Real AI agent use cases, with sources and setup prompts

Use thousands of AI agents to find new leads in biological data

OpenAI describes running thousands of AI agents in parallel across complex biological datasets to surface new research leads for scientists to test.

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Source

raahelb on Hacker News · 2026-10-21 · Project link

Written in our own words. Credit to the original author. Link checked 2026-10-22.

What they did

OpenAI describes running thousands of AI agents in parallel across complex biological datasets to surface new research leads for scientists to test.

Result (as claimed)

New candidate findings at a scale no lab team could read by hand; 155 points on HN.

Tools they used

OpenAIAI agents

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 OpenAI, AI agents 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: Use thousands of AI agents to find new leads in biological data
What the original author did: OpenAI describes running thousands of AI agents in parallel across complex biological datasets to surface new research leads for scientists to test.
Reported result (as claimed by the author): New candidate findings at a scale no lab team could read by hand; 155 points on HN.
Source: https://news.ycombinator.com/item?id=50180752
Tools they used: OpenAI, AI agents
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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