Why
When you are an explorer, sometimes you have to deal with limited information. But these days, information is not as small as it used to be. So you can use it as your unfair advantage. For instance if you are buying an antique item online and there are only 2 reviews of a seller, they are hard to trust. But if you can find other reviews from these 2 customers, suddenly these limited reviews become very valuable. This is an easy job for AI agents.
What
Fill context window of an llm with reviews of the same reviewers. Find how different or same they are. Understand if they are being nice, or it just a bot writing nice reviews everywhere.
How
Demo data is simulated from Snowflake Tasty Bytes dataset, which contains food truck reviews.
What's next
Use a column store, RAG, and a narrow use ML algorithm.
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