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I deleted my entire AI microservice and just used Postgres (here is why) 🐘⚑
How-ToSystems

I deleted my entire AI microservice and just used Postgres (here is why) 🐘⚑

via Dev.toAma1mo ago

A few months ago, I needed to build a feature that everyone is asking for right now: "Let our users chat with their messy data." (In my case, it was a massive dump of chaotic customer support tickets). If you Google how to build this, the internet will immediately try to sell you a 5-tier architecture: You need a Vector DB for embeddings. You need a graph database for relationships. You need LangChain to glue it together. You need a separate Python microservice to run it all. I fell for it. I built it. And two weeks later, I was dealing with the most annoying bug in modern engineering: State mismatch. A user would delete a ticket in our main database, but the vector representation of that ticket still lived in our Vector DB. The AI kept hallucinating answers based on deleted data. The "Aha" Moment πŸ’‘ Syncing data between a relational database and a dedicated vector database is a nightmare. You have to write custom webhooks, handle failed retries, and pay for two separate servers. So, I

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