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You Cache Only Once: Cache-Augmented Generation (CAG) Instead Of RAG

 Level Up Coding

Large language models (LLMs) have shown great capabilities but also have some limitations: hallucinations and knowledge updates. Retrieval-augmented generation (RAG) is one such technique that has bee...

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Running a “stateless” email server in Kubernetes using Mailu

 Level Up Coding

With DKIM, DMARC, SPF and all the bells and whistles. Automating configuration with “mailu-operator”. Continue reading on Level Up Coding

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How to Build a Real-Time Gemini 2.0 Learning Assistant with Interactive Canvas

 Level Up Coding

In this tutorial, we will continue building fascinating real-time chat applications using Gemini 2.0 and its multimodal Live API. Let’s build a learning assistant with real-time voice and text interac...

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