The Office AI Science team is part of OPG. We build systems that are leveraged across M365 and especially within Word, Excel, and PowerPoint. The team’s recent projects have included: PPT ...

We are running ChromaDB with PersistentClient and an index we've pre-built. Due to the nature of our application, we create an instance per request we are handling, download the tar.gz of the ...

This is available in Search Console Insights and gives you a quick way to see the main topics your website is about. Google added Query groups to the Search Console Insights report. Query groups ...

We'd like to use the HTTP Client with a standalone ChromaDB server when deployed, but we'd like to have the option of using the Persistent Client when running locally. To accomplish this, while ...

Google’s query fan-out technique issues multiple background searches based on initial question. This system is active across AI Mode, Deep Search, and some AI Overview results. The approach relies on ...

Abstract: This work presents LegalBot-EC, a domain-specific legal chatbot designed to provide accurate responses grounded in Ecuadorian law. The system combines ChromaDB for contextual retrieval and ...

Have you ever stared at a massive dataset, only to realize it’s riddled with empty columns that serve no purpose? It’s a frustrating scenario—one that wastes time, clutters your workflow, and makes ...

Soon to be the official tool for managing Python installations on Windows, the new Python Installation Manager picks up where the ‘py’ launcher left off. Python is a first-class citizen on Microsoft ...

In this tutorial, we demonstrate how to build a powerful and intelligent question-answering system by combining the strengths of Tavily Search API, Chroma, Google Gemini LLMs, and the LangChain ...

If you’ve ever found yourself staring at a messy spreadsheet of survey data, wondering how to make sense of it all, you’re not alone. From split headers to inconsistent blanks, the challenges of ...