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title: How Grumbles Helps | daily.dev
description: A blogger reflects on a year of using an AI assistant, nicknamed Grumbles, to help run his blog. He details where the AI helps (copy editing, research,...
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og:title: How Grumbles Helps | daily.dev
og:description: A blogger reflects on a year of using an AI assistant, nicknamed Grumbles, to help run his blog. He details where the AI helps (copy editing, research,...
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> ## Documentation Index
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# How Grumbles Helps

**[Rands in Repose](https://daily.dev/sources/randsinrepose)** · 4 min read · 0 upvotes · 0 comments

## Summary

A blogger reflects on a year of using an AI assistant, nicknamed Grumbles, to help run his blog. He details where the AI helps (copy editing, research, templates/CSS, blog features, bug fixes, publishing mechanics, analytics) versus where it doesn't (original writing, typefaces, images). He references Anthropic's recent move to watermark Claude-generated text and images as validation of a broader desire for transparency about AI involvement in creative work, and encourages readers to disclose their own AI usage via a footer link.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://randsinrepose.com/archives/how-grumbles-helps>

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---

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