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Investigate papers overnight with a bot research team

Grok Bot roles read new papers and extract claims, rerun analyses, and scan sources, working overnight to produce briefs.

Time saved
Not reported
Setup time
Not reported
Running cost
Not reported
Cost range
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Use case overview

Grok Bot roles read new papers and extract claims, rerun analyses, and scan sources, working overnight to produce briefs.

Reported experience

  1. What they did

    A shared brief set the objective, sources, deliverable, and deadline for five specialized Grok Bots. One bot per stage read new papers and extracted claims with sources and confidence notes, traced failed experiments and tested fixes, reran analyses and updated figures, scanned repositories for evidence, and compiled verified findings into a brief; each handoff listed completed and pending items. Sending, publishing, or spending required human approval.

  2. How it went

    The bots investigated, reproduced, analyzed, and drafted overnight while the user slept, with final authority held until morning approval.

Example prompts

Try with Grok Bot
Overnight, find new papers published this week on [research topic] from [sources such as arXiv or journals]. For each of the top [number], extract the main claims and note whether the methods look sound. Have my brief waiting for me by [time], with links to every source and a note on anything you could not verify.
Research & Knowledge

Analyze 170k LLM logs overnight

A user left a Gemini agent running overnight to analyze 170k LLM logs with the llm CLI and a free model, and it finished the job despite limits.

Gemini