AI requests may fail during the retrieval, model or tool stages. The request identifier can connect each step, and the log can support troubleshooting without repeatedly saving the complete text. The field design should give priority to answering the failure location, time consumption and reasons.

Troubleshooting purpose

First determine whether the retrieval failure, model error or tool call exception needs to be located, and then select the log field. Request ID, time and status are often useful, but it is not necessary to save complete business data by default.

Content processing

When sensitive information is involved, the record scope and access rights are controlled according to business requirements. Logs can be associated with summaries or necessary identifiers to avoid unlimited copying of Q&A data to multiple monitoring systems.

Usage process

Error records must be able to be associated with the actual calling process, and maintenance personnel must have a controlled query entry. The retention period, export and deletion methods need to be clear, and the convenience of logs cannot be a reason to expand the scope of data access.

Scenario verification

When troubleshooting a failed request, you can use the request identifier to connect the search, model and tool records without writing complete data to all logs. Being able to locate steps and error causes is an important basis for judgment in log field design.

Specific verification method

If a request fails in the tool stage, the check mark can be connected to the retrieval and model records; the ordinary troubleshooting account will not read irrelevant text; check the log retention period and cleaning method; the error record retains a summary of necessary parameters, and cannot only contain the word “failed” nor copy all sensitive data.

The log needs to retain content around actual positioning. Stage records are connected to each other, so investigators can find key causes, and the data scope and storage time are easier to manage according to maintenance purposes.