What this category's data looks like
In modern apprenticeship and order class management, materials include school-enterprise cooperation agreements, order class training plans, and master-apprentice records. Agreements are signed by both school and enterprise parties and updated per academic year; training plans are jointly developed by the institution and the employer and adjusted with job standards; apprenticeship records are filled in weekly or monthly by the master, including apprentice name, position, work hours, evaluation, and signature. When materials enter anomaly tracing and manual review, agreements serve as the basis for cooperation and responsibility boundaries, training plans as training objectives and assessment criteria, and apprenticeship records as process evidence and original vouchers. Field characteristics are name, quantity, date, signature, and version number. Date formats and name spellings often differ across materials. When versions are not synchronized, the same record does not match between two materials. Missing signatures or receipts make it impossible to confirm responsibility.
Configuration and implementation checks
This step is executed by the memory turns and prompt configuration in application settings, outputting the referenced historical message range and answer constraints. The anomaly list and review conclusions are then completed by the model. External entry points and authorization are handled by the publishing service and file permissions.
| Object | Check | Verification action |
|---|---|---|
| Memory turns | Matches the preceding context range required by the question | Check the current value in application settings, and run a trial with two consecutive questions to observe whether the second round correctly inherits the reference from the first round |
| School-enterprise cooperation agreement | The four field types—name, quantity, date, and signature—are aligned item by item with apprenticeship records | Take the position name, number of people, start and end dates, and signature page from the agreement, compare them with the training plan and apprenticeship records, record inconsistencies, and write them into the anomaly list |
| Order class training plan | The version number and effective date are consistent with the agreement, and the assessment criteria are traceable | Check whether the plan version and agreement signing date are synchronized, and whether the courses, positions, and number of people in the plan match the apprenticeship records |
| Master-apprentice record | Each record has an original voucher and a reviewer's signature | Spot-check the date, work hours, evaluation, and signature of apprenticeship records; mark those missing signatures or receipts as anomalies and hand them to the responsible person for handling |
Three common errors
- Phenomenon: The same apprentice's name is written differently in the agreement and apprenticeship records, and the dates do not match. Cause: The two materials are maintained separately by the school and enterprise, the entry criteria are not unified, and field-level comparison rules are lacking.
- Phenomenon: The training plan has been updated, but apprenticeship records are still filled in according to the old version. Cause: Versions are not synchronized, and there is no verification step between the plan's effective date and the record entry date.
- Phenomenon: Apprenticeship records lack the master's signature or enterprise receipt, making confirmation impossible during review. Cause: Signatures and receipts are not included as required fields, and there is no completeness check before submission.
How to verify the setup
Acceptance of this feature: Run a trial with two consecutive follow-up questions. In the first question, specify an anomalous record; in the second question, use a reference to ask about its source material. See whether the second question inherits the reference from the first. At the same time, check the correspondence between messages and chatId in the historical message range, and confirm that variables are not mistakenly treated as historical messages.
Business test: Create an anomalous record and see whether it can be traced back to the source material.
- Check the memory turns value in application settings, run a trial with two consecutive questions, confirm that the second round inherits the reference from the first, and compare the usage records of the two runs.
- Spot-check an anomalous record, trace it layer by layer through the agreement, training plan, and apprenticeship records to the source material, verify the name, quantity, date, and signature, record gaps, and hand them to the responsible person for handling.