Articles - Page 2

How We Made RAG Indexing Faster With an Adaptive Embedding Endpoint Pool

11-Apr-2026

How We Made RAG Indexing Faster With an Adaptive Embedding Endpoint Pool

A simple explanation of how to speed up embeddings by routing work across fast and slow local AI endpoints without letting one slow batch block the whole indexing pipeline.

Why Vector Search Is Harder Than It Looks (And Why It Matters)

10-Apr-2026

Why Vector Search Is Harder Than It Looks (And Why It Matters)

A simple, practical introduction to embeddings, vector indexes, and real-world semantic search

Gemma 4 Explained: Google's Open-Source AI That Runs on Your Phone

05-Apr-2026

Gemma 4 Explained: Google's Open-Source AI That Runs on Your Phone

A comprehensive, accessible guide to Google Gemma 4's architecture, multimodal capabilities, Mixture of Experts, Per-Layer Embeddings, and real-world deployment on phones, laptops, and servers.

Running Large Language Models Locally: Complete Hardware Guide for GLM-4.7 Deployment

24-Jan-2026

Running Large Language Models Locally: Complete Hardware Guide for GLM-4.7 Deployment

Comprehensive guide comparing hardware platforms for local GLM-4.7 (358B MoE) inference, from budget single-GPU setups to production-grade clusters with real performance benchmarks and implementation roadmaps.