Real AI agent use cases, with sources and setup prompts

Turn a book or folder of PDFs into a skill your agent answers from

RoundtableSpace shared book-to-skill: point it at a PDF and it extracts frameworks, decision rules and one file per chapter, so your agent reads the right chapter and answers from the text.

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Source

@RoundtableSpace on X · 2026-10-22

Written in our own words. Credit to the original author. Link checked 2026-10-24.

What they did

RoundtableSpace shared book-to-skill: point it at a PDF and it extracts frameworks, decision rules and one file per chapter, so your agent reads the right chapter and answers from the text.

Result (as claimed)

Uses 24 to 51 times fewer tokens than pasting the whole book.

Tools they used

Claude Code

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 Claude Code 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: Turn a book or folder of PDFs into a skill your agent answers from
What the original author did: RoundtableSpace shared book-to-skill: point it at a PDF and it extracts frameworks, decision rules and one file per chapter, so your agent reads the right chapter and answers from the text.
Reported result (as claimed by the author): Uses 24 to 51 times fewer tokens than pasting the whole book.
Source: https://x.com/RoundtableSpace/status/2113227616299942097
Tools they used: Claude Code
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 build an AI chatbot for your own documents · How to use Claude Code skills and plugins · How to build AI agents for SEO and ads · How to vibe code an app with Claude Code

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