I built an AI-augmented development pipeline that starts with a Telegram message on the toilet and ends with a merged, tested PR — no keyboard required. This post walks through five stages of evolution, from copy-pasting into ChatGPT like an animal to running a self-hosted ‘scrum team’ of LLM agents on a NAS in my living room. It’s not the shiniest setup, but it’s mine — and it works.

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