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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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Cost-Effective AI with Autoscaling on Runpod
James Sandy
April 14, 2025

Cost-Effective AI with Autoscaling on Runpod

Learn how Runpod autoscaling helps teams cut costs and improve performance for both training and inference. Includes best practices and real-world.

AI Workloads
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The Future of AI Training: Are GPUs Enough?
Alyssa Mazzina
April 10, 2025

The Future of AI Training: Are GPUs Enough?

GPUs still dominate AI training in 2025, but emerging hardware and hybrid infrastructure are reshaping what's possible. Here's what GTC revealed, and what.

AI Workloads
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Llama 4 Scout and Maverick Are Here, How Do They Shape Up?
Brendan McKeag
April 9, 2025

Llama 4 Scout and Maverick Are Here, How Do They Shape Up?

Meta’s Llama 4 models, Scout and Maverick, are the next evolution in open LLMs. This post explores their strengths, performance, and deployment on Runpod.

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Built on Runpod: How Cogito Trained Models Toward ASI
Alyssa Mazzina
April 8, 2025

Built on Runpod: How Cogito Trained Models Toward ASI

San Francisco-based Deep Cogito used Runpod infrastructure to train Cogito v1, a high-performance open model family aiming at artificial.

AI Workloads
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No-Code AI: How I Ran My First LLM Without Coding
Alyssa Mazzina
April 3, 2025

No-Code AI: How I Ran My First LLM Without Coding

Curious but not technical? Here’s how I ran Mistral 7B on a cloud GPU using only no-code tools, plus what I learned as a complete beginner.

Learn AI
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Introducing Clusters: On-Demand Multi-Node AI Compute
Alyssa Mazzina
March 31, 2025

Introducing Clusters: On-Demand Multi-Node AI Compute

Runpod's Clusters let you spin up multi-node GPU environments instantly, ideal for scaling LLM training or distributed inference workloads without config.

AI Infrastructure
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Machine Learning Basics (for People Who Don’t Code)
Alyssa Mazzina
March 28, 2025

Machine Learning Basics (for People Who Don’t Code)

You don’t need to code to understand machine learning. This guide explains how AI models learn, and how to explore them without a technical background.

Learn AI
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