Administrative Penalty Case File Handling: Ledger Summarization and Report Generation (Tool Calling and Plugins)

Administrative Penalty Case File Handling: Ledger Summarization and Report Generation (Tool Calling and Plugins)

What this category of data looks like

This category of data comes from administrative law enforcement case handling systems, law enforcement recorder footage, the national enterprise credit information publicity system, and departmental supervision databases of law enforcement agencies including market supervision, ecological environment, transportation, emergency management, and urban management. The update frequency is daily. Daily documents include on-site inspection records, interrogation records, evidence lists, prior administrative penalty notification letters, hearing notification letters, penalty decisions, and delivery receipts. Core fields cover subject of violation information, determination of illegal facts, applicable legal clauses, penalty decision content and delivery status. The data structure of a single case file is gradually improved as the law enforcement process advances.

Constraints imposed on the tool calling and plugins workflow by these characteristics

Multi-source and heterogeneous data sources require tool calling to adapt to different data formats. Law enforcement recorder footage must be paired with a transcription plugin to extract text content. Structured data from administrative law enforcement case handling systems requires a synchronization plugin to complete real-time data pulling. The daily update frequency requires the tool calling trigger logic to be bound to the data synchronization cycle, to avoid using expired case file information. The structure where core documents are gradually improved as the law enforcement process advances requires plugins to support dynamic identification of the current document type, extract corresponding fields to complete ledger summarization. Consequences of errors such as penalty revocation and reconsideration failure require the tool calling link to be configured with result verification and failure retry mechanisms.

Configuration Settings

Configuration ItemRecommended SettingRationale
toolChoiceautoAdapt to multi-tool calling scenarios, automatically select the tool corresponding to case file processing, no manual specification required
functionCallenabledSupport structured extraction of case file fields to generate standardized ledgers and reports
Tool call timeout duration600 secondsAdapt to the average time required for multi-tool calls for law enforcement case files, avoid timeouts caused by synchronizing law enforcement recorder data or pulling supervision database content
Plugin port access controlOnly accessible via internal networkPrevent unauthorized external access to law enforcement-sensitive data, comply with government data security specifications
Context window size8000–12000 tokenAccommodate the full text content of a single case file and historical processing records, avoid truncation of key penalty decision information
Tool call retry count2 timesBalance call success rate and processing time, address scenarios where law enforcement databases have temporary response delays

Reference only; verify against the target FastGPT release and deployment documentation.

Three Common Misconfigurations

  • Symptom: Tool calls only return local knowledge base content, and cannot pull the latest enterprise information from the national enterprise credit information publicity system. Cause: No external data source synchronization plugin is configured, or toolChoice is set to only retrieve the local knowledge base.
  • Symptom: Documents generated by the markdown to file plugin are missing some case file fields. Cause: The function call switch is not configured correctly, and the required core fields are not specified for extraction.
  • Symptom: A timeout error is returned after plugin calls, and no retry mechanism is triggered. Cause: No reasonable tool call timeout duration and retry count are set, causing law enforcement data pulling time to exceed the threshold.

How to Verify Successful Configuration

  • Trigger a tool call, check if the returned results include the latest data from the law enforcement case handling system and the national enterprise credit information publicity system, and verify that the data update time meets the daily synchronization requirement.
  • Attempt to access the plugin port from an external network, confirm that a connection cannot be established, to verify that the port access control configuration is effective.
  • Submit a complete set of case file data, check if the generated ledger covers all core fields, to confirm that the function call switch is configured correctly.
  • Simulate a scenario where the law enforcement database has temporary response delays, verify that the tool call triggers the retry mechanism, to confirm that the timeout and retry configurations are effective.

The values provided here 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.