The Journey — Tony Mckinlay

The 2026 Chapter

Same operator. Better tools.

Feb → Apr 2026

🚀 What happened in 10 weeks

Zero coding background. No technical training. Just operator instinct, curiosity, and AI tools. Here's what came out of it:

Comprehensive construction project assessment — rated a multi-million pound scheme with specific evidence on communication bottlenecks, handover quality, and delivery risk. The kind of output a consultancy would charge thousands for.
Built software from source code — directed a Go source build with live bug-fixing. A non-developer supervising a source-code build.
Set up Google Cloud infrastructure — cloud project, six APIs, OAuth consent screens. The kind of setup that trips up many developers.
Built a Chrome extension from scratch — TabSaver: manifest, popup UI, dashboard, import/export, auto-generated PNG icons. Functional software without writing a line of code.
Complete business plan package in one session — SWOT analysis, course manual, website mockup, social media content, and calendar. Ready to send to the client.
The Penny Drops — a side project: AI-generated personal finance shorts on YouTube. Fully automated pipeline from script to published video. Mainly for fun and to demo what's possible.

January 2026

⚡ AI enters the picture

Discovered AI agents. Flew to Vienna for ClawCon. Came home and started building. No tech background. Just operator instinct and curiosity.

💡 The operator gap

25 years of financing, reporting, staffing, compliance, operations. I know exactly what's broken — because I lived it.

1997 → present

🏗️ Construction professional

RIBA-nominated builds. Conservation areas. Listed buildings. Quality that builds lasting value.

1997 → present

🏠 Property investor

Freehold strategy. Buy, hold, improve, hold. Long-term capital growth from real assets.

1991 → 2016

🍽️ Hospitality operator

Built bars & restaurants across two cities. Learned what actually breaks in a small business — at 2am, on a Tuesday.

25 years of building and operating.
Now building the tools I wish I'd had.

What I'm building now

The Penny DropsYouTube · AI personal finance content

An AI-powered YouTube channel producing personal finance shorts. Full automated pipeline: AI writes the scripts, generates voiceover, assembles footage, and publishes. Proving that a non-technical operator can build and run content infrastructure with AI agents.

YouTube Shorts AI pipeline Personal finance Live & publishing

AI-augmented operationsExploring what's possible

Using my own businesses as the testbed. If AI can automate reporting, triage communications, manage compliance calendars, and surface insights from messy data — I want to know about it. And I want to know from experience, not theory.

Operations Automation Real-world testing

What I'm building now

The point