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Commit b55b945

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Fix typos
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‎README.md‎

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This demo shows how to build a Retrieval-Augmented Generation (RAG) application
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using [MariaDB](https://mariadb.com/), [LocalAI](https://localai.io/), and [Java](https://en.wikipedia.org/wiki/Java_(programming_language)).
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**Note:** This demo uses an _RC version_ of MariaDB which includes SQL syntax that
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**Note:** This demo uses an _RC version_ of MariaDB, which includes SQL syntax that
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might change in the next GA (stable) version.
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## Prerequisites
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## Run the demo
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Before you run the demo double-check the models downloaded successfully:
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Before you run the demo, double-check that the models have been downloaded successfully:
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```shell
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docker logs -f local-ai

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