Practical AI. No hype.

AI workflows for founders, creators, and operators.

Guides, prompt packs, and setup tutorials — from someone actually building with AI every day. No jargon, no filler. Just what works.

Latest writing

Sharp, practical essays on AI implementation.

Every post is built around one useful idea you can apply to a workflow, content system, business process, or personal operating system.

Turn Telegram into your personal AI financial manager with Hermes Agent

Install Hermes Agent, connect it to Telegram, and plug in the Wallet by BudgetBakers MCP. A complete, copy-paste setup guide.

Read article

The AI implementation gap: why tools alone do not create transformation

AI becomes valuable when it is mapped to a real bottleneck, tested in a small workflow, and measured against a business outcome.

Read article

How to design your first AI operating system

A practical framework for turning prompts, notes, files, and automations into one dependable personal AI stack.

Read article

AI content without sounding like everyone else

Use AI for structure and leverage, but keep lived experience, local context, and point of view at the center.

Read article

Claude + n8n MCP Setup Guide

Connect Claude to n8n using the official MCP server and generate entire automation workflows from a single prompt.

Read article

Free resources

Guides, prompt packs & setups.

Step-by-step AI resources from @m.redefinedbyai — subscribe once, unlock everything.

Work with me

1:1 AI session.

Bring your setup. 30–60 minutes. Walk away with a clear action plan specific to your situation — no generic advice, no upsell.

Workflow audit Tool stack review Content system AI implementation plan
Book a session

Join the practical AI list

Practical AI. Straight to your inbox.

No generic AI news. Only useful ideas you can test in real life.