What the data for this category looks like
Data for this category originates from design history files, device and material batches, MES systems, clean environment monitoring equipment, sterilization equipment, and inspection and calibration systems. Daily documentation includes production process specifications, batch production records, clean zone records, sterilization batch records, inspection reports, software version records, and adverse event traceability materials. Data updates run per batch, per product unit, or per environmental monitoring plan. Fields include key material batch numbers, unique device identifiers, sterilization parameters, clean zone temperature and humidity records, software versions, and additional relevant fields.
Constraints for Tool Calling and Plugins
Data for this category updates per batch or monitoring plan. Tool calling must support pulling matching production and inspection data by batch to avoid mixing cross-batch data. The structure of multiple document types and fields requires plugins to adapt to parsing different document formats and precise field matching. This ensures data accuracy during inspection and audit workflows. High-risk attributes require tool calling to include permission verification and operation log recording to meet traceability requirements. Real-time or scheduled updates of clean environment and sterilization parameter data need plugins to support short-cycle synchronous pulling. This preserves the timeliness of audit basis.
Configuration Settings
The following configurations follow the interface and parameter rules for FastGPT v4.17.0.
| Configuration Item | Recommended Setting | Rationale |
|---|---|---|
| Tool Calling Mode | Forced function calling | This category requires precise calling of external inspection and sterilization data interfaces. Forced mode reduces parsing errors |
| Tool Selection Scope | Preset production and inspection tools | Data must be pulled strictly by batch to prevent the model from selecting unrelated tools and causing data mismatches |
| Call Timeout | 60–120 seconds | Sterilization and clean environment data interface responses must align with production cycles; overly long timeouts will block audit processes |
| Batch Pull Limit | Top 10 batch records | Single batch data volume is limited; limiting the number of entries avoids context overflow |
| Context Window Size | 8000–12000 token | Must accommodate multiple batch records and inspection report data to prevent truncation of critical information |
| Permission Verification Switch | Enabled, bound to batch ID | Meets medical device traceability requirements, ensuring only compliant data for the corresponding batch can be called |
Three Common Misconfigurations
- A 422 error code occurs when calling external inspection interfaces. This happens when required fields such as batch ID and sterilization parameters are not passed per interface requirements, or when field formats do not match preset specifications.
- Workflows cannot pass matching parameters by batch, leading to the retrieval of data from unrelated batches. This occurs when batch ID is not set as a dynamic parameter for the tool calling node, and fixed parameter values are used instead.
- Tool calling timeouts block audit workflows. This happens when the configured timeout period is too short, and does not align with the actual response times of sterilization equipment and clean environment monitoring interfaces.
How to Verify Proper Configuration
- Trigger a tool call, and confirm that the returned interface data matches the records for the current audit batch.
- Review the tool call log to confirm that key details such as batch ID and call time are recorded, to meet traceability requirements.
- Submit test parameters with incorrect formats, and verify that the system returns matching error prompts.
- Adjust the timeout configuration to trigger a timeout scenario, and confirm that the process handles the event per preset rules.
The values provided are common starting points and should be measured against the reader's own samples.