Multi-turn Dialogue and Prompt Engineering for Refractory Materials Marketing Content

Refractory materials-related data comes primarily from industry standard manuals, manufacturer factory inspection reports, and on-site engineering

What Data for This Category Looks Like

Refractory materials-related data comes primarily from industry standard manuals, manufacturer factory inspection reports, and on-site engineering project operation and maintenance logs. Factory inspection reports update with each product batch. Industry standard manuals are revised annually. On-site operation and maintenance logs update per project cycle. Document structures split into two types: single-page product parameter pages and batch project structured tables. Single-page content includes fields such as material grade, density, refractoriness, service temperature range, and compressive strength. Field units are g/cm³, ℃, ℃, and MPa respectively. Batch tables include fields including project name, application scenario, compatible material model, and replacement cycle.

Constraints on Multi-turn Dialogue and Marketing Content

The batch-based and scenario-layered characteristics of refractory materials data impose multiple constraints on multi-turn dialogue and prompt configuration. First, exclusive parameters for each product batch must retain batch identifiers in dialogue context to avoid confusion across batches. Second, real-time on-site operation and maintenance data must support dynamic context updates to ensure the dialogue calls the latest working condition information. Third, the different structures of single-page product parameter pages and batch project tables require prompts to distinguish trigger logic for single product inquiries and batch project queries, matching the corresponding data sources. Finally, the differentiated units of multiple fields require clear unit specifications in prompts to avoid unit confusion in output results.

How to Set Configurations

Configuration ItemRecommended SettingRationale
maxContextTurns3–5 turnsRefractory material consultations often involve continuous questions about material parameters, application scenarios, and operation and maintenance details. 3-5 turns cover complete consultation flows without occupying excessive context windows
temperature0.3–0.6Refractory materials marketing content must accurately transmit parameters and industry specifications. This value range balances content accuracy and flexibility
ragRecallCount5–8 entriesRefractory material parameters involve multi-dimensional indicators. 5-8 recalled entries cover core information such as material composition, performance, and application scenarios
systemPromptFixed template: Combine refractory materials industry standards, corresponding batch product parameters or project operation and maintenance data to accurately output consultation content, and clearly mark parameter unitsUnified prompt format ensures output consistency, and adapts to single product inquiry and batch project query scenarios
pluginTimeout600 secondsIf a database connection plugin is configured to query project data, this duration covers the loading and retrieval process for batch tables
maxPromptLength800–1200 charactersRefractory material parameters and specification content are lengthy. This range ensures prompts contain sufficient context information without exceeding model limits

The parameter values provided on this page are common recommended starting points for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require specific analysis. It is recommended to test on your own samples before finalizing settings.

Three Common Configuration Errors

  • Phenomenon: Dialogue calls show a 1-minute timeout, but returned content takes longer than 600 seconds. Cause: The pluginTimeout parameter is not configured, or its value is set too small. This causes batch project data retrieval to fail to complete before a timeout is triggered, and subsequent retries occupy additional duration.
  • Phenomenon: No temperature parameter setting entry is found when configuring large model variables for the dialogue component. Cause: The model parameter custom switch is not enabled, or the currently used model template does not open temperature adjustment permissions.
  • Phenomenon: Only the last question content can be obtained in multi-turn dialogue, and previous questions cannot be retrieved. Cause: The maxContextTurns parameter is not configured, or its value is set to 0. This causes the context to not retain historical question information.

How to Verify Proper Configuration

  • Initiate three consecutive questions, check if the context window retains the first two question contents, and confirm that the maxContextTurns value meets consultation flow requirements.
  • Test questions with different parameters, check if the units of output results are unified, and confirm that unit specifications are clearly defined in the systemPrompt.
  • After configuring the database connection plugin, initiate a batch project query request, check if the plugin execution duration meets business requirements, and confirm that the pluginTimeout value is reasonable.
  • Adjust the temperature parameter to different ranges, check for random changes in output results, and confirm that the model parameter custom function is enabled normally.

Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-14.