What this category's data looks like
This page addresses the scenario of formal education management at technical colleges. The materials come from three types of daily ledgers: student registration records, teaching plans, and skills training records, updated according to the rhythm of semester registration, course scheduling, and training assessments. When these three types of materials enter the exception tracing and manual review function, they play different roles: the student registration records provide the baseline for identity and registration dates, the teaching plans give course names, class hours, and versions, and the skills training records carry training items, quantities, assessment results, and signed receipts. Field characteristics are concentrated in four categories: names, quantities, dates, and signatures, and the same record is often scattered across multiple materials. The memory turns and prompt configuration in the application settings only output the reference range of historical messages and answer constraints; the exception list and review conclusions are to be produced by the model next and handed to the person in charge for handling.
Configuration and implementation checks
The memory turns and prompt configuration in the application settings only output the reference range of historical messages and answer constraints; the exception list and review conclusions are to be produced by the model next. The memory turns control how many previous turns of dialogue can be referenced at most when answering. If the value is too small, the preceding text cannot be used; if the value is too large, irrelevant content is brought in and consumption increases. External entry points and authorization are handled by the publishing service and file permissions.
| Object | Check | Verification action |
|---|---|---|
| Student registration records | Whether the name, registration date, and signature are consistent with the teaching plan | Check the memory turns value in the application settings, run a trial with two consecutive questions, and confirm that the second turn can carry forward the reference from the first turn |
| Teaching plans | Whether the course name, class hours quantity, and version date match the skills training records | Retrieve the two materials and compare them field by field, check the version number and effective date, and see whether signatures or receipts are missing |
| Skills training records | Whether the training items, quantities, assessment results, and signed receipts are complete | Use chatId to locate the session, view the original records referenced in messages, and check the fields passed in through variables |
| Exception list and review conclusions | Whether each exception is supported by original records and whether the reviewer has signed | Trace each item in the list back to the student registration records, teaching plans, or skills training records, and confirm that the signature fields and receipts are complete |
Three common errors
- Phenomenon: The name, quantity, or date of the same record does not match between the student registration records and the teaching plan. Cause: The two materials are maintained separately, without field-level comparison and synchronization.
- Phenomenon: The teaching plan has been updated to a new version, but the skills training records still reference the old course name and class hours. Cause: The version was not synchronized, and the old materials were not marked as invalid.
- Phenomenon: The review conclusion lacks the reviewer's signature or the training receipt. Cause: The exception list does not include the original records, and the signature fields and receipts were not carried through the process.
How to verify the setup
This function's acceptance: ask two consecutive follow-up questions and see whether the second question carries forward the reference from the first question; check whether the memory turns value matches the range of preceding text required by the question, and compare the usage records of two runs.
Business test: create an exception record, see whether it can be traced back to the source material, and confirm that the exception is supported by original records and the reviewer's signature.
- Check the current memory turns value in the application settings, run a trial with two consecutive questions, and confirm that the second turn can correctly carry forward the reference from the first turn.
- Compare the usage records of two runs before and after adjusting the number of turns, confirm that run consumption changes with the number of turns, and check whether the opening message is treated as preceding text.