Aksel N. Edvardsen — 2026

A year with AI.

2026 is my year with AI. It's a pact I made with myself: one whole year of building, learning and finding out how far it can go.

In 2025 I left my job, travelled a little and made a slow start. But it wasn't until around Christmas that the building went round the clock.

Most of the time has gone into Mr. World Pool, an analytics platform for international horse racing, and into the model behind it, which sets its own odds on the races. The rest are side projects: some in the same universe, others small experiments to learn what is actually possible.

GitHub contribution graph for 2026: 2,162 contributions, nearly all from March onwards.
My GitHub contribution graph for 2026, up to 23 September. The green squares start roughly when I took a chance on Claude Code. See my profile on GitHub →

The main projects

Mr. World Pool

A modern form product for a market that has stood still for a long time.

Everything you need to weigh up a race, in one interface: ratings (one number for how good each horse has shown itself to be), statistics, recent form and machine-learning predictions, for most of the races in the world that matter. Underneath it all is a single rating scale, built on around 250,000 races in 17 countries, from Scandinavia and Britain to Hong Kong, Japan and Australia. So a horse in Hong Kong can be measured against one at Ascot.

For years, my brother and I spent thousands of hours collecting and assessing performances by hand. I have dreamt of something like this since I was twenty and made my own ratings for Norwegian and Swedish races.

The hard part isn't building the product. It is getting through to a market that has done roughly the same thing since the seventies. So much of the work around it is about showing rather than just claiming.

Three parts of the same universe:

  • Form

    Live

    The rating product, and the heart of everything else. Every racecard brings together ratings, full form and machine-learning predictions. All of it is built from scratch, with AI as a development partner.

    The new Mr. World Pool racecard showing Almaqam’s race history, ratings and form chart
    See the form in dark modeThe same Almaqam form card in Mr. World Pool’s dark theme

    See a sample →

  • Free competitions on big race days such as Royal Ascot and the Breeders' Cup. Players submit their picks before the races, points are scored automatically when the results come in, and a leaderboard shows who is ahead. It builds on competitions I ran on Twitter around the Dubai races for a couple of years. The idea is to make racing fun to follow, both for people who don't bet and in the races they haven't bet on.

    Mr. World Pool competitions — free competitions for the world's biggest races
  • Learn

    In development

    Do Your Homework: an interactive course built around real racecards. A short introduction teaches people to read form and assess a race; the full course goes deeper into the method. Learners compare horses and test their judgement in exercises along the way. This screenshot is from the development version. The course will be free, but it is not open to everyone yet.

    The Rating in Do Your Homework, with chapter navigation and the course’s illustrated chalkboard

About the rating methodology I use →

Project Benter

Live

A model that sets its own odds on horse races, and an odds board where I show it at work.

The model builds on the ratings and data from Mr. World Pool. It estimates each horse's chance of winning and turns that into its own odds, which I can hold up against the market. Becoming a really successful racing bettor is, according to everyone who knows anything about it, close to impossible these days. That is part of what motivates me, and it's the work I will never quite finish.

Project Benter is how I show the model: an odds board and live streams where I go through races and show the model's prices along the way. It is also practice at something I'm less comfortable with: stepping forward and explaining.

Project Benter — the horse mascot at a microphone in a streaming studio

To Project Benter →

Books and tools

Two stand-alone products with really just one job: to bring the right people into the Mr. World Pool universe, and to make sure they survive there.

The Long Edge

Live

A manual for people who have decided to take it seriously.

Around 100 pages on value, bankroll, variance, psychology, market structure and sport-specific edges. I wanted to gather what I have learned in one place, without stories or filler. It is written to be the one book someone reads, not the first of fifteen.

The Long Edge — the most boring book about betting you'll ever read

To the book →

Bet Tracker

Live

A spreadsheet that forces discipline.

A Google Sheets system I have used and developed myself for many years. It tracks Kelly staking, CLV, calibration and return by sport and market, and makes you answer the same review questions every week and month. The point is to measure what actually tells you something over time, such as whether you beat the closing odds, not just wins and losses.

It has now been polished up and put on sale, though I don't expect a huge market for it.

The Long Edge Bet Tracker — Kelly, calibration, CLV and bankroll in one Google Sheet

To Bet Tracker →

Side projects

Small detours to learn, try out ideas and have a bit of fun.

Jennys teppe

Live

Mum wanted to try the colours before she started knitting.

My latest project started with my mum, who is 67. She wanted a colour planner for a patchwork blanket she was knitting for her granddaughter Jenny. Less than fifteen minutes later, the first version was online. She could try colours and patterns before picking up the yarn.

The tool lets her colour the squares, view a knitted colour example and save the pattern as an image. It was a small first prototype, but seeing her face made me think there must be other people with an idea they would love some help making.

That led to an idea for freelance work: helping small businesses with websites, small apps and other digital tasks, within an agreed scope and budget. The freelance offering is still taking shape; the blanket planner is already there to try.

Jennys teppe with five colour choices and a knitted preview of a patchwork blanket

Try Jennys teppe →

Digital help for small businesses · in progress (Norwegian) →

Karlove

Live

Editorial letters for early drafts.

This year I'm writing a series of novels. It's what I do when I'm supposed to be relaxing, and I find it really exciting. I do the writing itself without AI, but I needed someone who could read closely, be honest and explain why a text works or doesn't.

Karlove is built on a Claude skill I have trained with a large collection of notes from books on writing. It is as much a writing coach as an editor: it always explains why something works or doesn't, and points to its sources. That makes it far better schooled than an ordinary conversation with a chatbot about the same text. And it never touches the text. It only gives advice.

The Karlove front page: "Feedback for your next draft", with an example note from a draft

To Karlove →

Better Than a CV

In development

A personal page for your job search.

In today's recruitment landscape, it can be hard to get through to employers who don't know you. And when I have hired people myself, I would have loved to find something like this about them. Here people can show what it's like to work with them, through words from others, stories and things they have achieved. The core idea is that other people write about you through a link, and you choose what is shown.

Job ads with tightly defined roles can feel a little old-fashioned in 2026, at least in the kind of companies I would like to work for. So the page is just as much an invitation to see possibilities. I'm trying it out on myself as I step up the search for my next employer.

The Better Than a CV front page: "Show what you're like to work with"

See what it looks like →

Sun Roulette

Live

Where is the sun, and is it worth going there?

A small, mobile-first tool that spins a roulette wheel of pre-approved holiday destinations. Only places with the forecast on their side for the next couple of weeks make it onto the wheel. The filters take into account where you fly from, how long your holiday is, your budget, how close you want to be to the sea and who you're travelling with.

I built it in three days with Claude Code, purely as a safe trial to get properly comfortable with the tool before I dared let it loose on the holy of holies, Mr. World Pool. Until then, I had been painstakingly careful with every detail there.

It's unlikely to earn much from affiliate links, and I don't plan to spend much time on it. It is a small tribute to ukekalender.no and the other little websites I have enjoyed for years.

Sun Roulette — where is the sun right now? Spin the wheel and find out.

Try it yourself →

Textrodate

Prototype

Dating for people who are better in writing than in a bar.

I think dating apps work poorly, especially for introverts. Textrodate introduces you to someone and gives you both a little get-to-know-you game: letters, unexpected questions and a picture that slowly comes into focus. Nobody swipes.

It's the least developed of my projects, and I'm not sure I'll take it any further. It was mostly me playing with an idea I liked.

The Textrodate front page: "Someone worth writing to"

See the prototype →

What now

I have learned to build, so now I have to learn to sell. That isn't always as satisfying for someone who has been going at full speed for almost a year, but it's about finding ways of doing it that I can live well with. I've realised that patience is probably part of it too.

I've come far enough with automation, and ticked off so much of what I dreamt of achieving this year, that it would combine very well with a job. That would actually be quite nice. Then there's less pressure for all of it to turn into something, and fast.

I'd happily work with people who can teach me more about marketing, or who let me carry on in the same style, with building, AI and full speed ahead. And I miss being there for people, the way I was for my apprentices and for colleagues and candidates at Ikomm Academy. This year has been fantastic, but the plan was never to stay in my building bubble forever.

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