What this category of data looks like
Environmental monitoring data primarily originates from fixed ground monitoring stations, mobile monitoring vehicles, IoT micro sensors, and satellite remote sensing equipment. It can be used to generate marketing content for financial institutions’ green financial products and environmental-themed insurance. The data update cadence covers three categories: real-time (such as fine particulate matter concentrations), hourly (such as daily air quality reports), and daily (such as regional pollution trends). The structure of a single data record includes fields like unique monitoring site identifier, collection timestamp, pollutant concentration, and meteorological auxiliary parameters. Units are mostly μg/m³, ℃, % relative humidity, and similar standards. Bulk data is aggregated by monitoring region and time dimension.
What constraints these characteristics impose on tool calling and plugins
Environmental monitoring data has dispersed sources, so multiple plugins are required to aggregate results from different devices. Clear field mapping rules between plugins must be defined to ensure that monitoring data used in marketing content accurately corresponds to the target region. Data has a high update frequency, so tool calls must adapt to short-interval pulls to avoid using expired data that undermines the timeliness of green financial product marketing. There are many fields with strong professional attributes, so core fields must be limited in tool call configurations to prevent redundant information from interfering with the generation of concise marketing content for investors. Bulk data has a large volume, so appropriate pagination parameters must be configured to adapt to the context length limits of content generation, avoiding exceeding the model’s input upper limit.
How to set configurations
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
tool_call_interval | 30–60 seconds | Most environmental monitoring data update cycles are on the minute level. This interval avoids frequent calls exceeding interface quotas while ensuring the timeliness of marketing content |
max_tool_return_fields | Top 12 core fields | A single environmental monitoring data record includes multiple fields such as monitoring site, time, pollutants, and meteorology. Simplifying to these fields adapts to the conciseness requirements of financial marketing content |
plugin_timeout | 10 seconds | Most environmental monitoring interfaces are deployed on internal networks or dedicated lines. 10 seconds covers most normal response durations and avoids stalling the marketing content generation workflow |
global_variable_scope | Monitoring region + monitoring time period | Used to restrict tool calls to pull only data covering the region and time period of the target marketing scenario, preventing irrelevant data from interfering with content generation |
tool_call_max_retry | 2 times | Covers most call failures caused by temporary network fluctuations, reduces unnecessary waiting, and ensures the efficiency of marketing content generation |
The parameter values provided on this page are common starting points for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require case-by-case analysis. It is recommended to test on your own samples before finalizing settings.
Three common configuration errors
- Extra numeric prefixes appear in tool call return results. This occurs when automatic numbering configuration for tool calls is not disabled, causing the model to mix in the execution sequence number of the tool call when splicing results.
- Custom plugins have inconsistent display names between the system plugin list and the plugin management page. This occurs when the
display_nameparameter is not configured correctly, and only thefunction_namefrom the code is used as the display name. - Tool calls are not associated with knowledge base content. This occurs when the
tool_call_promptdoes not explicitly require combining industry standard knowledge base data, or the trigger switch for knowledge base retrieval is not enabled.
How to confirm a correct configuration
- Access the plugin debugging interface, input preset monitoring regions and time periods, and verify that the number and names of fields returned by the tool call match the
max_tool_return_fieldsconfiguration. - Review tool call logs to confirm that the interval between two calls aligns with the
tool_call_intervalsetting, with no excess call records. - Check the
display_nameconfigured for the plugin to confirm it matches the name displayed on the plugin management page. - Trigger the marketing content generation workflow and confirm that the final content includes real-time environmental monitoring data with no redundant automatic number prefixes.
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.