MCP became the standard way AI applications connect to tools - nearly 16,000 public servers and support from every major lab. What it is, how the July 2026 stateless spec changed it, and why tool poisoning should shape how you use it.
OpenClaw hit 250,000 GitHub stars in 60 days by making AI assistants persistent and capable. Here is how it actually works, what people use it for, and the security record nobody wants to talk about.
The frontier has converged - the gap between the top models is smaller than the gap between a good prompt and a bad one. An honest comparison of the latest AI models, with the decision framework that outlasts the leaderboard.
RAGFlow crossed 70,000 GitHub stars in 2026 by solving the boring problem everyone else skipped: reading documents properly. Here is how DeepDoc, GraphRAG and the new memory APIs actually work, and where the engine still falls short.
Self-hosting n8n properly: honest cost comparison, server sizing by workload, Docker vs Kubernetes, PostgreSQL over SQLite, queue mode, security, backups and the seven mistakes that cause outages.
AI social media automation works when you automate the mechanical middle and keep the ideas human. The five-stage pipeline, per-platform adaptation, the stack to build it, and the seven mistakes that make automated content obvious.
