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Brendan McKeag

Brendan McKeag

Run DeepSeek R1 on Just 480GB of VRAM

DeepSeek R1 remains one of the top open-source models. This post shows how you can run it efficiently on just 480GB of VRAM without sacrificing performance.
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AI Workloads

Easy LLM Fine-Tuning on RunPod: Axolotl Made Simple

RunPod now supports Axolotl out of the box—making it easier than ever to fine-tune large language models without complex setup.
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AI Workloads

When to Use (or Not Use) RunPod's Proxy

Wondering when to use RunPod’s built-in proxy system for pod access? This guide breaks down its use cases, limitations, and when direct connection is a better choice.
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AI Workloads

Run Very Large LLMs Securely with RunPod Serverless

Deploy large language models like LLaMA or Mixtral on RunPod Serverless with strong privacy controls and no infrastructure headaches. Here’s how.
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AI Infrastructure

NVIDIA's Llama 3.1 Nemotron 70B: Can It Solve Your LLM Bottlenecks?

Nemotron 70B is NVIDIA’s latest open model and it’s climbing the leaderboards. But how does it perform in the real world—and can it solve your toughest inference challenges?
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Hardware & Trends

Stable Diffusion 3.5: What’s New in the Latest Generation

Stability.ai’s SD3.5 is here—with new models built for speed and quality. Learn what’s changed, what’s improved, and how to run it on Runpod.
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Product Updates

How to Work with GGUF Quantizations in KoboldCPP

GGUF quantizations make large language models faster and more efficient. This guide walks you through using KoboldCPP to load, run, and manage quantized LLMs on Runpod.
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