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How to Enhance RAG Pipelines with Reasoning Using NVIDIA Llama Nemotron Models

Decorative image.A key challenge for retrieval-augmented generation (RAG) systems is handling user queries that lack explicit clarity or carry implicit intent. Users often…Decorative image.

A key challenge for retrieval-augmented generation (RAG) systems is handling user queries that lack explicit clarity or carry implicit intent. Users often phrase questions imprecisely. For instance, consider the user query, “Tell me about the latest update in NVIDIA NeMo model training.” It’s possible that the user is implicitly interested in advancements in NeMo large language model (LLM)…

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7 Drop-In Replacements to Instantly Speed Up Your Python Data Science Workflows

You’ve been there. You wrote the perfect Python script, tested it on a sample CSV, and everything worked flawlessly. But when you unleashed it on the full 10…

You’ve been there. You wrote the perfect Python script, tested it on a sample CSV, and everything worked flawlessly. But when you unleashed it on the full 10 million row dataset, your laptop fan started screaming, your console froze, and you had enough time to brew three pots of coffee before seeing a result. What if you could get massive speedups on those exact same workflows with a simple…

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Optimizing LLMs for Performance and Accuracy with Post-Training Quantization

Decorative image.Quantization is a core tool for developers aiming to improve inference performance with minimal overhead. It delivers significant gains in latency, throughput,…Decorative image.

Quantization is a core tool for developers aiming to improve inference performance with minimal overhead. It delivers significant gains in latency, throughput, and memory efficiency by reducing model precision in a controlled way—without requiring retraining. Today, most models are trained in FP16 or BF16, with some, like DeepSeek-R, natively using FP8. Further quantizing to formats like FP4…

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Just Released: NVIDIA HPC SDK v25.7

The HPC SDK v25.7 includes support for CUDA 12.9U1, updated library components, bugfixes, and performance improvements.

The HPC SDK v25.7 includes support for CUDA 12.9U1, updated library components, bugfixes, and performance improvements.

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Just Released: NVIDIA cuPQC v0.4

This update introduces Poseidon2 to cuHash and a Merkle Tree API compatible with all cuHash hash functions.

This update introduces Poseidon2 to cuHash and a Merkle Tree API compatible with all cuHash hash functions.

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Securing Agentic AI: How Semantic Prompt Injections Bypass AI Guardrails

Decorative image.Prompt injection, where adversaries manipulate inputs to make large language models behave in unintended ways, has long posed a threat to AI systems since the…Decorative image.

Prompt injection, where adversaries manipulate inputs to make large language models behave in unintended ways, has long posed a threat to AI systems since the earliest days of LLM deployment. While defenders have made progress securing models against text-based attacks, the shift to multimodal and agentic AI is rapidly expanding the attack surface. This is where red teaming plays a vital…

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Embark on Epic Adventures in August With a Dozen New Games Coming to GeForce NOW

August brings new levels of gaming excitement on GeForce NOW, with 2,300 titles now available to stream in the cloud. Grab a controller and get ready for epic adventures — a dozen new games are coming to the cloud this month. Each week brings fresh titles for members to discover, stream and conquer. Get ready
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Wired for Action: Langflow Enables Local AI Agent Creation on NVIDIA RTX PCs

Interest in generative AI is continuing to grow, as new models include more capabilities. With the latest advancements, even enthusiasts without a developer background can dive right into tapping these models. With popular applications like Langflow — a low-code, visual platform for designing custom AI workflows — AI enthusiasts can use simple, no-code user interfaces
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Build an AI Shopping Assistant with Gradio MCP Servers

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NVIDIA Sets Conference Call for Second-Quarter Financial Results

Written CFO Commentary to Be Provided Ahead of CallSANTA CLARA, Calif., July 30, 2025 (GLOBE NEWSWIRE) — NVIDIA will host a conference call on Wednesday, August 27, at 2 p.m. PT (5 p.m. ET) …