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Runpod AI Infrastructure Blog

Runpod product updates, AI infrastructure guides, GPU tutorials, and deployment patterns for developers building with cloud GPUs.

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How to Code Stable Diffusion Directly in Python on Runpod
Brendan McKeag
October 14, 2024

How to Code Stable Diffusion Directly in Python on Runpod

Skip the front ends, learn how to use Jupyter Notebook on Runpod to run Stable Diffusion directly in Python. Great for devs who want full control.

AI Workloads
All
Why LLMs Can't Spell 'Strawberry' And Other Odd Use Cases
Brendan McKeag
October 1, 2024

Why LLMs Can't Spell 'Strawberry' And Other Odd Use Cases

Large language models can write poetry and solve logic puzzles, but fail at tasks like counting letters or doing math. Here's why, and what it tells us.

Learn AI
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Run GGUF Quantized Models Easily with KoboldCPP on Runpod
Brendan McKeag
September 25, 2024

Run GGUF Quantized Models Easily with KoboldCPP on Runpod

Lower VRAM usage and improve inference speed using GGUF quantized models in KoboldCPP with just a few environment variables.

AI Workloads
All
How to Work with GGUF Quantizations in KoboldCPP
Brendan McKeag
September 25, 2024

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.

Learn AI
All
Introducing Better Forge: Spin Up Stable Diffusion Pods Faster
Brendan McKeag
September 20, 2024

Introducing Better Forge: Spin Up Stable Diffusion Pods Faster

Better Forge is a new Runpod template that lets you launch Stable Diffusion pods in less time and with less hassle. Here's how it improves your workflow.

AI Infrastructure
All
Run Very Large LLMs Securely with Runpod Serverless
Brendan McKeag
September 18, 2024

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.

AI Infrastructure
All
Evaluate Multiple LLMs Simultaneously Using Ollama on Runpod
Brendan McKeag
September 13, 2024

Evaluate Multiple LLMs Simultaneously Using Ollama on Runpod

Use Ollama to compare multiple LLMs side-by-side on a single GPU pod, perfect for fast, realistic model evaluation with shared prompts.

AI Workloads
All
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