Cloud Infrastructure
(7 articles)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.
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...
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...
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...
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...
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.
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...