What data for this category looks like
Data for computer equipment due diligence reports is primarily sourced from official manufacturer parameter documents, third-party quality inspection reports, supply chain traceability systems, equipment operation and maintenance logs, and inventory management platforms. Core hardware parameters such as CPU clock speed and memory capacity have relatively stable update cycles, synchronized once per quarter. Real-time data including inventory status and maintenance records is updated daily. Individual due diligence documents are grouped by batch, with each group containing fields such as device serial number, model, configuration parameters, purchase date, maintenance status, and usage location. Field units include GHz, GB, units, unit sets, and others, with no unified nested hierarchy.
Constraints imposed by these characteristics on multi-turn dialogue and prompt engineering
Multi-turn dialogue must accurately track device serial numbers to locate target devices, avoiding confusion between different devices in the same batch. The requirement for accuracy of hardware parameters means prompts must clearly define field scopes, and cannot call data ambiguously. The difference in update rhythms between real-time inventory and maintenance data requires that dialogue context supports on-demand refreshing, to avoid using expired cached data. Long text content for bulk devices requires that the context capacity of multi-turn interactions adapts to the layered document structure, preventing the model from losing key parameters due to context overflow.
How to configure settings
| Configuration Item | Recommended Approach | Rationale |
|---|---|---|
maxContext | 6000–10000 characters | A single device’s due diligence data is approximately 300 characters. This range covers the complete multi-turn interaction context for 5 to 10 devices, preventing model confusion of parameters |
streamingResponse | Enabled | Equipment due diligence report content is lengthy. Streaming output reduces front-end waiting time and improves interaction smoothness |
fieldMatchThreshold | 0.85–0.95 | Precise matching of hardware parameter fields such as CPU clock speed and storage capacity is required. This threshold filters low-match ambiguous recall results |
apiTimeout | 120 seconds | Pulling supply chain traceability data and the latest maintenance records takes a long time. This duration covers most data retrieval processes |
promptTemplate | "Please answer user questions based on the following device parameters and due diligence data: {context}" | Clearly specifies that the model must generate responses based on uploaded or recalled device data, avoiding irrelevant content |
streamingChunkInterval | 1000–2000 milliseconds | Adapts to front-end rendering rhythm. This value controls the streaming return interval to 1 to 2 seconds, improving user experience |
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 case-by-case analysis, and it is recommended to test on your own samples before finalizing settings.
Three common mistakes
- Phenomenon: Hyperlinks returned in streaming output only cover the current page and cannot jump to new pages. Cause: The
target="_blank"attribute is not configured for hyperlinks in the streaming rendering logic, causing all click actions to replace the current context by default. - Phenomenon: The log details of the v4.8.10 version dialogue API do not match the actual response content, and fixed content is still displayed in the details after multiple interactions. Cause: The real-time update switch for session logs is not enabled. Logs only record initial request parameters and do not synchronize content from subsequent multi-turn interactions.
- Phenomenon: The streaming output return interval is fixed at 4 seconds and cannot be adjusted to 1 to 2 seconds. Cause: The
streamingChunkIntervalparameter is not configured, or the parameter value is not set to an interval less than 4 seconds, causing the default interval to take effect.
How to confirm configuration is complete
- Initiate a multi-turn dialogue for a single device, enter "View the CPU clock speed of this device", and verify that the parameters returned by the model exactly match the uploaded device data.
- Enable the streaming output interface, observe whether the content returned by the front end loads block by block, and confirm that clicking hyperlinks in the returned content jumps to new pages.
- Check the dialogue logs for v4.8.10 and later versions, and verify that the response content in the log details exactly matches the actual interaction results.
- Adjust the
streamingChunkIntervalparameter to 1000 milliseconds, and test whether the streaming return interval meets the expected 1 second.
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.