My AI Journey

Blog

A .NET developer and CTO's honest account of going from AI sceptic to AI-first development. The wins, the failures, and everything in between.

Honest Assessment 22 February 2026 8 min read

The Blog Can't Keep Up (And Neither Can I)

The chronological story of my AI journey is falling behind reality. Boris Cherny says coding is solved, Claude Code is 4% of GitHub commits, and I'm still writing about October. Time for an author's note.

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Forest School 19 February 2026 10 min read

I'm Training as a Forest School Leader

A developer who spends his life staring at screens has signed up for Forest School Leader training. The intro call involved sharing what's in your head and your heart. I managed one out of two.

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Education 17 February 2026 10 min read

What I'd Tell a .NET Developer Starting with AI Today

Retrospective advice from six months of AI-first development - the compressed version of everything I learned, for developers starting the same journey.

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AI & Code 10 February 2026 10 min read

Teaching AI to Do My Job (Automated Bug Triage)

Designing autonomous AI agents that pick up bugs, investigate codebases, and report findings - and discovering what works and what really doesn't.

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AI & Code 5 February 2026 10 min read

Our AI Development Methodology - From Two Guys Who Figured It Out

A real, battle-tested AI development workflow from a small company. Daily routines, anti-vibe-coding rules, Friday reviews, and knowing when NOT to use AI.

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Developer Tools 28 January 2026 9 min read

From Visual Studio to AI-First Development

The practical migration from Visual Studio to Cursor to Claude Code - every friction point a .NET developer will hit, and how to get past them.

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Education 20 January 2026 9 min read

Parents Are Pulling Kids Out of Coding Because of AI. Here's Why They're Wrong.

A Telegraph headline says AI will kill coding jobs. Parents are pulling kids from coding clubs. As someone who teaches kids to code AND uses AI to build software, here's what they're missing.

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Education 13 January 2026 8 min read

Scratch Used Kids' Code to Train AI. We Use Scratch to Teach Kids.

When the Scratch Foundation updated their terms to allow AI training on children's projects, the community revolted. As a platform built on Scratch, here's our perspective.

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Products 6 January 2026 10 min read

Building Three SaaS Products with AI as Co-Founder

From naming and positioning to architecture and pricing - using AI to go from idea to shipped product with CoSurf, Task Board, and TestPlan.

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AI & Code 29 December 2025 9 min read

AI-Powered UX Audits: When I Let Fictional Users Review My App

Creating fictional user personas with different tech skill levels and having AI audit the entire application from each perspective. The results were uncomfortably useful.

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Honest Assessment 15 December 2025 7 min read

The AI Image Problem (and Other Things That Still Don't Work)

A counterpoint to the hype - honest about the gaps, limitations, and frustrations of working with AI every day.

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Business 8 December 2025 8 min read

Coding Is Dead, Long Live Coding

Anthropic says software engineering is 'solved'. Headlines say coding is over. I write code with AI every day. Here's what's actually happening.

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AI & Code 24 November 2025 8 min read

What on Earth Is MCP (And Why Should You Care)?

From complete confusion to building our own MCP servers - a plain-English guide to the protocol that makes AI actually useful. Plus: whatever happened to the metaverse?

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Products 11 November 2025 8 min read

From Pricing Strategy to Stripe Integration in One Sitting

How AI went from business strategist to engineer in a single session - designing pricing tiers, analysing competitors, and wiring up Stripe billing for TestPlan.

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Business 28 October 2025 8 min read

How AI Blew Our Budget (And What We Did About It)

Everyone says AI is cheap. Nobody talks about what happens when you actually scale it in a real business. Here's what we learned the expensive way.

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Honest Assessment 14 October 2025 8 min read

When AI Can't Do CSS: The Comedy of Iterative UI Debugging

Emoji reactions should be simple. Modals should appear in the centre. CSS changes should actually apply. A brutally honest account of what AI-driven UI work actually looks like.

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Honest Assessment 7 October 2025 8 min read

It Looks Like a Developer Built a SaaS

The constant battle against generic Bootstrap aesthetics. When AI builds something functional but forgettable, and the relentless iteration needed to make it look like a real product.

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AI & Code 15 September 2025 9 min read

Using AI as a Senior Developer You Can't Quite Trust

AI as a coding assistant - the copy-paste-and-check era. Azure pipelines, MongoDB, Blazor debugging, and learning when to trust the answers.

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Business 2 September 2025 8 min read

Using AI to Build Your Own Sales Intelligence Pipeline

How a C# console app and Claude turned months of sales call transcripts into actual business intelligence - and why I had to keep asking the same questions differently.

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Education 18 August 2025 7 min read

I Asked an AI If It Could Read My Screen

The awkward beginning - arriving at AI as a sceptic, asking daft questions, and slowly realising this thing might actually be useful.

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Products 27 September 2020 3 min read

We Launched The Code Zone Online

We took our after-school coding clubs online, won Innovate UK funding, and built something I'm genuinely proud of. Here's the story.

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Awards 12 August 2016 4 min read

IPSE Freelancer Awards 2015: The Aftermath

What actually happened after winning Freelancer of the Year. New team members, a brand refresh, and the project management tool that started it all.

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Products 12 August 2016 4 min read

5 Reasons To Give Task Board A Go

I built a project management tool because the existing ones drove me mad. Here are five reasons it might sort out your workflow too.

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Products 11 August 2016 3 min read

I Built My Own Project Management Tool

Every PM tool I tried was great at one thing and rubbish at everything else. So I built my own. This is the story of what eventually became Task Board.

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Culture 23 May 2016 4 min read

How To Manage A Team From Your Garden Shed

The Code Guy HQ is a garden shed. Here's how I actually make that work - and why I ended up building my own tools to do it.

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Culture 17 May 2016 3 min read

What It's Actually Like Working at The Code Guy

No commute, no office politics, and the occasional cat on the keyboard. Here's what working at The Code Guy looks like from the inside.

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Awards 29 December 2015 4 min read

IPSE Freelancer Awards 2015: The Ceremony

Diet Coke, Shappi Khorsandi, and the moment I realised she was reading my bio. The IPSE Freelancer of the Year story, part two.

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Awards 1 December 2015 5 min read

IPSE Freelancer Awards 2015: The Judging Process

How I ended up at a Judging Day in London with a flask of vanilla tea and an animated stick man. The IPSE Freelancer of the Year story, part one.

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Want to talk?

If you're on a similar AI journey or want to discuss what I've learned, get in touch.

Get In Touch

Ready To Get To Work?

I'm ready to get stuck in whenever you are...it all starts with an email

...oh, and tea!

paul@thecodeguy.co.uk