What data for this category looks like
Data related to forging and die forging equipment inspection and maintenance comes from raw material quality certificates, heating furnace systems, press collection data, MES systems, non-destructive testing instruments, and customer forging drawings. Update frequency is per forging, per batch of materials, or per furnace load. Daily documents include forging process specifications, cutting cards, heating furnace logs, forging process cards, mold life records, heat treatment work orders, and ultrasonic testing reports. Fields include forging ratio, fiber direction, furnace batch number, mold wear amount, and forging dimensions. Units include millimeters, degrees Celsius, tons, and others.
Constraints on workflow orchestration
Multiple scattered data sources require the workflow to configure multiple nodes to access data sources from different systems. High-frequency update characteristics mean workflow triggers must be bound to real-time data reception events. Many professional fields with strong business relevance require preset variables bound to forging-specific parameters to prevent the model from confusing general and category-specific data. Severe consequences of errors require configuring failure retry and data verification nodes to prevent unqualified parameters from entering the maintenance Q&A process.
Configuration settings
All configurations below are based on FastGPT v4.17.0.
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
variables | Preset variable group including furnace batch number, forging ratio, and mold life | Matches forging category-specific business fields to provide accurate context for the model |
| Global variable counter | Initial value 0, step 1 | Adapts to maintenance record cumulative statistics requirements, matches common counting scenarios |
| Node trigger condition | Trigger after receiving MES equipment inspection data | Adapts to high-frequency real-time updated forging equipment data, avoids invalid triggers |
| Text extraction model | Calibrated based on actual measurements | Adapts to professional terminology and formats of forging equipment documents |
nodeId | Bound to the counter update node ID | Automatically updates the counter after the maintenance Q&A is completed |
| Workflow timeout threshold | 600 seconds | Adapts to the processing duration of complex forging maintenance Q&A, avoids timeout interruptions |
Three common configuration mistakes
- Workflow template imports show as successful, but workflow nodes are empty. Cause: The associated
variablesconfiguration item was not checked during import, so preset forging process parameters were not loaded. - The global Number type counter cannot automatically increment after AI responses. Cause: The
nodeIdof the variable update plugin was not bound to the corresponding workflow node, so the trigger logic did not take effect. - The text content extraction link in the workflow cannot select a model. Cause: The tool call permission for the workflow was not enabled, or the access key for the corresponding model was not configured.
How to confirm configuration is complete
- Check the
variablesconfiguration panel to confirm it includes forging-specific fields such as furnace batch number, forging ratio, and mold life. - Trigger a test workflow, input simulated heating furnace record data, and verify that the corresponding parameters are automatically loaded by the node.
- Run the counter variable update node, confirm that the value increases according to the preset step.
- Simulate a scenario where equipment data is missing, verify that the workflow automatically triggers the failure retry mechanism.
The values provided are common starting points and should be measured against the reader's own samples.