Real AI agent use cases, with sources and setup prompts

Draft a cited literature review from real papers with a research agent

Yila works like a coding agent for research: it pulls real papers from OpenAlex, PubMed, arXiv and Wanfang through scoping, search, reading and drafting.

See pricing page10 minBeginnerSource linked

Source

blacktechnology on Hacker News · 2026-10-19 · Project link

Written in our own words. Credit to the original author. Link checked 2026-10-23.

What they did

Yila works like a coding agent for research: it pulls real papers from OpenAlex, PubMed, arXiv and Wanfang through scoping, search, reading and drafting.

Result (as claimed)

It produces cited reviews, annotated PDFs and posters.

Tools they used

YilaOpenAlexPubMedarXiv

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 Yila, OpenAlex, PubMed, arXiv 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: Draft a cited literature review from real papers with a research agent
What the original author did: Yila works like a coding agent for research: it pulls real papers from OpenAlex, PubMed, arXiv and Wanfang through scoping, search, reading and drafting.
Reported result (as claimed by the author): It produces cited reviews, annotated PDFs and posters.
Source: https://news.ycombinator.com/item?id=50148356
Tools they used: Yila, OpenAlex, PubMed, arXiv
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 use AI agents for research and science

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