Hej! I'm .
I'm a dad, husband, perpetual tinkerer, and technology leader. As a consultant and CTO of Toshl Finance I build solutions that matter and last, all while exploring the endless possibilities of tech.
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Recent posts
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The AI Fixer
When LLMs code unattended, they create beautiful disasters in record time. Enter the AI Winston Wolfs — specialized fixers who understand that more code means more bugs, and that someone will eventually have to be brought in to cleanup the crime scene.
AI Fixer Vibe Coding LLM AI
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Jack of All Trades, Master of None, Conductor of Many
While traditional wisdom favored deep specialists, LLMs are democratizing specialized knowledge. The new superpower isn't knowing everything about React or Kubernetes—it's knowing enough about many domains to effectively prompt, validate, and synthesize AI outputs across them.
Expert Generalist AI Vibe Coding Claude Code LLM
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Vibe Coding
We went from debugging our own mistakes to debugging AI-generated code we barely understand, and somehow we're calling this progress. Welcome to vibe coding.
AI Vibe Coding Claude Code LLM
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iOS12 Password AutoFill heuristics
Despite setting everything correctly, iOS would not show the correct login/signup suggestions. Turns out Apple is using heuristics to determine what to show to the user.
ios password autofill heuristics
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