AI Tools That Stayin Your Hands
Open-source solutions you can trust, deploy, and control. Built by a Risk Manager exploring AI, one practical tool at a time.
Can a risk manager with zero coding skills use AI to build practical compliance and operations tools?
The answer, increasingly, is yes.
I'm based in Luxembourg, working as Risk Manager in specialised PFS. IddiLabs is my personal side project. It's not a business, just experiments I'm building and sharing openly. Every day, I see problems that need software solutions.. but procurement cycles are long, and off-the-shelf tools rarely fit perfectly.
So I'm learning to build what I need, using AI as my co-developer. Every tool here is:
Open-source - Because European companies need to verify what runs on their systems
Local-first - Because regulated firms can't send sensitive data to unknown servers
Free to use - Because useful ideas shouldn't die in budget meetings
If you're tackling similar problems or have feedback on this approach, I'd be happy to connect and learn from your experience.
The AI industry is trapped in a race for benchmark supremacy that rarely translates to real-world value. Labs compete on metrics that don't reflect how people actually use these tools day-to-day. I believe the future belongs to a different model: open-source AI that you can personalize, train, and host on your own infrastructure - whether that's a cloud instance, on-site premises or just your laptop. When you have true ownership over your tools, context, and data, you gain something proprietary platforms can't offer: privacy, control, and the freedom to adapt without limits. These projects are proof that useful, personalized solutions don't require massive resources or closed-source models - just curiosity, open-source tools, and a willingness to build what you actually need.
These principles guide everything I build:
I'm sharing these projects not as polished products, but as working examples of what's now possible with AI.
Luxembourg, IddiLabs
What I'm Building
Small experiments testing how AI can help with compliance and operations
Outsourcing Register
Offline, open-source outsourcing register aligned with CSSF 22/806 and EBA guidelines. Tracks risk levels, due diligence, and contract data.
Transcripts to AI Minutes
Transform meeting audio into structured minutes using local AI—no bots, no cloud, no privacy compromise. Your conversations stay on your device.
Custom AI Assistant (Offline LLM)
Enterprise-grade AI that runs entirely on your device. No subscriptions, no data leakage, no vendor lock-in—just private, powerful AI for your sensitive work.
New tools and updates shared regularly
Each project is documented with setup guides and real-world usage examples
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Everything you need to know about IddiLabs and how it can help professionals and businesses.
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Whether you're exploring similar ideas, have questions about a project, or want to discuss and explore similar ideas, I'd be happy to connect.
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Share your ideas, questions, or just say hello. I read every message personally.
Open to collaboration: If you're working on similar challenges in compliance or operations, or exploring AI-assisted development, I'd love to hear about it.