Guided next: Ask Role AI only for explain / prepare / recommend. Empty, obscure, ambiguous or dangerous questions return NEEDS_REVIEW. AI never executes stock, money, tax, shipping or permissions.
Manual fallback (always available): D03 Dashboard · D04 Receive · D05 Pick & Pack · D06 Count Stock
V4.4.9.86.5.6 PRE-MERGE · role-ai-v1.2 · Release HOLD · Delivery PAUSED
Read-only DEMO_READ_MODEL via aligned GET handlers. Explain / prepare / recommend only. No stock, money, tax, shipping or permission writes.
Read-only DEMO_READ_MODEL via existing GET /__role_ai__/vendor/coach and /vendor/brief. Explain / prepare / recommend only. No stock, money, tax, shipping or permission writes.
POST /__role_ai__/admin/ask on the existing SUPER_ADMIN handler. Recommendation JSON only. Empty, obscure, or dangerous intents should return NEEDS_REVIEW. No execute / commit controls.
Storekeeper remains intentionally simple and least-privileged.
Warehouse assignment is server-derived. Storekeeper AI receives no Finance or vendor-management dataset.
Only task / bin / quantity / rejected-scan explanation. No Finance or vendor-management context.
Minimal operational advice
Next: Pick #KZ-10482 first.
Why: paid order is 3h18m overdue and Bin A-14 is ready.
Seller-scoped advice
Next: Fulfill 4 paid orders before promoting low-stock products.
Why: two products have less than three days cover.
Cross-system exception intelligence
Next: Review four fulfillment SLA breaches and count CT-4208.
Why: delay affects customers; stock variance exceeds the >10 threshold.
Explainability instead of black-box commands
| ROLE | SIGNAL | WEIGHT | RESULT |
|---|---|---|---|
| Storekeeper | Paid order overdue 3h18m | High | Prioritize D05 pick task |
| Vendor | 4 paid orders + low stock | High | Fulfill before promotion |
| Main Admin | Variance 12 units | High | Super Admin approval queue |