Keeping DeepSeek prompts in a library instead of old chat threads
<p>When a prompt finally works well in DeepSeek, I used to leave it buried in an old chat. The next time I needed the same pattern — a writing rewrite, a coding task, or a creative brief — I would scr
Pengliang Li
When a prompt finally works well in DeepSeek, I used to leave it buried in an old chat. The next time I needed the same pattern — a writing rewrite, a coding task, or a creative brief — I would scroll, copy fragments, and slightly change the wording without remembering why the original worked.
The loop I use now looks like this:
- Start from a ready-made template that is already close to the task, instead of a blank prompt.
- Adjust the constraints in a management workspace so the prompt is reusable, not tied to one conversation.
- Run the wording through a prompt optimizer when the output is close but inconsistent.
- Keep the saved version somewhere I can open quickly, including from the browser.
I have been using DeepSeek Prompt for this. It is a prompt library and management platform built around DeepSeek, with templates for writing, programming, and creative work, an AI prompt optimizer, and a Chrome extension for faster reuse. The template library can be browsed for free. It will not invent a perfect prompt for every task, but it is much easier than reconstructing a good one from chat history.
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Pengliang Li
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