A self-querying retriever is one that, as the name suggests, has the ability to query itself. Specifically, given any natural language query, the retriever uses a query-constructing LLM chain to write a structured query and then applies that structured query to its underlying vector store. This allows the retriever to not only use the user-input query for semantic similarity comparison with the contents of stored documents but to also extract filters from the user query on the metadata of stored documents and to execute those filters.
- By NiDA AI — Empowering Intelligence
- Oct 15, 2025
NVIDIA’s DGX Spark Isn’t Just for SpaceX — It’s the Blueprint for the Next Era of Edge Supercomputing
When NVIDIA CEO Jensen Huang personally delivered a DGX Spark AI supercomputer to Elon Musk at SpaceX’s Starbase..
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- By NiDA AI — Empowering Intelligence
- Oct 08, 2025
How to Turn Your Business Idea into a Market-Ready AI Product in 2025
We’re living in a time when every industry — from retail to healthcare — is asking the same question: “How can we build an AI product that actually works?”
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- NiDA AI
- Sep 27, 2025
Generative Engine Optimization (GEO): Winning Visibility in the AI-First Search Era
For decades, Search Engine Optimization (SEO) was the cornerstone of digital visibility. Marketers studied Google’s algorithms, optimized keywords, built backlinks, and chased “page one” rankings.
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- NiDA AI
- Jul 24, 2025
AI Agents vs. Traditional Automation: Why Autonomous AI Workflows Are the Future of Enterprise Operations
The age of robotic process automation (RPA) brought relief to enterprises seeking speed and efficiency in repetitive tasks. But as business complexity and data volumes soar, traditional automation hits its limits. Enter AI Agents — autonomous systems capable of reasoning, adapting, and executing tasks with minimal human intervention. This isn’t just an upgrade; it’s a paradigm shift.
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- NiDA AI
- Jul 12, 2025
NVIDIA’s Evo 2: The AI Model That Designs DNA from Scratch
The fusion of artificial intelligence and biology is accelerating at an unprecedented pace, and NVIDIA just took it to a whole new level. On February 19, 2025, NVIDIA, in collaboration with the Arc Institute and leading research organizations, unveiled Evo 2 — an AI model designed to analyze, predict, and generate DNA sequences from scratch.
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- NiDA AI
- Jul 11, 2025
Vibe Coding: A New Era of Code by Conversation
In the evolving world of software engineering, the future of development may no longer begin with a blank text editor—but with a conversation. Welcome to the world of Vibe Coding.
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- Juber Gandharv
- Feb 25, 2025
NVIDIA Jetson Nano & Orin: Unleashing Edge AI Power
NVIDIA’s Jetson Nano and Jetson Orin are more than just pieces of hardware — they’re a paradigm shift in deploying AI at the edge. Whether you’re prototyping a small-scale robotics project or designing autonomous systems for industrial applications, these platforms open up new possibilities for real-time, on-device intelligence.
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- Juber Gandharv
- Feb 22, 2025
Exploring Microsoft’s Majorana-1: The Quantum Revolution Unfolds
Microsoft’s Majorana-1 chip is an exciting glimpse into the future of computing — a future where the limits of classical machines are shattered by quantum innovation. While we’re not claiming any ownership over these developments, our aim is to spark conversation and curiosity about the next big leap in technology. Stay tuned as we continue to explore and share the most groundbreaking advancements in the tech world.
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- Nvidia Jetson Nano
- Feb 13, 2025
Running Generative AI applications using Metropolis Microservices on Jetson
Generative AI is enabling unprecedented use cases with computer vision both by redefining traditionally addressed problems such as object detection (eg: through open vocabulary support), and through new use cases such as support for search,and with multi modality support for video/image to text. The NVIDIA Jetson Generative AI Lab is a great place to find models, repos and tutorials to explore generative AI support on Jetson.
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- Thomas James Hogan
- Feb 02, 2025
The Dawn of Limitless AI: A Glimpse into the Future
The convergence of quantum computing, advanced reasoning systems, and integrative AI frameworks marks the beginning of a new chapter in human history. As these technologies mature and combine in novel ways, they promise to unlock human potential in ways previously confined to science fiction.
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