What Data for This Category Looks Like
Data for this category comes from steel coil labels and quality certificates, press and feeder operation data, mold management systems, MES systems, and coordinate measuring machine or fixture inspection data. Daily documents include stamping work instructions, material utilization rate sheets, mold inspection sheets, first and last piece records, dimensional inspection reports, and mold change records. Data updates trigger per coil, production batch, or mold change. Document fields include steel coil grade, sheet thickness, mold number, drawbead parameters, and dimensional deviation values. Units include millimeters, newtons, square meters, and other standard units.
Constraints Imposed by These Characteristics on Workflow Orchestration
The high-frequency updates per coil, production batch, or mold change require workflows to support real-time triggering and context variable synchronization. Multi-source heterogeneous data integration must adapt to different document formats and field structures to avoid cross-data source field mismatches. Document association logic for stamping and sheet forming must be strictly bound to molds, material batches, and production batches. Workflow nodes must be linked in the order of production steps to ensure cross-review can match all documents for the corresponding batch. Error consequences are tied to batch production losses, so workflows need clear failure branches and verification nodes to block abnormal data from entering subsequent steps.
Configuration Guidelines
Configuration guidelines are developed based on FastGPT v4.17.0 workflow logic.
| Configuration Item | Recommended Approach | Rationale |
|---|---|---|
variables dynamic binding | Bind the current production batch, steel coil number, and mold number | Data for this category updates per coil or mold change, requiring dynamic association with production context |
| Tool call model selection | Use a large language model that supports multi-intent recognition | Need to identify association relationships and abnormal parameters across different documents |
| Form input configuration | Set production batch and steel coil number as required fields, limit format to 8-character alphanumeric combinations | Documents for this category must be bound to corresponding production and material batches to avoid association errors |
| Failure branch threshold | Set timeout threshold to 600 seconds, trigger an alert when fields are empty | High-frequency updated data that times out or has missing fields will pose batch production risks |
nodeId node flow | Link mold inspection, material verification, and dimensional inspection nodes in nodeId order | Stamping production requires cross-review to follow the sequence of mold change, material acceptance, and first-piece inspection |
| Context length configuration | Limit to 800–1200 characters | Documents for this category are mostly parameter-based content; overly long context will interfere with abnormal parameter recognition |
Three Common Misconfigurations
- Phenomenon: Form input fields configured in the workflow do not display interactive content in the chat interface. Cause: The output of the form input node is not bound to the context variables of the AI chat node, resulting in failure to load configured items during interaction.
- Phenomenon: The
variablesparameter only supports fixed values, and cannot be dynamically updated with production batches or mold change times. Cause: No dynamic binding rules are configured for variables, and no real-time data push from the corresponding production system is associated. - Phenomenon: Advanced orchestration tool call nodes cannot automatically select subsequent tools to execute. Cause: No intent recognition rules for tool calls are configured, or no model adapted for multi-intent judgment is selected.
How to Verify Correct Configuration
- Trigger a simulated mold change or production batch update, check if the
variablesparameter is synchronously updated to the corresponding batch number. - Run the workflow and pass parameters outside the reasonable range, check if the preset failure branches and alerts are triggered.
- Open the chat interface, confirm that the form input fields display normally and can receive input content.
- Adjust the node flow order, verify that the workflow executes each link in the order configured via
nodeId.
The values listed above are common starting points, and should be evaluated against the reader’s own samples.