Equipment Inspection and Maintenance Q&A for Iron and Steel Smelting and Continuous Casting: Tool Calling and Plugins

Data for this category comes from hot metal and scrap data, L2 process control system, laboratory, MES system, energy medium system, and equipment

This page configuration is based on FastGPT v4.17.0.

What Data for This Category Looks Like

Data for this category comes from hot metal and scrap data, L2 process control system, laboratory, MES system, energy medium system, and equipment condition monitoring module. Daily documents include heat plans, batching lists, converter smelting records, composition reports, continuous casting process records, slab determination sheets, and more. Fields cover smelting parameters, composition test values, equipment operating status, process scheduling information, and others.

Data update frequency has three categories:

  • Update heat plans and smelting records per heat
  • Update equipment status and energy medium data in real time
  • Update scheduling and quality determination documents per shift

Since data sources cover multiple systems with large differences in update rhythms, tool calling must adapt to real-time and batch pulling requirements of multiple data sources. This avoids delaying inspection and maintenance decisions.

There are many specialized document types and dense technical terms. Tool calling parameters must precisely limit document scope to prevent irrelevant data from interfering with Q&A results.

For high-temperature continuous production processes, tool calling must match real-time requirements. This avoids timeouts that cause production interruptions.

Cross-system data format differences require plugins to support standardized data parsing. This adapts to field structures from different sources.

Compared with non-ferrous smelting categories, this category has strong coupling between heats and casting sequences. Tool calling trigger timing must strictly match production rhythm, with no arbitrary interruptions.

How to Set Configurations

Configuration ItemRecommended SettingRationale
Question Optimization ModelCalibrated based on actual measurementsAdapt to iron and steel smelting technical terms, optimize question matching for dedicated knowledge bases and tools
Vector Model SwitchingCalibrated based on actual measurementsAdapt to vector extraction for smelting process documents in different formats
Tool Call Timeout60–120 secondsMatch the update rhythm of continuous casting real-time data, avoid timeouts affecting continuous production processes
Tool Call ModetoolChoice automatic modeAdapt to inspection and maintenance scenarios with multi-tool linkage, automatically select corresponding tools
Knowledge Base Reference LimitTop 8 entriesLimit the number of recalled results, avoid excessive data interfering with Q&A logic
Plugin Retry Count2 timesBalance data accuracy and process continuity, avoid repeated triggers affecting production

Three Common Misconfigurations

  • Phenomenon: Tool call returns "No valid data matched". Cause: Did not limit the knowledge base reference scope to iron and steel smelting and continuous casting dedicated documents, leading to recall of irrelevant general industrial data.
  • Phenomenon: Failed to load custom secret key when configuring question optimization model. Cause: Did not enable environment variable calling permission in plugin configuration, or did not correctly bind the variable name corresponding to the secret key.
  • Phenomenon: Failed to call third-party enterprise-level multi-dimensional spreadsheet tool, returns status code 403. Cause: Did not configure correct access permission parameters in the plugin, or did not bind valid identity credentials.

How to Confirm Configuration Is Complete

  • Trigger a simulated inspection Q&A, input "How to handle abnormal converter endpoint composition", check if the tool call returns corresponding heat smelting records and composition report data.
  • View plugin operation logs, confirm that environment variables have been correctly loaded, with no permission error or parameter missing prompts.
  • Test the knowledge base reference function, confirm that only dedicated document entries for this category such as heat plans and continuous casting process records are recalled.
  • Adjust the tool call mode, verify that the automatic mode can automatically select the corresponding tool interface for equipment maintenance.

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