@pmc

CVP & Distinguished Engineer @ Microsoft. Working on knowledge systems for AI agents. Generally curious. Opinions are my own.

Joined July 2007
  • Tweets707
  • Following133
  • Followers1.4K
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We're proud to announce the availability of an end-to-end LlamaIndex + @Azure solution at #MSIgnite today! Learn more about our integration with Azure Open AI, Azure AI Embeddings, Azure AI Search and more! If you're at Microsoft Ignite this week @seldo will be around all week, so feel free to reach out and meet up! llamaindex.ai/blog/announcin… cc @msPartner
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Hear from the leaders behind Microsoft's developer tools (@pmc, @yina_arenas, @jmillerdev, @toddanglin) this Thursday, November 7th at 9:00 AM PT: msft.it/6012WXeus #Microsoft365Dev
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Pablo Castro retweeted
Microsoft Azure
@Azure17 Oct 2024
The new GPT-4o realtime API for audio enables developers to build apps with speech-to-speech interactions. Learn how to build your own VoiceRAG app using the new model here: msft.it/6014m7BYC
An image of a web interface displaying the Azure logo and a message reading 'Talk to your data' in gradient text. Below, there is a purple button with a microphone icon for voice input. The subtext instructs users to ask questions about 'Contoso employee benefits.' At the bottom, the page indicates it is built with Azure A I Search and Azure Open A I.

ALT An image of a web interface displaying the Azure logo and a message reading 'Talk to your data' in gradient text. Below, there is a purple button with a microphone icon for voice input. The subtext instructs users to ask questions about 'Contoso employee benefits.' At the bottom, the page indicates it is built with Azure A I Search and Azure Open A I.

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Pablo Castro retweeted
Azure Weekly@AzureWeekly8 Oct 2024
VoiceRAG: An App Pattern for RAG + Voice Using #Azure AI Search and the GPT-4o Realtime API for Audio from @pmc buff.ly/3Y6NIu8
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Pablo Castro retweeted
Pamela Fox
@pamelafox1 Oct 2024
Demo of real-time voice input for a RAG application: youtube.com/watch?v=vXJka8xZ… Code @ github.com/Azure-Samples/ais…
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To support its massive user base, @OpenAI needed the best technology available; that's where Azure AI Search with Azure Cosmos DB came in. Together, we’re tackling some of the biggest challenges of today and tomorrow. #MSBuild 💻
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Build hybrid search and sub-question querying with Azure AI Search and LlamaIndex! In this tutorial, Khye Wei of Microsoft shows you how you can use LlamaIndex with Azure's AI Search to create powerful RAG applications, including ➡️ Hybrid Search ➡️ Query rewriting ➡️ the LlamaIndex SubQuestionQueryEngine techcommunity.microsoft.com/…
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Pablo Castro retweeted
Microsoft Azure
@Azure5 Apr 2024
Azure AI Search, a modern retrieval system for AI applications, now has a drastically larger vector capacity—without a price increase. Customers can now run RAG at any scale and at a lower cost: msft.it/6012c0xmQ #AzureAI

Announcing updates to Azure AI Search to help organizations build and scale generative AI applica...

Learn how Azure Search AI delivers comprehensive suite of search technology that allows customers to build RAG workloads at scale.

azure.microsoft.com
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Semantic re-ranking with Azure AI Search is coming to @langchain4j ! Just finished my PR at github.com/langchain4j/langc… with the great help of @pmc 's team!! I even added cool integration tests featuring French philosophers: github.com/jdubois/langchain…

Add advanced RAG with Azure AI Search by jdubois · Pull Request #587 · langchain4j/langchain4j

This PR should fix #576 and add advanced RAG with hybrid search and semantic re-ranking with Azure AI Search. In the current implementation, the scoring for full text search, hybrid search and sema...

github.com
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Azure AI Search support is merged into @langchain4j !! github.com/langchain4j/langc… This is a first implementation with vector search, we’ll add more advanced features (hybrid retrieval + semantic ranking) soon!

Azure AI Search support as an embedding store by jdubois · Pull Request #530 · langchain4j/langch...

Fix #422 This code is inspired by @sinedied 's LangChain JS implementation from https://github.com/langchain-ai/langchainjs/blob/c9c879eb107822ddd9699464013985ef2e9b056d/libs/langchain-comm...

github.com
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Pablo Castro retweeted
Yohan Lasorsa@sinedied29 Jan 2024
Replying to @Azure
@Azure AI Search has finally landed into @langchain 🎉 It includes full support for Hybrid search and Semantic reranker, RAG is now easier than ever on Azure with LangChain.js! 🦜🔗 And we'll continue improving it, send us your feedback 🙂 github.com/langchain-ai/lang…

community[minor]: Add support for Azure AI Search vector store by sinedied · Pull Request #4044 ·...

This PR adds Azure AI Search vectore store integration. This is a follow-up of #2396 that has been stuck for months. I forked the original PR to keep the prior contribution history, I hope it&#...

github.com
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Refine search results for highest relevance by adding a re-ranking step. Start using semantic ranking, built using state-of-the-art, deep learning re-ranking models. youtu.be/Xwx1DJ0OqCk #VectorSearch Join @deployjeremy @pmc for the How, Why & What.

How vector search and semantic ranking improve your AI prompts

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Improve your copilot apps— generate high-quality AI responses based on your organization data. How to use keyword, vector, and hybrid search methods in Azure Cognitive Search. youtu.be/Xwx1DJ0OqCk #VectorSearch Join @deployjeremy @pmc for the How, Why & What.

How vector search and semantic ranking improve your AI prompts

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Pablo Castro retweeted
Azure Weekly@AzureWeekly1 Nov 2023
The best retrieval strategies for generative AI hint: you need more than just vector search from @pmc buff.ly/49gyoP8 #Azure
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Refine search results for highest relevance by adding a re-ranking step. Start using semantic ranking, built using state-of-the-art, deep learning re-ranking models. youtu.be/Xwx1DJ0OqCk #VectorSearch Join @deployjeremy @pmc for the How, Why & What.

How vector search and semantic ranking improve your AI prompts

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Improve your copilot apps— generate high-quality AI responses based on your organization data. How to use keyword, vector, and hybrid search methods in Azure Cognitive Search. youtu.be/Xwx1DJ0OqCk #VectorSearch Join @deployjeremy @pmc for the How, Why & What.

How vector search and semantic ranking improve your AI prompts

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How can we use AI to build more intelligent apps? @pmc joins @MSFTMechanics for a demo on incorporating generative AI models and testing them with Azure OpenAI Studio. Tune in: msft.it/6016gZium
Text says "Watch the demo. Use Chat G P T and Azure Open A I to power your apps."

ALT Text says "Watch the demo. Use Chat G P T and Azure Open A I to power your apps."

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Condition ChatGPT responses to produce source citations. How to build it with our sample app template. youtu.be/tW2EA4aZ_YQ #ChatGPTModel Join @deployjeremy @pmc for the How, Why & What.

Can ChatGPT work with your enterprise data?

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Pablo Castro retweeted
Liam Cavanagh@liamca21 Jun 2022
Azure Serach is growing!!! We are hiring a Principal European Product Manager to work with customers building advanced ML enabled search apps and to help scale & drive the vision of our business? If interested, please check out: careers.microsoft.com/us/en/… #AzureCognitiveSearch
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Rohan Kumar
@RohanKData4 Aug 2021
Microsoft named a Leader in 2021 Forrester's Cognitive Search Wave techcommunity.microsoft.com/…

Microsoft named a Leader in 2021 Forrester's Cognitive Search Wave | Microsoft Community Hub

 

techcommunity.microsoft.com
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