All Projects
This site tracks almost every project I've worked on, many assigned to the graveyard but some still alive, shown as a running scoreboard of gross revenue, lifespan, and status. Click into any project to see what actually happened, including the story behind it, wins, losses, and the real takeaways I learned along the way. Think of it as part portfolio, part post-mortem, part personal experiment in what works and what doesn't.
| Project | Year | Gross (est.)Gross | Status | Upvotes | |
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| Movie Recommendation Engine | 2024 – 2025 | N/A | academic | 0 | |
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A comprehensive machine learning project exploring the design, implementation, and evaluation of movie recommendation systems using real-world MovieLens datasets. The project compares content-based filtering and collaborative filtering approaches, including neural networks, matrix factorisation, alternating least squares (ALS), and linear regression models. Performance is assessed using RMSE, training time, and memory usage, with a focus on balancing prediction accuracy and computational efficiency for scalable real-world applications.
Read more →
Website: https://lozzalingo.github.io/Movie-Recommendation-Systems/ →
r
github
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| Philease Dogg Daycare | 2018 – 2019 | £38,000 | retired | 0 | |
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After leaving SAP to try and start something of my own, I looked for gig work walking dogs so I wouldn’t have to rely solely on my savings. I started by listing myself on the DogBuddy app and handing out some flyers with my mum’s three Scotties. Relatively quickly, I received my first request to walk and look after a puppy, which was really hard work (he wasn’t being trained at home at all, and he was quite a large pup). I actually ended up having to say I couldn’t look after him anymore, as he was causing more damage than I was earning.
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Wins:Helped dogs.Profitable.Nice memories.Good experience (for starting disabled dog charity).
Losses:My furniture.Time.
Takeaways:Solving a real problem, at the right price, drives demand.Solo success ≠ scale.Start as you mean to go on.Trust compounds.Word of mouth works.
dogs
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| The Race | 2009 – 2013 | -£1,600 | retired | 0 | |
| Man Hunt (back to base) | 2007 – 2007 | Social | limited | 0 | |
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In 2007, when I first attended Kingston University, I found myself in a bit of a predicament. Originally, I was sleeping on the floor of a friend's bedroom in the halls of residence. Thanks to the clearing process, I hadn't managed to secure my own accommodation right at the start. However, fate smiled upon me, and within about six weeks, I managed to get a place in halls as others dropped out. This marked the beginning of my life at uni, full of friendships, amazing memories and some fairly ludicrous escapade.
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Wins:Friendship & Memories
Losses:Hoggy's ankle
Takeaways:A good idea self replicatesPeople model other people
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| Pimp My Own Ride | 2006 – 2006 | Experiment | one-off | 0 | |
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Eventually I passed my driving test. I think it was on the seventh try. Without going into all the details, I kept turning up to the test centre in a car that wasn’t quite roadworthy, lol. I was always tinkering, with a fluffy steering wheel cover, trying to change the seats, and hooking random stuff up to the battery.
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Wins:Extended my skill setSweet ass rims
Losses:No claims bonus
Takeaways:Learning is better than paying someone else to do itSelf learning gives you flexibility
neon lights
playstation 2
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| Vodka Jelly Shots | 2006 – 2007 | £420 | one-off | 0 | |
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Vodka Jelly ShotsUnscathed from any previous failures, with high energy, and optimism about the ease of doing things. Made vodka jelly shots and sold them for £1 each (pound a pop), walking around Brighton Gay Pride with Log. Ended up making over £200 in a single day.
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Wins:Quick and easy.Entrepreneurial.Confidence building.Adventure.Working with friends.
Losses:Body fat.
Takeaways:A good slogan, and chiselled abs can sell anything.Timing is key, Gay Pride is now heavily guarded.
vodka
jelly
asda
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| Music Gigs | 2005 – 2006 | £2,820 | limited | 0 | |
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Between 2005 and 2006, I organised a handful of gigs in Brighton, making a small profit from each show. They often featured my band at the time, Citizen X, alongside other local acts. All I really wanted to do was play shows; the idea of making money never even crossed my mind. A lot of the process felt very natural to me.
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Wins:Incredibly enjoyable.Working with friends.Entertaining others.
Losses:Log's rithmic timing.
Takeaways:Build it and they will come.
word of mouth
guitars
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| Think Big | 1997 – 1997 | Experiment | one-off | 0 | |
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Think Big for the Millennium I’ve always been crafting. Always making stuff. I loved tinkering with electronics.The Day I Wired My First Hi-FiWhen I was about eight, my mum and dad bought a three-disc changing Sony hi-fi. For some reason, they didn’t set it up right away, but I didn’t want to wait to listen to my new Oasis – Roll With It single. Everything had been taken out of the box, so I just...
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Wins:First independent recording.
Losses:Christian miss timing the last note.
Takeaways:Ride the embarrassment wave.
cassette tape
sony stereo system with turntable 771 cd player
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| AI Blog Builder coming soon | 2026 | — | building | 0 | |
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I have been working on this project since 2023. It all started after I had been manually writing blogs for BucketRace, growing the website’s search traffic from about 1,000 visitors a year to over...
Write-up coming soon. Sign-up to my newsletter to hear about what happened. |
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| Fat Big Quiz coming soon | 2026 – Now | — | active | 0 | |
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Everything You Need for Amazing Quiz Nights. Live events, digital downloads, weekly packs, and a free quiz app. Find your perfect quiz. Write up coming soon.
Write-up coming soon. Sign-up to my newsletter to hear about what happened. |
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| lozzalingo-framework coming soon | 2025 – Now | Internal Tool | active | 0 | |
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My version of OpenClaw. Well, it's more of an AI first infrastrcutre, that allows me to get a new business from idea to trading within 48 hours.
Write-up coming soon. Sign-up to my newsletter to hear about what happened. |
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| Traceroute App coming soon | 2025 – Now | — | active | 0 | |
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Alright, alright. I get it. This is a bit left of field, but stick with me. Ok, so I was meant to be developing my quiz builder, BUT, I needed a break, so I started learning about networking. I...
Write-up coming soon. Sign-up to my newsletter to hear about what happened.
python
flask
electron
html
css
javascript
leaflet.js
node js
solidity
ethereum
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| Crowd Sauced coming soon | 2025 – Now | — | active | 0 | |
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The original idea was to cut through the hype and showcase a real world example of where AI can act ‘agentically’, and run completely independently and somewhat autonomously, without the need for a...
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| Mario Pinto MMA coming soon | 2025 – Now | Undisclosed | active | 0 | |
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I had the good fortune to meet Mario, through a close friend of mine (Ronaldo) at his birthday in 2023. Mario had just won his 7th professional fight while competing at Levels Fight League.
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| DuckBot coming soon | 2024 – 2024 | Experiment | one-off | 0 | |
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DuckBot is a fun and interactive AI-powered bot that helps you with various tasks while embodying the charming character of Duck Boy, a superhero duck. Built using Retrieval-Augmented Generation...
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| Product Gap coming soon | 2024 – Now | — | active | 0 | |
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I created this as the second part of my HarvardX qualification in data science. It started as bare bones, data analytics. Funnily, to get the qualification, I had to peer grade a lot of other peoples...
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| Stealth Browser coming soon | 2022 – Now | Internal Tool | active | 0 | |
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I started web scraping in 2022, and I have found myself returning to it time and again. In this write-up, I will explain the problem I was trying to solve at the time and, ultimately, how I ended up building my own stealth browser using Chromium.
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| LIFT clinic coming soon | 2018 – 2022 | — | retired | 0 | |
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This one is a masterclass in: what not to do. A step-by-step guide on a lack of focus, hope, and poor methods.
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| BucketRace coming soon | 2018 – Now | £312,096 | active | 1 | |
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This will be a long write up. It's my longest running, most chaotic and biggest life shaping projects. Stay tuned.
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app script
wix
google business suite
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| Vine coming soon | 2013 – 2015 | Social | retired | 0 | |
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This was a bizarre two year journey, but it really opened my eyes to how things work online, behind the scenes, and what people believe.
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| Cougar Choas coming soon | 2010 – Now | Social | active | 0 | |
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From my understanding. This this still lives on, on a Wednesday night at Kingston University, and this is the story of how Cougar Chaos came into existence.
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| Dopamine coming soon | 2001 – 2004 | £210 | retired | 0 | |
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Reflecting on this piece of writing, some of the name drops are outrageous. But quite plainly, these are my friends from school. They often say that the world’s interconnection means you are only...
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| Investing coming soon | 2000 – Now | Undisclosed | active | 0 | |
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In my life, from a young age, I have dealt with a great deal of bereavement. I know that is an unexpected way to open a piece about investing, but I want to be candid from the start.
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