What this category's data looks like
This page addresses the modern apprenticeship and order class management scenario. The materials come from three types of documents: school-enterprise cooperation agreements, order class training plans, and master-apprentice records. The update cadence rolls with the training cycle and signing batches. School-enterprise cooperation agreements focus on cooperation entities, terms, positions, and signature fields; order class training plans focus on course modules, rotation arrangements, assessment milestones, and dates; master-apprentice records focus on mentoring masters, apprentice lists, work hours, skill items, and receipts. When these three types of materials enter multilingual materials and terminology processing, cooperation agreements provide the authoritative source of terms and effective dates, training plans provide the usage of terms in courses and positions, and apprenticeship records provide the writing of terms in practical operation records along with quantities, dates, and signature information. The terminology glossary and comparison draft are established accordingly, for unified writing before external release.
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 model then completes the unified terminology glossary and comparison draft. Memory turns control how many previous dialogue turns are referenced at most when answering. If the value is too small, prior context cannot be used; if too large, irrelevant content is brought in and consumption increases.
| Object | Check | Verification action |
|---|---|---|
| School-enterprise cooperation agreement | The terminology writing of cooperation entities, terms, positions, and signature fields must be consistent with the training plan, and dates and quantities can be traced back to the original text | Check the current memory turns value in the application settings, run a trial with two consecutive question turns, and compare the terminology writing in messages |
| Order class training plan | The terminology translations of course modules, rotation arrangements, and assessment milestones must be consistent with the apprenticeship records, and dates and quantities must match | Sample three terms and check whether the writing is consistent throughout the document, and record the material version corresponding to chatId and variables |
| Master-apprentice record | The terminology of mentoring masters, apprentice lists, work hours, and skill items must be consistent with the cooperation agreement and training plan, and signatures and receipts must be complete | Compare the usage records of two runs, check the usage changes after adjusting the number of turns, and inspect the receipt fields |
Three common errors
- Phenomenon: The name, quantity, and date of the same record do not match between the cooperation agreement and the training plan. Cause: The terminology source is not unified, the two materials are updated separately, and no comparison draft traces back to the original text.
- Phenomenon: The apprenticeship record and the training plan version are not synchronized, and two sets of terminology writing, old and new, appear. Cause: The update cadence differs, and the terminology glossary is not maintained on a rolling basis with the signing batches.
- Phenomenon: The cooperation agreement lacks signatures or receipts, and the apprenticeship record lacks master confirmation. Cause: Signature fields and receipt fields are not included in the terminology verification scope, and no item-by-item check is performed before release.
How to verify the setup
Acceptance of this feature: Ask two consecutive follow-up questions and see whether the second question inherits the reference from the first question; check whether the referenced historical message range and answer constraints in messages meet expectations.
Business test: Sample three terms and check whether the writing is consistent throughout the document, confirm that the translations can be traced back to the original text, and check the material version corresponding to chatId and variables.
- Check the current memory turns value in the application settings and match it with the prior context range required by the question.
- Run a trial with two consecutive question turns to confirm that the second turn correctly inherits the reference from the first turn.