What this category of data looks like
This category of data comes primarily from cloud audit logs, IAM permission systems, CMDB resource inventories, and security baseline scan results. The system produces daily documents including compliance checklists, permission audit reports, resource inventory lists, and rectification tracking forms. The platform updates data monthly or quarterly. Each document includes fields such as resource ID, permission configuration items, compliance status, and rectification progress. The system generates entries exclusively based on actually collected cloud resources and their compliance status, with no additional statistical values included.
What constraints these characteristics impose on the context and token workflow
Cloud resource compliance audit documents mostly take the form of structured tables, with long update cycles. The range of historical data to cover in a single call is relatively fixed. Data sources are scattered, and field standardization is high. Context splicing requires precise matching of key fields such as resource ID and permission items to avoid mixing irrelevant data. The monthly or quarterly update rhythm means the context window does not need frequent refreshing. Sufficient historical compliance records must be retained for cross-cycle comparison. A single compliance report uses a high number of tokens, so total context token count must be controlled to prevent exceeding the model's capacity limit.
How to configure the settings
| Configuration Item | Recommended Setting | Rationale |
|---|---|---|
maxContext | Retain the last 2-3 historical compliance audit reports | Based on the monthly or quarterly update cycle of compliance audits, this range covers a complete quarterly compliance tracking cycle and avoids redundant token consumption |
quoteMaxToken | 7500-8500 token | Based on the average token usage of a single compliance audit report, this range covers 1-2 complete structured compliance documents and avoids exceeding the model's capacity limit |
| Maximum total context tokens | Set to 70%-90% of the model's supported upper limit | Based on the token usage characteristics of cloud resource compliance audit documents, reserve sufficient space for splicing temporary questions and answers |
| Context field matching rule | Only match resource ID and permission configuration items | Based on the high field standardization of structured documents, precise matching of key fields prevents irrelevant data from entering the context |
| Context refresh cycle | Monthly | Aligns with the update cycle of compliance reports based on data update frequency, avoiding loading outdated compliance data |
This configuration applies to FastGPT v4.17.0.
Three common configuration mistakes
- Phenomenon: The API returns an empty context. Follow-up compliance questions produce off-topic answers. Cause: The
maxContextparameter is not configured correctly. Context data from historical compliance audit reports is not retained, so the model cannot associate cross-turn resource permission information. - Phenomenon: Compliance documents are truncated after upload. They cannot be fully loaded. Cause: The
quoteMaxTokenvalue is set too low. This exceeds the token usage of a single document, so the system slices the document forcibly and loses key compliance fields. - Phenomenon: Irrelevant non-compliance data entries appear after splicing audit reports. Cause: Precise field matching rules are not configured. Non-resource-related log data is mixed into the context window, which interferes with compliance audit result generation.
How to verify the configuration is correct
- Upload a complete compliance audit report. Check the system's displayed context preview. Confirm that key resource IDs and permission configuration items from the report are included.
- Initiate two consecutive compliance-related questions. Check if the second answer links to the resource information mentioned in the first question. Confirm that the context is active.
- Call the API to obtain context data. Check that the number of returned context entries matches the
maxContextparameter setting. - Adjust the
quoteMaxTokenparameter. Upload a test document. Confirm that the document is not truncated and all compliance fields load fully.
The values provided here are common starting points and should be evaluated using samples from the target deployment.
Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-10-19.