What Data for This Category Looks Like
Data for this category comes from order design systems, panel and wood batch ledgers, CNC cutting and drilling equipment, ERP/MES systems, and moisture content test records for custom home furniture, panel/solid wood furniture, and door enterprises. Daily documents include order breakdown drawings, cutting lists, edge banding and drilling programs, coating process specifications, hardware bill of materials, trial assembly and packaging records. Data updates sync with custom order generation, daily equipment operation logs, and each batch of raw material inspections. Most document fields include panel numbers, dimension parameters, material models, and process parameters.
Constraints Imposed by These Characteristics on Multi-turn Dialogue and Prompt Engineering
The custom order-driven production model results in a high number of panels per single order. Multi-turn dialogue must fully retain context such as panel dimensions and hardware configuration related to the order to avoid information loss. Data sources are scattered and update at different rates. Prompts must clearly direct the dialogue to call the latest data from the corresponding source, such as retrieving moisture content parameters for currently available materials from the panel batch ledger. Single order data volume is large, so the valid range of dialogue context must be limited to prevent redundant information from interfering with answer accuracy. Process parameter errors directly cause production deviations. Dialogue must support step-by-step verification of key process fields to ensure consistency with document content.
How to Configure Settings
The following configurations are based on FastGPT v4.17.0.
| Configuration Item | Recommended Approach | Rationale |
|---|---|---|
chatId | Bind the unique business identifier of the current custom order | Ensure multi-turn dialogue context is strictly tied to the corresponding order, avoiding cross-order data confusion |
messages | Append historical records in conversation chronological order, retain the first 15–20 valid interactions | Adapt to multi-turn process query needs for single orders with multiple panels, control total context length |
variables | Inject the current order's panel batch number, hardware list ID, and coating process version | Allow the dialogue to directly call the latest process and material parameters for the corresponding batch |
| Maximum context length | 8000–12000 characters | Match the total character count of single-order breakdown documents and process records, prevent context overflow |
| Dialogue timeout | 600 seconds | Match the average response time for single-order process queries, avoid production process interruptions from long waits |
| Question optimization | Enabled | Automatically organize user process queries, associate previously mentioned panel dimensions, installation locations, and similar information |
Three Common Configuration Errors
- When calling the
/api/v1/chat/completionsinterface, expected process standard results are not returned. The symptom is that the interface response does not link to preset furniture coating or cutting specifications. The cause is failure to correctly inject system prompts into themessagesparameter, or failure to limit the prompt to the current category's process scope. - Subsequent queries in multi-turn dialogue cannot associate previously mentioned panel dimensions or order information. The symptom is that dialogue context is lost. The cause is failure to bind the
chatIdof the current order, so session context is not persisted to the corresponding order. - Using a universal global key to initiate cross-application dialogue results in order data confusion. The symptom is that dialogue contexts from different applications are shared. The cause is failure to bind an independent
chatIdprefix for each application, leading to incorrect association of session contexts.
How to Verify Successful Configuration
- Initiate a test conversation, pass the test order's
chatId, and check if the dialogue context retains previous panel parameters. - Call the interface and check if the
variablesparameter injects exclusive information such as the current order's panel batch number and hardware list. - Initiate multiple consecutive queries, confirm that subsequent questions can associate previously mentioned process details without repeating order information.
- Check the context length of the interface response, confirm it does not exceed the preset maximum range, and contains no redundant irrelevant data.
- Wait for the interface response within 600 seconds, verify that the dialogue timeout configuration is active.
The values provided here are common starting points, and should be evaluated against the reader's own samples.