What the documents look like
Warehouse picking, checking and packing handles outbound orders, not supplier arrivals. The working documents for this stage are wave picking lists, checking records, shipping labels and packaging consumable sheets. Data comes from the WMS, the order system, the electronic label platform and weighing equipment. Product reference and selection questions need to build a checkable correspondence between these documents: the same item code on a picking list, the scanned result on a checking record, and the packaging specification on a consumable sheet must point to the same object.
Records update per order or per hour. This page does not infer any batch synchronization or transaction-triggered mechanism from that frequency. Where update frequency does not affect the model connection step, it is left aside.
Constraints at the model connections step
Model connection and configuration at this stage lets product reference and selection questions read the documents above and return checkable answers. Three constraints apply.
First, AI Proxy is a required dependency. From V4.17.0, both the App and any Admin service that reuses App/Service configuration must set AIPROXY_API_ENDPOINT and a non-empty AIPROXY_API_TOKEN. Missing either item causes startup validation failure. Legacy OpenAI environment variables and single-model custom request addresses cannot replace these two settings.
Second, model capabilities must be checked against the inputs the application actually needs. Multimodal input, tool calling and thinking configuration are verified separately. Application parameters are set in the application or node configuration. A same-named field on a compatible chat interface does not override the orchestration.
Third, retrieval and relevance scores do not carry permission or entity isolation duties. A same-vector-model requirement applies to knowledge bases that are jointly associated. It does not extend to business registration sites or other external systems.
Hypothetical paper exercise sample. The source text to be checked for a warehouse product reference and selection question consists of three sentences: "Wave picking list W-0715 line 3, item code A-102, picked quantity 12 pieces." "Checking record R-0715-08 records A-102 scanned 12 pieces, packaging consumable is carton B." "Shipping label S-0715-08 corresponds to order O-3382, delivery address is the East China region." A draft sentence to be judged reads: "A-102 has completed picking and checking and can be packed and dispatched with carton B." The subject required for judgement is A-102, the objects are the wave picking list, checking record and shipping label, the state is recorded scanned quantity and consumable, and the effective scope is W-0715 and R-0715-08. The phrase "has completed picking and checking and can be packed and dispatched with carton B" goes beyond the recorded state. The source text records only the scanned quantity and the consumable name. It does not state that checking was completed or that dispatch is permitted.
Configuration and implementation checks
The table centres on fields and documented settings relevant to this sample. The values are starting points for this hypothetical exercise, not official defaults.
| Configuration item | Hypothetical starting point for this exercise | Reason and comparison method |
|---|---|---|
| AIPROXYAPIENDPOINT | Enter the service root address without a trailing /v1 | Compare with the documented entry form to confirm no path suffix |
| AIPROXYAPITOKEN | Non-empty administrator token | Compare with the server-side configuration to confirm it matches and is non-empty |
| Model capability check | List the inputs the product reference question needs, item by item | Compare separately against multimodal, tool calling and thinking configuration |
| Application parameters | Set in the application or node configuration | Compare with same-named fields on the compatible chat interface to confirm no override |
| Retrieval library vector model identifier | Record the model identifier used by this library | Compare with this library's configuration and exclude mismatched identifiers |
| Document field correspondence | Picking list code, checking scan, label order number | Compare field by field with the sample source text; record any gap as missing |
Three common errors
- Treating a retrieval result or a form-collected value as authorization to execute. Retrieval returns relevant text and a form collects field values. Neither constitutes authorization that picking and checking is complete or that packing and dispatch may proceed. When checking, confirm whether a downstream business verification or approval implementation exists. If it is absent, record it as not implemented.
- Confusing application parameters with same-named fields on a chat interface. Parameters in the application or node configuration are not overridden because a same-named field exists on the chat interface. They must be checked separately in the application configuration.
- Extending a same-vector-model requirement for a retrieval library to external systems. That requirement constrains knowledge bases that are jointly associated. It does not require an external site to use the same model, and no cross-model joint retrieval is performed to infer a result.
How to verify the setup
- Enter the hypothetical sample source text and the draft sentence. Compare "has completed picking and checking and can be packed and dispatched with carton B" with the recorded "scanned 12 pieces, consumable is carton B." The source text does not state that checking was completed or that dispatch is permitted. The draft sentence is unsupported and must be recorded as pending verification, not as completed.
- Enter item code A-102 from the sample together with wave picking list W-0715, checking record R-0715-08 and shipping label S-0715-08. Compare whether the item code and quantity fields in the three documents point to the same object and the same period. If the codes match in all three places and the quantities match, the field correspondence holds. If one document does not record that field, record it as missing rather than as a contradiction.
- Run a paper-based check for the query "A-102 picking and packing records." First check the vector model identifiers of the participating associated libraries and exclude mismatched ones. Then plan a line-by-line check of the item code and document source in each citation. The actual return is still to be tested. For the empty-result branch, use a paper input of [] to check the downstream design. Do not fabricate a cross-model recall result.