What this category's data looks like
In the development of talent cultivation programs in vocational colleges, the stages of material drafting and responsibility handover often involve three types of materials: talent cultivation programs, curriculum standards, and job competency analysis tables. The talent cultivation program is the master outline, the curriculum standard is the refinement at the course level, and the job competency analysis table is the source of competencies. When these three types of materials enter this function, each serves as knowledge base content to be retrieved, for use in citation output. Field characteristics include: program name, course name, job name, credit hours, applicable grade, version number, compilation date, approval date, signature field, handover receipt. The update rhythm is usually triggered by academic year or program adjustments, and versions need to be synchronized. Common issues: the name, quantity, and date of the same record do not match across two materials; versions are not synchronized; missing signatures or receipts. This function does not directly generate material drafts or handover records; it only outputs an array of cited content, for subsequent nodes or manual comparison of fields, ledger writing, and report generation.
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 text snippet and source identifier, and the length can be 0. The material drafts and handover records that can be issued are completed subsequently by AI nodes, code nodes, or manual work.
| Object | Check | Verification action |
|---|---|---|
| Talent cultivation program | Whether the program name, version number, compilation date, approval date, and signature field are complete and consistent with the curriculum standard | In the cited content, verify the program name and version number, and check the dates and signature field against the source document |
| Curriculum standard | Whether the course name, credit hours, applicable grade, and version number are consistent with the corresponding records in the talent cultivation program | Open the citation superscript, compare the course name and credit hours item by item, and record discrepancies |
| Job competency analysis table | Whether the job name, competency items, quantity, date, signature or receipt connect with the program and curriculum standard | Verify the job name and number of competency items in the cited snippet, and check the signature or receipt field |
| Citation content output | The number of returned entries matches the hit materials; empty is also normal, and the chain runs through | Run a test with a question that matches no materials, and observe that the citation array in responseData (non-streaming module results returned with detailed output enabled) is empty while the process continues |
Three common errors
- Phenomenon: The course name and credit hours of the same record do not match between the talent cultivation program and the curriculum standard. Cause: The field source was not unified during drafting, or the version was not synchronized and updated.
- Phenomenon: The job competency analysis table lacks a signature or receipt, and the handover record is incomplete. Cause: The responsibility handover step did not sign off item by item according to the template, and the receipt was not archived.
- Phenomenon: The cited snippet does not match the original text, and there is no citation superscript in the answer. Cause: First check whether this round hit and which material was hit, then look at trimming; do not directly attribute it to length trimming.
How to verify the setup
Acceptance of this function: Ask a question with original text evidence, and check whether the citation array and superscripts 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. Check that quoteMaxToken only constrains the citation text budget, and the number of citations is the array length; the two are not compared for equality.
Business test: Draft one according to the template and complete one handover, and see whether missing items are blocked.
- In the node, verify whether the selected knowledge base collections and their vector models are consistent, and open the search parameter panel to check the values item by item.
- In the conversation, open the citation superscript, check against the source document whether each citation can point back to the original paragraph, and record the source identifier in
quoteList.