Model Integration and Configuration for Off-Campus Training Registration and Compliance: Find Supporting Evidence

Training Compliance: review model setup for evidence lookup. Check source versions, input mappings and the values received by downstream nodes.

What this category's data looks like

This page addresses business basis lookup in off-campus training compliance filing and penalty response. The materials include three types: school operating licenses, course filing materials, and fee disclosure. The school operating license states the name, address, validity date, and issuing signature; the course filing materials state the course name, number of class hours, filing date, and handling signature; the fee disclosure states the fee item, amount unit, disclosure date, and receipt. After these three types of materials enter model integration and configuration, they respectively take on the roles of qualification tracing, course comparison, and fee verification, and the fields, dates, and signatures must be aligned item by item. The update rhythm is synchronized with filing changes, license renewals, and disclosure adjustments. It is common for the same record to have mismatched names, quantities, and dates across two materials, unsynchronized versions, and missing signatures or receipts.

Configuration and implementation checks

This step is executed by the server-side model channel configuration, outputting model binding relationships and channel responses. The basis items that can be traced back to the original text are completed subsequently by AI nodes, code nodes, or manual work. Models are divided into five categories: language, indexing, reranking, speech synthesis, and speech recognition. Different steps bind different model types.

ObjectCheckVerification action
School operating licenseThe fields include institution name, address, validity date, and issuing signature, and the institution name must be consistent with that in the course filing materialsCheck the type annotation in the model configuration, compare it with the model name returned by the channel, and check whether the license date and signature are complete
Course filing materialsThe fields include course name, number of class hours, filing date, and handling signature, and the course name and quantity must be consistent with those in the fee disclosureCheck the channel configuration and key source, check whether the filing date and receipt are synchronized, and record the number of array entries
Fee disclosureThe fields include fee item, amount unit, disclosure date, and receipt, and the institution name must be consistent with that in the school operating licenseCompare it with the model name returned by the channel, check the disclosure date and signature receipt, and verify the tokens of the quoted text
Model binding relationshipIt corresponds to the step to be used: the language model is used for dialogue, the indexing model is used for retrieval, and the reranking model is used to optimize rankingCheck the type annotation in the model configuration, and confirm that maxContext, maxTokens, and toolChoice match the step

Three common errors

  • Symptom: Retrieval reports an error related to the indexing model. Cause: The indexing step is bound to a language model, so the model type does not correspond to the step, and the type annotation must be checked in the model configuration.
  • Symptom: The same course name does not match between the filing materials and the fee disclosure. Cause: The versions of the two materials are not synchronized, the date and quantity fields are updated separately, and signatures or receipts are missing.
  • Symptom: Authentication fails or the answer style changes abruptly after switching models. Cause: The channel and key are inconsistent with the connected service, and the model identifier does not match the name listed in the documentation.

How to verify the setup

This feature's acceptance check: run one dialogue and one retrieval, check the model identifier in the response, confirm that maxContext, maxTokens, and quoteMaxToken are consistent with the binding relationship, and record the number of array entries separately.

Business test: ask a basis question that spans materials and see whether the answer provides a traceable source.

  • Check the type annotation in the model configuration, compare it with the model name returned by the channel, and confirm that the channel and key are consistent with the connected service.
  • Check the dates and signature receipts of the school operating license, course filing materials, and fee disclosure, and record the tokens of the quoted text and the number of array entries.