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NVIDIA

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18:37
2026-06-15
discuss.huggingface.co
large-language-models

Unusual parallel inference using consumer RTX rig

A technical report proposes using a consumer RTX 3090's integrated GPU (iGPU) to run a small language model as a 'Sentinel' for monitoring and validating outputs from the primary GPU-bound model. The …

16:45
2026-06-15
developer.nvidia.com
machine-learning

Boosting MoE Training Throughput with Advanced Fusion Kernels

NVIDIA introduced advanced fused MLP kernels for mixture-of-experts (MoE) models, built with the CuTe DSL, delivering 1.3x–2x kernel-level speedups and enabling sync-free MoE execution. The optimizati…

15:49
2026-06-15
polarsignals.com
developer-tools

Show HN: Continuous Nvidia CUDA PC Sampling Profiler

Polar Signals has released an open-source, low-overhead continuous profiler for NVIDIA CUDA that supports Program Counter (PC) sampling, allowing developers to see where GPU code spends time at the in…

14:28
2026-06-15
fulghum.io
large-language-models

I built a private ChatGPT for my family

Jordan Fulghum built a private ChatGPT for his family using a ZimaBoard 2 with an external RTX 5060 Ti GPU, running Open WebUI and a local LLM. The system grounds answers in a family vault of document…

14:01
2026-06-15
dev.to
large-language-models

Fine Tune Llama 3 For Sql Query Generation Tutorial

Nick Creighton from Build Log demonstrated how to fine-tune Llama 3 for production-ready SQL query generation for under $50. Using a single RTX 4090 and a curated set of 200-500 natural-language-to-SQ…

04:40
2026-06-15
dev.to
large-language-models

Retrieval Augmented Generation

A developer explains the evolution of Retrieval-Augmented Generation (RAG) from classic RAG to Agentic Graph RAG, highlighting how each stage adds capabilities such as relationship understanding, mult…

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