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A deep dive into RAG foundations, asserting that your system is only as good as your chunking strategy. Learn why using naive splits (e.g., every 500 characters) is a recipe for retrieval failure. We explore the critical shift to context-aware, semantic chunking, which focuses on preserving conceptual integrity- such as never splitting key facts like an "Employee of the Year Award" from the employee’s name. Implementing smart, semantic chunking, often with overlaps, is shown to skyrocket retrieval accuracy in enterprise applications from below 50% to 90%+.
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Thank you for tuning in to "Analyze Happy: Crafting Your Data Estate"!
We hope you enjoyed today’s deep dive. If you found this episode helpful, don’t forget to subscribe for more insights on building modern data estates with Microsoft technologies like Fabric, Azure Databricks, and Power Platform.
Connect with Us:
Stay Ahead:
Check out the Microsoft Learn portal for free training on Azure IoT, Fabric, and more, or explore the Azure Databricks community for the latest updates. Let’s keep crafting data solutions that fit your organization’s culture and tech landscape—happy analyzing until next time!
By DataQubi5
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Send us a text
A deep dive into RAG foundations, asserting that your system is only as good as your chunking strategy. Learn why using naive splits (e.g., every 500 characters) is a recipe for retrieval failure. We explore the critical shift to context-aware, semantic chunking, which focuses on preserving conceptual integrity- such as never splitting key facts like an "Employee of the Year Award" from the employee’s name. Implementing smart, semantic chunking, often with overlaps, is shown to skyrocket retrieval accuracy in enterprise applications from below 50% to 90%+.
Support the show
Thank you for tuning in to "Analyze Happy: Crafting Your Data Estate"!
We hope you enjoyed today’s deep dive. If you found this episode helpful, don’t forget to subscribe for more insights on building modern data estates with Microsoft technologies like Fabric, Azure Databricks, and Power Platform.
Connect with Us:
Stay Ahead:
Check out the Microsoft Learn portal for free training on Azure IoT, Fabric, and more, or explore the Azure Databricks community for the latest updates. Let’s keep crafting data solutions that fit your organization’s culture and tech landscape—happy analyzing until next time!

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