Sharveswar MadasamyAI & Full Stack
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TruthLayer

AI Output Verification Framework

Project Overview

TruthLayer is an intelligent fact-checking and verification pipeline designed to detect factual errors and hallucinations in AI-generated text. It leverages a multi-source API integration (Wikidata, Wikipedia, Google FactCheck, Serper) coupled with intelligent claim routing. The system produces a definitive verdict on AI outputs with precise source attribution and hallucination classification.

Key Features

  • Automated detection and classification of AI hallucinations.
  • Intelligent claim routing across multiple authoritative knowledge bases.
  • Verifiable output verdicts (correct, incorrect, unverifiable).
  • Inline source attribution and citation generation.
  • Developer API for integrating fact-checking into existing AI pipelines.

Technologies Used

TypeScriptNext.jsLangChainOpenAITailwind CSS