System Overview

Core Philosophy: Tool-heavy, LLM-light architecture that minimizes API costs while maximizing audit quality through intelligent agent orchestration.

Key Innovations:

• Automatic domain inference with manual override capability
• Hybrid cost optimization (deterministic tools → cheap LLMs → expensive LLMs)
• Batch processing with memory preservation to avoid catastrophic forgetting
• Knowledge graph integration for cross-source entity resolution
• Automatic rule tuning based on false positive feedback
• Full trace-level logging for transparency and debugging

High-Level Architecture

Agent Specifications

Tool Catalog Summary

Workflow Execution Example

Cost Optimization Deep Dive