MCP Explained: The Open Standard That Makes AI Agents Actually Useful

AI models are powerful, but they’re stuck in a box. They can reason about text, generate code, analyse data — but they can’t click buttons, query databases, or publish content without help. Every team solving this problem was building the same integration over and over: custom glue code, per-model adapters, brittle workflows. Model Context Protocol […]

VibeType: Building a Local-First Voice Coding Companion

Hands-Free, Privacy-First Dev Tooling VibeType: Building a Local-First Voice Coding Companion VibeType is a Windows-focused desktop assistant that keeps every syllable on-device while translating your voice into code, commands, and realtime status updates. Below is the full story—how it works, why privacy matters, and what comes next. Origin Story: From Dictation Fatigue to Flow State […]