Hallucinate

LLM Hallucination Detection — Coming Soon

Detect and prevent AI hallucinations in real-time. Verify LLM outputs against source documents.

What This Package Is

Hallucinate is an upcoming utility package designed to help developers:

• Detect hallucinations in LLM-generated content
• Verify factual accuracy against source documents
• Ground outputs in trusted data sources
• Score reliability of AI-generated responses
• Prevent misinformation in production AI systems

This package is being developed by Haiec as part of a broader AI governance infrastructure.

Why This Namespace Exists

The hallucinate namespace is reserved to provide developers with the definitive tool for LLM hallucination detection. As AI systems become critical infrastructure, preventing hallucinations is essential.

This package will provide:

• Real-time hallucination scoring
• Source-grounded verification
• Confidence calibration
• Multi-model support (GPT, Claude, Llama, etc.)
• Integration with LangChain & LlamaIndex
• Production-ready APIs

Installation

npm install hallucinate

Placeholder Example

const hallucinate = require('hallucinate');

// Check package status
console.log(hallucinate.version);  // '0.0.1'
console.log(hallucinate.status);   // 'placeholder'

// Detect hallucination (placeholder)
const result = hallucinate.detect(
  'LLM generated this output',
  'Original source context'
);
console.log(result.message);

// Ground check (placeholder)
const grounded = hallucinate.ground(
  'AI response to verify',
  ['source doc 1', 'source doc 2']
);
console.log(grounded.message);

Roadmap

• [ ] Hallucination detection engine
• [ ] Source-grounded verification
• [ ] Confidence scoring
• [ ] Multi-model support
• [ ] LangChain integration
• [ ] LlamaIndex integration
• [ ] Real-time monitoring API
• [ ] Alerting webhooks

License

MIT © 2025 Haiec

Contact

For early access or partnership inquiries, reach out to the Haiec team.