Coreon Technical Documentation

Coreon is an enterprise AI orchestration platform that enables organizations to deploy intelligent agent systems with human oversight, complete auditability, and regulatory compliance. Unlike traditional AI solutions, Coreon creates interconnected agent networks that collaborate to solve complex tasks while maintaining governance controls.

Coreon is designed specifically for enterprises in regulated industries where reliability, transparency, and compliance are mission-critical requirements. The platform enables organizations to implement AI systems that maintain human judgment for sensitive decisions while automating routine processes.

Coreon's architecture consists of four integrated layers that work together to provide secure, compliant AI orchestration with complete visibility and control.

This layered architecture enables Coreon to maintain separation of concerns while providing comprehensive visibility across the entire AI workflow. Each layer has specific responsibilities and interfaces with adjacent layers through well-defined APIs.

The Agent Mesh is Coreon's core innovation, enabling the creation of specialized AI agents that collaborate to solve complex tasks while maintaining governance and auditability.

Agent Configuration

Agents are configured through a declarative API that specifies their behavior, connections, and governance controls. Below is a simplified example of an agent mesh configuration:

{
  "name": "Claims Processing Workflow",
  "agents": [
    {
      "id": "document-classifier",
      "name": "Document Classifier",
      "type": "data-processing",
      "model": "coreon-nlp-v2",
      "parameters": {
        "temperature": 0.2,
        "max_tokens": 2000
      }
    },
    {
      "id": "data-extractor",
      "name": "Data Extractor",
      "type": "data-processing",
      "model": "coreon-structure-v1",
      "parameters": {
        "temperature": 0.1,
        "max_tokens": 4000
      }
    },
    {
      "id": "compliance-validator",
      "name": "Compliance Validator",
      "type": "compliance",
      "model": "coreon-finance-secure",
      "parameters": {
        "temperature": 0.0,
        "max_tokens": 1000
      }
    },
    {
      "id": "human-interface",
      "name": "Human Interface",
      "type": "interface",
      "model": "coreon-interface-v3"
    }
  ],
  "connections": [
    {
      "from": "document-classifier",
      "to": "data-extractor",
      "condition": "confidence > 0.85"
    },
    {
      "from": "data-extractor",
      "to": "compliance-validator"
    },
    {
      "from": "compliance-validator",
      "to": "human-interface",
      "condition": "compliance_score < 0.95"
    }
  ]
}

This configuration creates a workflow where documents are classified, relevant data is extracted, compliance is verified, and human review is triggered when needed. The mesh approach allows for precise control over information flow while maintaining regulatory compliance.

Coreon's human-in-the-loop (HITL) controls ensure that AI systems maintain appropriate human oversight, especially for high-stakes decisions in regulated environments.

HITL controls are configurable at both the platform level and for individual workflows. This allows organizations to implement the appropriate level of human oversight based on risk profiles, regulatory requirements, and operational needs.

Coreon includes enterprise-grade security measures and native compliance enforcement for regulated industries.

Coreon is API-first and supports flexible deployment strategies to integrate into both modern and legacy infrastructure.

Coreon can be deployed in various environments to meet enterprise constraints.

Coreon is purpose-built for sectors where reliability, transparency, and compliance are mission-critical:

Healthcare

• Patient intake automation with compliance documentation
• Clinical triage systems with physician oversight
• Medical record analysis and summarization
• Treatment protocol adherence verification
• Regulatory documentation generation

Finance

• Multi-stage fraud detection with human review thresholds
• Audit trail generation for regulatory reporting
• Automated compliance checks with exception handling
• Risk assessment with explainable decision paths
• Regulatory report creation and validation

Insurance

• Multi-agent claim processing workflows
• Policy validation and exception handling
• Risk assessment with human oversight
• Customer communication with compliance checks
• Fraud detection with explainable flagging

Public Sector

• Document automation with security clearance controls
• Eligibility verification with audit trails
• Decision support with transparency requirements
• Case management with oversight thresholds
• Compliance verification for regulatory processes

Coreon provides a RESTful API for all platform components, allowing for seamless integration and automation.