Hunting for the frontier models on local boxes
Setting up a 125B MoE model to run at 45–60 tokens per second on a 2019 desktop with a 16 GB graphics card. Experiments with Strata and Qwen3.8-flash-next. Running Claude Opus 4.7 at home.
Software engineer building platforms for developers and their agents.
I’m Jussi, a Finnish software engineer based in Arnhem, the Netherlands. I’m Head of Engineering at Roadie, and through Ilities I help teams untangle codebases and set up the structure that makes AI tools useful instead of noisy. In my own time I build Viberglass, an open-source workspace for teams and their coding agents.
Balancing velocity and software quality via technical knowledge
In software world we can try to slim down career progression of developers into two different tracks, a technical track and a business driven track. Which track one chooses usually comes down to…
Why would you want to go polyglot?
During my life I've lived in five different language areas. On two of these I have been able to communicate with the natives very easily because we have been able to speak the same language. On…
Over-engineering Spring controllers - Creating generic endpoint
Sometimes we have the need to create a proper shape for our endpoints. Since the last year or so I have been working more on the frontend side of a JVM/Spring application I've grown frustrated…
Work with me
Codebase rescue, architecture reviews and AI-ready engineering practices, through Ilities.
How I can helpWork
- R
- Company
- Roadie
- Role
- Head of Engineering
- Date
- R
- Company
- Roadie
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- Founding Engineer
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- I
- Company
- Ilities
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- Independent consultant
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- VL
- Company
- Visma Labs
- Role
- Software Architect
- Date
- V
- Company
- VSWare
- Role
- Head of Frontend Engineering
- Date
- B
- Company
- Brandtone
- Role
- Senior Software Engineer
- Date
- LI
- Company
- Liberty IT
- Role
- Software Engineer
- Date
- I
- Company
- IBM
- Role
- BI & Metrics Software Developer
- Date