Advanced Compliance & Document Generation Digital Worker

Core Logic

The Workflow Orchestrator Agent manages the complete document generation pipeline, coordinating agent execution based on dependency graphs, enabling parallel execution where possible, handling retry logic, and maintaining pipeline state. It tracks execution metrics including total duration, token consumption, cache hit rates, and cost calculations. The agent generates trace IDs for end-to-end correlation and provides real-time status updates to the visualization layer.

Core Logic

The Regulatory Intelligence Agent queries regulatory databases to identify applicable compliance requirements based on jurisdiction, document type, and matter characteristics. It performs jurisdiction analysis to determine which regulations apply, identifies format requirements, disclosure obligations, and filing deadlines. The agent maintains currency with regulatory updates and flags potential compliance gaps.

Core Logic

The Knowledge Synthesizer Agent builds and traverses knowledge graphs mapping entity relationships (clients-matters, matters-regulations, documents-precedents) with weighted confidence scores. It performs 3-level graph traversal to assemble comprehensive context, tracks entity discovery sources, and maintains relationship weights for relevance scoring. The agent enables downstream agents to access synthesized knowledge context.

Core Logic

The Data Mapper Agent performs automated schema integration, matching source data fields to target document template fields using semantic analysis and mapping rules. It handles data type conversions, format transformations, and validation against field constraints. The agent achieves high accuracy on field population (127 fields typical) with validation error flagging.

Core Logic

The Contract Intelligence Agent extracts relevant clauses from applicable contracts, performs deviation analysis against standard clause libraries, and calculates risk scores for identified deviations. It implements autonomous decision routing where deviations exceeding auto-approve thresholds (typically 2%) are flagged for review with probability-weighted routing decisions. The agent provides clause-level explanations and recommended actions.

Core Logic

The Document Generator Agent produces compliant documents by combining template structures with populated field values, performing inline calculations, applying formatting rules, and inserting required compliance elements. It generates documents with section organization (header, client info, time entries, expenses, calculations, disclosures), tracks fields populated and calculations performed, and validates output against format specifications (LEDES compliance).

Core Logic

The Risk Assessor Agent performs multi-dimensional risk analysis calculating weighted composite scores across regulatory risk (30% weight), financial risk (25% weight), operational risk (25% weight), and reputational risk (20% weight). It generates overall risk scores (0-100 scale with LOW/MEDIUM/HIGH/CRITICAL classification) and specific mitigation actions for each risk factor identified. Typical outputs include automated compliance monitoring triggers, budget alerts, and enhanced QA recommendations.

Core Logic

The Predictive Analytics Agent implements XGBoost Ensemble models (v2.3) for cost prediction, timeline estimation, and outcome forecasting. It provides feature importance breakdowns (e.g., Matter Complexity 28%, Client History 22%, Fee Arrangement 18%), identifies optimization opportunities (7.4% cost savings typical), and generates confidence intervals for predictions (94% confidence typical). The agent supports XAI explanations including counterfactual scenarios and what-if analysis.

Core Logic

The Compliance Auditor Agent performs systematic compliance validation against regulatory requirements identified by the Regulatory Intelligence Agent. It executes compliance checks (12 typical per document), records pass/fail status with evidence, and calculates compliance scores (98.7% typical). The agent flags violations for remediation before document finalization and maintains audit trails for regulatory defensibility.

Core Logic

The QA Validator Agent performs comprehensive quality assurance including format specification compliance, mathematical calculation verification, field population completeness checking, and cross-reference consistency validation. It generates QA reports with issue counts by severity, provides automated fix suggestions where applicable, and gates document release on QA threshold achievement. The agent implements agent reflections capturing performance observations and improvement suggestions for continuous learning.