Cross-review of Technical Documentation for Metal Cutting Machining: Workflow Orchestration

This category's data originates from product drawings and 3D models, CAPP/CAM systems, machine tool collection terminals, tool management systems

What the Data for This Category Looks Like

This category's data originates from product drawings and 3D models, CAPP/CAM systems, machine tool collection terminals, tool management systems, MES, and measurement and inspection tool data. Daily documentation includes process routes, operation cards, tool lists, CNC programs, first-piece inspection records, patrol inspection forms, and measuring tool calibration records. Data updates trigger with each work order, each machined workpiece, or during random inspections and tool changes. Document fields include operation number, cutting parameters, tool model, CNC program line number, measured inspection dimension values, and other relevant fields. Corresponding units include speed, feed rate, millimeters, and other machining-specific units.

Constraints Imposed on Workflow Orchestration

Data sources are scattered, and update triggers are flexible. Workflows must support parallel pulling and real-time synchronization of multi-data source nodes. Document types are diverse, with large structural differences. Corresponding nodes must be configured to adapt to process files, CNC programs, and inspection records in different formats. Update frequency fluctuates with work orders or tool changes. Dynamic trigger rules must be set to avoid invalid pulling or missed critical data. Cross-review requires comparing multi-dimensional document fields. Workflows must support field mapping and cross-document association verification to ensure consistency of benchmark selection, tool parameters, and inspection results.

Configuration Settings

This configuration is based on FastGPT v4.17.0.

Configuration ItemRecommended ApproachBasis for This Approach
variablesBind workpiece ID, tool number, operation numberMatch exclusive machining data for each work order, replacing hard-coded fixed parameters
Form input settingsOpen upload portals for process routes, CNC programs, and first-piece inspection records, with a single file limit of 1000 MBCover submission requirements for core review documents of this category, adapting to large CNC programs
Tool calling model selectionSelect a general large model that supports long text parsingAdapt to cross-comparison of long documents such as CNC programs and process cards
nodeIdAssign independent identifiers to machine tool collection nodes and tool management nodesDistinguish review data from different sources, avoiding confusion in association verification
Context window8000–12000 tokenAccommodate complete content of multiple process documents and inspection records, meeting cross-document comparison needs
Timeout threshold600 secondsAdapt to time requirements for CNC program parsing and multi-document comparison, avoiding mid-run interruptions

Three Common Configuration Errors

  • No interactive content displays for the form input component in conversations. The cause is that the conversation visibility configuration of the form node was not enabled in the workflow, so the input box does not sync to the interactive interface.
  • The subsequent execution node cannot be automatically selected during tool calls. The cause is that correct branch trigger conditions were not configured in the orchestration, or the node mapping relationship corresponding to the nodeId was not bound.
  • Variable values only support static writing and cannot be updated dynamically. The cause is that variables was not configured to bind dynamic data sources such as work orders and tools, and only fixed text input was used.

How to Confirm Correct Configuration

  • Upload a process route and the corresponding CNC program to verify whether the workpiece ID bound by variables automatically matches the workpiece number in the documents.
  • Trigger the workflow, then check node logs to confirm whether data from different sources with the nodeId was correctly pulled and associated.
  • Submit a test work order to confirm that documents entered via the form are normally displayed in the conversation interactive interface.
  • Run the tool calling node to confirm that the model can normally parse CNC program and process card content and complete cross-verification.

The values provided are common starting points and should be evaluated against local sample datasets.