What this category's data looks like
For laboratory hazardous chemicals procurement and ledger, materials include procurement application forms, usage registration forms, inventory ledgers, and supplier receipts. The procurement application form records the product name, specification, quantity, application date, and approval signature; the usage registration form records the user, quantity used, date of use, and custodian signature; the inventory ledger records the balance quantity, inbound and outbound dates, and inventory count signature. The update cadence is synchronous update after each procurement or usage, with version archiving after monthly inventory count. When the materials enter the model integration and configuration function, the procurement application form, usage registration form, and inventory ledger each serve as text chunks to be retrieved, with the indexing model building the retrieval index, the reranking model optimizing the ranking, and the language model generating, in the conversation, basis entries that can refer back to the original text. Names, quantities, dates, and signatures are the key fields for cross-material comparison, and differences in how the same record is expressed across different materials must be verified through the original source.
Configuration and implementation checks
This step is executed by the server-side model channel configuration, outputting model binding relationships and channel responses. Basis entries that can refer 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, and model identifiers must match the names listed in the documentation.
| Object | Check | Verification action |
|---|---|---|
| Language model | Corresponds to the conversation step, and the model identifier matches the name listed in the documentation | Check the type label in the model configuration, compare it with the model name returned by the channel, and run one conversation to check the model identifier in the response |
| Indexing model | Corresponds to the retrieval step, and the model identifier matches the name listed in the documentation | Check the type label in the model configuration, compare it with the model name returned by the channel, and run one retrieval to check the model identifier in the response |
| Procurement application form | The product name, quantity, application date, and approval signature can be matched to the original text in the usage registration form and inventory ledger | Compare item by item the name, quantity, and date of the same record in the procurement application form and inventory ledger, and check whether the approval signature is complete |
| Usage registration form | The user, quantity used, date of use, and custodian signature can be matched to the original text in the inventory ledger | Compare item by item the quantity and date of the same record in the usage registration form and inventory ledger, and check whether the custodian signature and receipt are complete |
Three common errors
- Symptom: The name or quantity of the same hazardous chemical does not match between the procurement application form and the inventory ledger. Cause: The two materials were entered separately, without referring back to the original text for verification according to the same record.
- Symptom: The version referenced by the usage registration form is inconsistent with the current inventory ledger version. Cause: The versions were not synchronized, and old-version materials are still hit by retrieval.
- Symptom: The procurement application form lacks an approval signature or the usage registration form lacks a custodian receipt. Cause: Signatures and receipts were not archived together with the materials, so entries cannot refer back to the complete original text.
How to verify the setup
Acceptance for this function: run one conversation and one retrieval, check the model identifiers in the responses, confirm that the identifiers of the language model and indexing model match the names listed in the documentation, and check whether the configuration items maxContext, maxTokens, and quoteMaxToken correspond to the binding relationships.
Business test: ask a cross-material basis question, for example whether the quantity and date of the same hazardous chemical are consistent between the procurement application form and the inventory ledger, see whether the answer provides a source that can be referred back to, and check and record separately the number of cited entries and the tokens of the cited text.
- In the model configuration, check the type labels of the language model, indexing model, and reranking model against the model names returned by the channel, and confirm that the model identifiers match the names listed in the documentation.
- Compare item by item the product name, quantity, date, and signature of the same record in the procurement application form, usage registration form, and inventory ledger, check whether the version is current, and record separately any entries missing a signature or receipt.