Blog
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How I started exploring AI Agents by building a small Jira-based Delivery Assistant with Qwen3, Ollama and a simple tool-calling runtime. Why I started this Everyone is talking about AI. Everyone is using AI. But I wanted to answer a more practical question: How can AI actually help from a Delivery perspective? My background is…

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In software delivery, one of the most expensive mistakes a business can make is demanding a precise estimate for a massive project before a single line of code is written. There is a well-known concept in project management formalized by Steve McConnell: The Cone of Uncertainty. It proves a simple mathematical reality – at the…

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In tech, holding onto the past can sometimes block the path to future growth. Today, I am officially closing a chapter that spanned a decade and a half, consolidating my digital footprint into a single professional space. If you arrived at this page after typing limout.com into your browser, you likely remember me as the founder of Limout…
