What this category's data looks like
Modern apprenticeship and order class management materials revolve around three types of sources: school-enterprise cooperation agreements, order class training plans, and master-apprentice mentoring records. School-enterprise cooperation agreements provide the cooperating entities, term, and specialty direction; order class training plans provide courses, class hours, assessments, and job rotation arrangements; master-apprentice mentoring records provide mentoring dates, processes, signatures, and receipts. The three types of materials are updated by semester or training cycle, and fields include name, quantity, date, signature, and version number. When entering the knowledge base retrieval node, each assumes a different citation role: agreements are used to verify the scope and term of cooperation, training plans are used to verify courses and class hour standards, and mentoring records are used to verify the chain of masters, positions, and signatures. The name, quantity, and date of the same record often fail to match across two materials; when versions are not synchronized or signature receipts are missing, the cited snippets and the original paragraphs cannot be matched one-to-one.
Configuration and implementation checks
This step is executed by the citation output of the knowledge base retrieval node, which outputs an array of cited content, each entry containing the original snippet and source identifier, and the length can be 0. The handover-ready deployment status and operation records are then completed by subsequent AI nodes, code nodes, or manual work.
| Object | Check | Verification action |
|---|---|---|
| School-enterprise cooperation agreement | Whether the cooperating entities, term, specialty direction, and signature receipts are consistent with the order class training plan | In the node, verify the selected collections and their vector models; open the citation markers to compare against the source documents, and compare names, dates, and signatures item by item |
| Order class training plan | Whether the courses, class hours, assessments, and job rotation fields match the master-apprentice mentoring records | Open the search parameter panel and verify item by item; run a test with a question that has no matching materials, and check that the output is empty while the chain continues |
| Master-apprentice mentoring record | Whether the mentoring dates, processes, master signatures, and receipts are complete, and whether the versions are synchronized | Open the citation markers in the conversation and compare against the source documents; record the number of citations and the quoteMaxToken budget, and do not compare the two for equality |
| Cited content output | The number of returned entries matches the materials hit, and being empty is also normal | Verify whether the cited snippets in quoteList of responseData (non-streaming module results returned with detailed output enabled) can point back to the original paragraphs |
Three common errors
- Symptom: The name, quantity, and date of the same record fail to match between the agreement and the training plan. Cause: The two materials are updated separately and fields are not aligned to the same version number.
- Symptom: The master-apprentice mentoring record lacks signatures or receipts. Cause: The signature process was not completed at the end of the mentoring cycle, and the material was not synchronized into the knowledge base.
- Symptom: The cited snippets do not match the original text. Cause: First check whether this round hit anything and which material was hit, then look at trimming, and do not directly attribute it to length trimming.
How to verify the setup
Acceptance for this feature: ask a question with original-text support, and verify whether the citation array and markers can point back to the original text; then ask a question with no matching materials, and confirm that the array is empty while the chain runs through.
Business test: verify item by item once according to the handover checklist, and see which record is missing.
- Verify whether the selected knowledge bases use the same vector model, and verify the search parameter values item by item.
- Record the number of citations and the
quoteMaxTokenbudget; record the array length separately, and do not compare them for equality.