Real AI agent use cases, with sources and setup prompts

Vibe-code a research workspace for finding and reading papers

A team vibe coded Gewu Insight, a workspace for finding, organizing and reading research papers with support for AI assistants.

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Source

@lykong92 on X · 2026-10-17

Written in our own words. Credit to the original author. Link checked 2026-10-18.

What they did

A team vibe coded Gewu Insight, a workspace for finding, organizing and reading research papers with support for AI assistants.

Result (as claimed)

Live and free to try.

Tools they used

AI coding agent

Cost: Pricing depends on the tools you pick; check each official pricing page.

Set it up

  1. Gather your sources

    Collect the papers, notes, links or files you want to work from in one place.

  2. Load them into the tool

    Open AI coding agent and add your sources. Keep the original files so you can check claims later.

  3. Ask focused questions

    Ask for summaries, comparisons or connections with citations to the source passages.

  4. Verify and save

    Spot check claims against the sources, then save the output as notes you can reuse.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: Vibe-code a research workspace for finding and reading papers
What the original author did: A team vibe coded Gewu Insight, a workspace for finding, organizing and reading research papers with support for AI assistants.
Reported result (as claimed by the author): Live and free to try.
Source: https://x.com/lykong92/status/2111495534234247554
Tools they used: AI coding agent
Category: Research & learning

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

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Guides for this use case

How to vibe code an app with Claude Code

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