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## [Build a real-time fact checker with Parallel and Cerebras](https://parallel.ai/blog/cerebras-fact-checker)

This guide demonstrates how to build a complete fact-checking application that extracts verifiable claims from any text or URL and validates them against live web sources. By the end, you'll have a streaming fact checker with a polished UI that highlights claims directly in the content as they're verified in real-time.

Tags:Cookbook
Reading time: 5 min
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By Parallel

January 8, 2026

Parallel + Cerebras

## Latest Posts4

Building a market research platform with Parallel Deep Research

- [Building a market research platform with Parallel Deep Research](https://parallel.ai/blog/cookbook-market-research-platform-with-parallel)

Tags:Cookbook
Reading time: 4 min
Building a real-time streaming task manager with Parallel

- [Building a real-time streaming task manager with Parallel](https://parallel.ai/blog/cookbook-sse-task-manager-with-parallel)

Tags:Cookbook
Reading time: 5 min
Building a serverless competitive intelligence platform with MCP + Task API

- [Building a serverless competitive intelligence platform with MCP + Task API](https://parallel.ai/blog/cookbook-competitor-research-with-reddit-mcp)

Tags:Cookbook
Reading time: 6 min
Building a Full-Stack Search Agent with Parallel and Cerebras

- [Building a Full-Stack Search Agent with Parallel and Cerebras](https://parallel.ai/blog/cookbook-search-agent)

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Reading time: 5 min
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