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Cloud Infrastructure

(10 articles)

AI Data Center Grid Resilience: A 7-Step Fix Guide

One fallen power line in Virginia knocked 3.1 GW of AI load off the grid in seconds. This tutorial walks through how operators can actually fix it.

July 26, 20269 min

Train a Kick Drum AI Model on 6GB VRAM: Full Linux Guide

A dusty GTX 1660 and a weekend are all you need. This tutorial walks through training a working kick drum diffusion model on 6GB of VRAM, from dataset prep to...

July 17, 20268 min

Mistral Small 4 Local Install: GPU Specs + Benchmarks

A practical tutorial for running Mistral Small 4 locally, with the real hardware requirements for the 119B-parameter MoE model, Ollama and vLLM setup paths,...

June 19, 202616 min

Local AI vs Frontier Labs: The Economics Flip in 2026

Outsourced inference plus local models is undercutting frontier APIs on price. Here's the real math on when self-hosting beats Claude, GPT, and Gemini.

June 7, 20269 min

Ship Your LLM API on AWS: A 5-Step Guide

Learn how to deploy an LLM API on AWS using Bedrock, SageMaker, or EC2 with vLLM. Includes step-by-step code, GPU selection, autoscaling, and production...

April 8, 202615 min

10 Tricks to Slash Your AI API Bill by 80%

Most teams overpay for AI by 3-5x. Here are 10 proven strategies to reduce AI API costs — from smart model routing to prompt caching — with real pricing math...

April 5, 202612 min

8 Best Vector Databases for AI in 2026, Ranked

We tested and ranked the top 8 vector databases for AI applications in 2026 — from managed solutions like Pinecone to open-source options like Qdrant and...

April 3, 20269 min

RAG vs Fine-Tuning: 7 Factors That Actually Matter

RAG retrieves knowledge at query time while fine-tuning bakes it into the model. This data-driven comparison breaks down cost, latency, accuracy, and 4 more...

April 3, 202610 min

Pinecone vs Weaviate vs Chroma: The Honest Verdict

A hands-on comparison of three leading vector databases with real Python code, setup walkthroughs, and a clear recommendation for every use case.

March 30, 20268 min

Railway vs AWS: Can a $100M AI-Native Cloud Platform Actually Compete?

Railway raised $100M to challenge AWS with AI-native infrastructure. We compared pricing, performance, and real-world use cases to find out if it actually...

March 17, 202612 min