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MVP Articles
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Dual-speed AI Apps on Databricks: Keep the Product Stable While Shipping Intelligence Fast

Paldom
Databricks MVP

Hi Databricks Community ๐Ÿ‘‹

I've just published  adeep dive on dual-speed (bimodal) AI app architecture: keep the deterministic application layer stable (auth, workflows, migrations), while iterating quickly on the intelligence layer (prompts, model routing, retrieval, A/B tests) behind a clean contract boundary.

Key takeaways:

  • Why GenAI products naturally need two different layers
  • What the App โ†” Intelligence contract must guarantee 
  • Tradeoffs between API vs DB vs shared library boundaries
  • A Databricks-flavored mapping for services like Apps, Lakeflow Jobs, Model Serving, Lakebase etc.

โžก๏ธ Full article on Medium:
https://medium.com/hiflylabs/bimodal-ai-app-stack-on-databricks-how-to-keep-the-product-stable-while...

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