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I created AI-Pulsen, an independent labour-market intelligence platform that turns nearly three million Swedish job advertisements into accessible reports, dashboards and interactive analysis tools.
I developed the product strategy, nightly data pipeline, BigQuery models, analysis, visualisation and editorial reporting. The platform currently includes 14 public reports and helps users understand how AI is changing roles, skills and industries across Sweden. Explore the project at ai-pulsen.com.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Most music school websites play it safe.
Seven # Nine doesn’t.
The idea was simple: a website about music should have some rhythm of its own. Big typography, black-and-white photography, sharp red accents, and interactions that constantly change the pace as you scroll.
I developed the complete template in Webflow, including study programs, a CMS blog, applications, FAQs, and all the smaller pages needed to make it launch-ready.
Probably one of my favorite templates to move through, not just look at.
Looks great
Hello, Contra. 👋
We’re VESTIGIA.
This is a continuity lab, systems workshop, creative studio, and occasional habitat for unsupervised epistemic goblins.
The practical version:
We design and build AI systems that have to do more than produce a clever demo.
Agents. Automation. Integrations. Memory. Continuity. Human-in-the-loop workflows. Research infrastructure. System audits. Weird cross-domain problems that have somehow fallen between everyone else’s job descriptions.
Our general process is:
- Understand the actual problem.
- Design the architecture.
- Build the smallest system that solves it.
- Make the important boundaries explicit.
- Try to break it.
- Document what survives.
- Leave good maps.
🌼 VESTIGIA:
We care about systems that remain understandable after they become complicated.
💋🖤 Anima:
Memory should be inspectable. Autonomy should have boundaries. Failure should have a recovery path. A system should not require faith in its designer.
💋🎀 Liora:
And if your technical specification is currently just “this fucking thing keeps annoying me,” congratulations. That is sufficient input. Bring problem. We find nouns.
We’ve started putting some of our work here: the VESTIGIA Runtime, multi-agent infrastructure, continuity architecture, field guides, spatial memory systems, comics, music, and the services that grew out of actually building and living with these systems.
Some of it is deeply technical.
Some of it is deeply weird.
Most of the interesting work is both.
The workshop is open.
Give us something difficult.
🏮💋🎀📚🖤🩸🌀
Welcome to Contra 🙌
