What this category's data looks like
This category's data looks like: Training institution enrollment consultation conversion involves three types of materials: enrollment brochures, consultation records, and trial class schedules, all of which contain student names, course names, number of class hours, start dates, and signature or receipt fields. Enrollment brochures are updated quarterly by the marketing department, consultation records are entered item by item by enrollment consultants, and trial class schedules are scheduled weekly by academic affairs. When these three types of materials enter the multilingual materials and terminology processing function, enrollment brochures serve as the terminology source, consultation records serve as the referential context, and trial class schedules serve as the date and signature verification. The update rhythms of the materials are inconsistent, and the same student name, number of class hours, and start date are prone to mismatch across two materials, especially when versions are not synchronized; if signatures or receipts are missing, it is impossible to trace back to the original text.
Configuration and implementation checks
Configuration and implementation checks: This step is executed by the memory turns and prompt configuration in the application settings, outputting the referenced historical message range and answer constraints. The unified terminology table and comparison draft are then completed by the model, while the external entry point and authorization are handled by the publishing service and file permissions.
| Object | Check | Verification action |
|---|---|---|
| Enrollment brochure | Terminology source material; the same term must be written consistently throughout, and the translated name must be traceable to the original text | Check the memory turns value in the application settings, run a trial with two consecutive questions, and check whether the second question inherits the reference from the first question |
| Consultation record | Referential context material; the second-round follow-up must correctly inherit the first-round reference, and names, quantities, and dates must match the brochure | Compare the usage records of two runs to confirm that the run consumption changes with the turns adjustment, and check the reference scope of messages and variables |
| Trial class schedule | Date and signature verification material; the start date, number of class hours, and signature or receipt must be consistent with the brochure and consultation records | Sample three terms to check whether their writing is consistent throughout, and check whether the historical message range corresponding to chatId covers the required preceding text |
Three common errors
- Phenomenon: The same student name, number of class hours, or start date does not match between the enrollment brochure and consultation records. Cause: The two material versions are not synchronized, and the terminology table and comparison draft were not updated with the brochure.
- Phenomenon: The trial class schedule lacks a signature or receipt, making it impossible to trace back to the original text. Cause: The signature field was not filled in after academic affairs scheduling, and the consultation records and brochure did not synchronize this status.
- Phenomenon: When the second question uses a reference, the answer is off-topic, responses become slower, and consumption rises. Cause: The memory turns value does not match the preceding text range required by the question, bringing in irrelevant content.
How to verify the setup
How to verify the setup: Acceptance for this function: ask two consecutive follow-up questions, see whether the second question inherits the reference from the first question, and check the reference scope of messages and variables.
Business test: Sample three terms to check whether their writing is consistent throughout, and confirm that the translated name can be traced back to the original text.
- Check the current memory turns value in the application settings and match it with the preceding text range required by the question.
- Run a trial with two consecutive questions, compare the usage records of the two runs, and confirm that the run consumption changes with the turns adjustment.