Senior Backend Engineer | ✓ |
| exp0.startYm | 2021-03 | 2021-03 | ✓ |
| exp0.endYm | Present | Present | ✓ |
| exp1.org | Andela | Andela | ✓ |
| exp1.title | Backend Engineer | Backend Engineer | ✓ |
| exp1.startYm | 2018-06 | 2018-06 | ✓ |
| exp1.endYm | 2021-02 | 2021-02 | ✓ |
What this evaluation proves — and what it doesn’t.
This page proves that Assay grades its own generated artifacts against the same published Standard that users can inspect. It also shows that failed drafts are retained instead of hidden and that the ATS résumé is re-parsed after rendering.
It does not prove that a career claim is objectively true, nor does parse-back predict recruiter ranking. Evidence strength, artifact integrity, and editorial quality remain separate dimensions. Read the published Standard and public verifier for those boundaries.

