Explanation Agent

The Explanation Agent translates validated anomalies into clear, neutral, user-facing explanations. It uses only observational language, references underlying data, and includes visual references for charts, timelines, and comparisons. No psychological interpretation or moral judgment.

const ExplanationAgent = require('./explanation-agent.js');

// Initialize with validated anomalies
const explainer = new ExplanationAgent(validatedAnomalies);

// Generate explanations
const insights = explainer.generateExplanations();

// Output format
{
  "insights": [
    {
      "summary": "Messages from Alice show increased frequency from day 5 onward, with an average of 8.5 messages per day compared to 4.2 messages per day in the initial period.",
      "related_message_range": "45-120",
      "confidence_level": 0.88,
      "visual_references": [
        {
          "type": "line_chart",
          "title": "Message Frequency Over Time"
        }
      ]
    }
  ]
}