The context

We all know a key concern that AI agent learning from unreliable information. So data quality is crucial since data serves as
the lifeblood for AI agents.

the more high-quality, verifiable data you have, the smarter and more reliable the AI models can become.

The problems

But data in web2 is messy and unorganized, with mixed content types. Website owners also don't want to share their data with scrapers. That’s problem make us want to solve this.

Our solution

This is where AICrawler comes in. It's a tool that helps our community collect and organize web content. As it gathers information, it creates organized patterns (called Semantic Schemes) that make the web easier to understand - both for people and machines.

We need to combine AI crawlers with a good reward system. This would create a better way for everyone to work together in collecting and organizing web data. With Move agent kits and FlyFish AI Agents, AI only learns from data that's been verified as trustworthy.This means you're not just making AI smarter - you're helping create a future where we can all trust AI more.