WorkWork

Three AI tasks scored together over four days. I owned the Survival Simulator, where a colony controller has to keep its agents alive among fruit, trees and predators.

What I did

• Read the reward straight out of the simulator source, so we optimised what was actually scored.
• Ran an evolutionary search over candidate controllers.
• Built a bit-exact local simulator and chased determinism until a seed always meant the same run.
• Tested and analysed a teammate's alternative controller until we understood why it was better, reaching a best validation of 1,812 from a first score of 308.

• 1stin Denmark, team result
• 0.54points off 1st in the Nordics
• 1,812my best validation score

Software that lets five small uncrewed boats guard undersea cables together, with no boat in charge and one operator approving what matters.

What I did

• Built the shore service the fleet reports to.
• Built the operator console: fleet list, alerts, approvals, event timeline and replay.
• Kept a human on the loop: watching is automatic, closing in on a ship waits for the operator's approval.

• 5boats, none in charge
• 387tests written in one weekend
• 91pull requests merged

Team figures, four-person team.

Digitalised the day-to-day operations of a restaurant business, from the till to the kitchen.

What I did

• Administered and configured the Syrve restaurant system: products, suppliers, inventory and invoices.
• Integrated the POS with banking services, food delivery platforms and the kitchen display system.
• Automated communication between ordering and the kitchen, removing manual steps and speeding up service.
• Trained the staff and provided ongoing technical support.

A personal site with a real-time shader hero, shader-based page transitions and posts published from Notion.

What I did

• Wrote the GLSL for the ink hero and the page transition.
• Built a Notion-to-static pipeline that also processes and strips every photo.
• Exported as a static site on Cloudflare Pages.