What the data for this business category looks like
The core data for this category comes from social insurance handling systems, personal benefit records, labor relations and work injury identification systems, and the electronic social security card platform. The update frequency is daily. Documents processed daily include benefit application forms, payment duration certificates, retirement approval forms, work injury identification materials, and unemployment insurance benefit application materials. Document structures include structured fields such as personal ID number, payment duration, work injury identification conclusion, and unstructured explanatory text. Fields must strictly match the standard format of social insurance handling.
Constraints on Model Access and Configuration
Multi-data source synchronous updates require model access configuration to support real-time pulling of the latest benefit records, to avoid using expired data. Document structure diversity requires configuration to adapt to different input formats, ensuring structured fields can be accurately identified. The rigor of benefit verification documents requires model-generated content to strictly align with policy rules, with no random deviations. Additionally, the sensitivity of social insurance data requires access configuration to support local deployment, to prevent sensitive information from being leaked. These characteristics jointly restrict core configuration items including context length, authentication method, and generation parameters during model access.
How to Set the Configuration
| Configuration Item | Recommended Setting | Rationale |
|---|---|---|
maxContext | 8000–12000 token | Must accommodate multiple documents such as personal benefit records and payment certificates synchronized across multiple systems, avoid context overflow leading to loss of key information, and adapt to the context processing limit of FastGPT v4.17.0 |
temperature | 0.1–0.3 | Benefit verification documents must strictly match policies and data, avoid generating inaccurate or random content, and ensure the rigor of verification results |
toolChoice | auto | Requires the model to independently choose whether to call tools to obtain the latest payment duration or work injury identification data, adapting to the real-time call requirements of multiple data sources |
AIPROXY_API_ENDPOINT | API address of locally deployed models | Meet the security requirements of local storage and calling of social insurance data, avoid leakage of sensitive data via public network transmission |
AIPROXY_API_TOKEN | Configure using the key from the local deployment | Verify access permissions for local models, prevent data security issues caused by unauthorized calls |
maxTokens | 2000–3000 token | The output length of a single benefit verification document is usually in the thousands of characters, reserve sufficient generation space to cover complete document content |
Three Common Configuration Mistakes
- Symptom: Returns 401 unauthorized error when calling a locally deployed model. Cause:
AIPROXY_API_TOKENis not correctly configured and does not match the key from the locally deployed model, or the address entered inAIPROXY_API_ENDPOINThas a format error. - Symptom: Key fields such as payment duration and work injury identification conclusion in the generated benefit verification document are empty or inconsistent with input data. Cause:
maxContextis set too small, failing to fully load complete record data synchronized from the social insurance handling system, causing the model to fail to obtain key field information. - Symptom: The document generation result contains benefit calculation content that does not comply with social insurance verification rules. Cause: The
temperaturevalue is set too high, the model generates random content, and fails to strictly match the standard verification process.
How to Verify Successful Configuration
- Call the configured API endpoint, initiate a request using standard format social insurance test data, check that the return status code is 200, and there are no authentication-related error prompts.
- Input a test document containing complete payment duration and work injury identification results, verify that key fields in the generated benefit application form are fully consistent with the input data.
- Adjust the
temperatureparameter to 0.1, initiate the same request multiple times, confirm that the generated document content has no obvious differences, and meets the rigor requirements. - Check the system operation logs, confirm that each call can correctly obtain the return result of the local model, and there is no information loss caused by context overflow or truncation.
The values provided are common starting points and should be measured against the reader's own samples.
Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-28.