Quality Problem Traceability and Defect Analysis for Medical Device Assembly and Clean Production: Tool Calling and Plugins

What Data for This Category Looks Like

Data for this category primarily comes from design history files, device and material batch ledgers, MES systems, clean environment monitoring equipment, sterilization equipment, and inspection and calibration systems. Daily retained records include production process specifications, batch production records, clean zone operation records, sterilization batch records, inspection reports, software version logs, adverse event and traceability archives.

Data updates are performed per product batch or per device. Clean zone parameters are synchronized per a fixed environmental monitoring plan. Data fields include unique device identification, material batch numbers, sterilization temperature and duration, clean zone temperature and humidity, software version numbers, inspection results, and other items. Corresponding units include degrees Celsius, minutes, Pascals, and others.

What Constraints These Characteristics Impose on the Tool Calling and Plugins Workflow

Data for this category is scattered across multiple systems and documents. Tool calling must support connecting to multi-source data interfaces to pull full ledger information for associated batches.

Data update frequency follows per batch or per device. Clean environment parameters are synchronized on a fixed cycle. Tool calling must support triggering queries by batch to avoid redundant pulling of unrelated data.

Data fields include highly compliant items such as unique device identification and sterilization parameters. Tool calling must retain original field formats and units without unauthorized modifications.

Adverse event traceability requires linking design history and production records. Tool calling must support precise cross-document association matching to ensure complete traceability chains.

This configuration is formulated based on FastGPT v4.17.0.

How to Set the Configurations

Three Common Misconfigurations

• Symptom: Configuration changes do not take effect when attempting to replace the built-in document parsing tool. Cause: The tool binding parameters in functionCall were not updated synchronously, and the system calls the initially configured parsing tool by default.
• Symptom: An invalid parameter error is returned when calling the OpenAPI chat interface. Cause: The toolChoice parameter was not set in the required format, causing the system to fail to recognize the tool call request.
• Symptom: Insufficient number of returned entries when querying batch data in bulk. Cause: The maximum tool return items per call configuration was not adjusted, and the default number of entries is less than the associated data entries for a single product batch.

How to Confirm the Configuration Is Complete

• Enter the unique device identification keyword for a single batch, and verify that the tool call return results include the corresponding batch's production records, sterilization parameters, and adverse event archives.
• Call the OpenAPI chat interface, check that the returned message includes the correct functionCall parameter identifier with no format errors.
• View the system tool call logs to confirm that the trigger condition matches the preset batch keyword rule, and timeout records align with the set duration.
• Switch the toolChoice parameter to none, and verify that the system stops automatically calling tools and returns preset responses directly.

The values given are common starting points and should be measured against the reader's own samples.