What the documents look like
Peak-sale warehouse and delivery scheduling centers on short-term peak capacity and the coordination of people, vehicles and space. It differs from routine multi-warehouse inventory synchronization, which follows a steadier replenishment logic. The main data sources are historical peak-sale orders, platform campaign registrations, WMS capacity figures and courier pickup capacity. The typical roles involved are e-commerce supply chain staff, warehouse managers and courier commercial contacts. Day-to-day documents include the peak-sale forecast table, staff shift schedules, courier assurance plans and exception daily reports. Forecasting the order peak, arranging temporary staff and coordinating courier vehicles are the most time-consuming steps. The brief records only daily and per-event update frequencies; no batch or full synchronization mechanism is stated.
For citation tracing in cross-border material and multilingual retrieval, these documents must retain their original source. Each citation needs to be traceable to a specific document version and field value. The knowledge base search node can associate one or more knowledge bases that share the same vector model. Citation content is output as an array, and its length may be zero. When the citation array is empty, the output path still completes; this does not indicate that the workflow has errored or terminated. The retrieval output is passed to the answering step, where each answer is checked against the cited source text one by one.
Constraints at the citation tracing step
Source-currency checks use the current version and the historical version of a document. Whether a citation is adopted still depends on review of the effective version. Semantic recall and relevance scores do not perform permission or entity isolation. The same-vector-model requirement for associated knowledge bases does not extend to external systems. The minimum relevance value takes effect only in semantic retrieval or when result reranking is used; it is a filter threshold and does not constitute a final ordering rule. RRF is a fusion process for mixed results and is not written as an on/off switch. A thinking budget is a reasoning budget and must not be repurposed as a citation token limit.
Hypothetical drill sample: a warehouse submits a peak-sale forecast table. The subject is the East China warehouse. The object is shipment order volume from 1 November to 3 November. The status is "submitted, pending review." The effective scope states "applies only to the first wave of this peak sale." A separate staff shift schedule has the East China warehouse as subject, temporary sorting staff as object, "draft" as status, and no stated effective scope. The draft sentence to be assessed is: "The East China warehouse shipment volume for 1 November to 3 November has been approved, and the temporary sorting staff schedule takes effect simultaneously." This draft sentence writes the pending-review status as approved and the draft status as simultaneously effective, which does not match the status fields in the source text.
Configuration and implementation checks
| Configuration item | Hypothetical starting point for this drill | Reason and comparison method |
|---|---|---|
| Associated knowledge bases | Select the East China warehouse peak-sale forecast table and staff shift schedule as two knowledge bases | Check whether their vector model identifiers are the same; exclude any that differ |
| Search mode | Hybrid retrieval | Compare with semantic retrieval used alone, and observe recall of numbered fields |
| Citation limit | Hypothetical starting point of 2000 tokens for this drill | Compare with the default citation limit, and observe whether citation content length covers the forecast table fields |
| Minimum relevance | Hypothetical starting point of 0.5 for this drill | Compare with 0.3, and observe whether low-relevance fragments are filtered |
| Result reranking | Enable ReRank | Compare with not enabling it, and observe changes in candidate ordering |
| Citation content output | Accept citation in array format | Compare with an empty array [], and check the downstream answering step's handling design |
Three common errors
- Writing a pending-review status as approved. The input is the "submitted, pending review" field in the hypothetical sample. Compare it with the "has been approved" wording in the draft sentence. The observable result is a mismatch in the status field. Pending review does not demonstrate a lack of operating permission, and it is not the same as approval.
- Writing a draft status as simultaneously effective. The input is the "draft" field in the hypothetical sample. Compare it with the "takes effect simultaneously" wording in the draft sentence. The observable result is that the effective status is unsupported. Draft does not mean the shift schedule has been executed.
- Treating retrieval output directly as authorized execution. The input is the citation array output. Compare it with the business authorization boundary. The observable result is that the retrieval action does not constitute approval or execution. Retrieval is information acquisition; authorization requires a separate system implementation.
How to verify the setup
- Input the "submitted, pending review" field from the hypothetical sample and the "has been approved" wording from the draft sentence. Compare the two status values. If the draft sentence does not match the source status field, the wording is judged unsupported. The expected result is a status contradiction.
- Input the "draft" field from the hypothetical sample and the "takes effect simultaneously" wording from the draft sentence. Compare the two effective-status values. If the source does not state an effective condition, the wording is judged pending verification. The expected result is an evidence gap on effectiveness.
- Input an explicit paper input of [] and compare it with the downstream answering step's handling design. If the downstream step can process an empty array without error, the handling is judged normal. The expected result is that the path completes; no claim is made that a fictional rule retrieval will necessarily return [].