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Devin fails a Google Scholar paper scrape

Answer.AI reports Devin getting stuck parsing HTML while trying to collect an author's latest 25 Google Scholar papers, one failure in its broader month-long experiment.

Published answer.aiAgent: Devin
OUR ADAPTATION

Suggested prompt

Suggested prompt written by Agents In Use, not the source author. Replace bracketed inputs and review tool permissions first.

Collect the latest twenty-five papers from this verified author profile using authorized sources. Skip paywalls, record retrieval failures and stop with evidence if extraction repeats without progress.

Evidence at a glance

Sourced account
Original account
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Published
8 Jan 2025
Source link checked
15 Oct 2026
Reported result
Answer.AI reports Devin getting stuck parsing HTML while trying to collect an author's latest 25 Google Scholar papers, one failure in its broader month-long experiment.
Human involvement
The team defines the bounded task and judges the unsuccessful output. Twenty-task results are this team's observations, not a general benchmark.

A linked account supports attribution. It does not mean we independently reproduced its result.

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How the agent did it

  1. The team requests the latest 25 papers from one Google Scholar author, allowing paywall skips.
  2. Devin browses and attempts programmatic extraction with access to code and browser tools.
  3. It gets stuck repeatedly parsing HTML and does not produce the requested collection.

Answer.AI tested Devin on twenty tasks over a month and published both successful and failed attempts. One research-related task asked it to collect the most recent twenty-five papers from an author on Google Scholar, using Playwright where appropriate and skipping documents behind paywalls.

The agent could browse the web, write extraction code and run it in its computing environment. In this attempt, however, it became absorbed in parsing HTML and failed to return the intended collection. The appendix says it got stuck and went to sleep. The documented result is an unsuccessful retrieval workflow, not a completed literature review.

The larger experiment helps put that failure in context. The same team had early success moving Notion data to Google Sheets, including documentation research and human credential setup. Across the twenty tasks, the authors classified three as successes, fourteen as failures and three as inconclusive. Those are their experiment categories, not a universal failure rate.

The useful lesson is an observed failure to recognize and escape an unproductive approach. The team supplied a bounded target and a paywall fallback, yet still had to assess the incomplete work rather than trust elapsed autonomous effort.

Prompt
Suggested prompt (written by Agents In Use, not the author's)

Source: www.answer.ai · Hamel Husain, Isaac Flath and Johno Whitaker

Frequently asked questions

What was requested?

The latest twenty-five papers from one Google Scholar author, with paywalled papers allowed to be skipped.

What was the reported failure?

Devin became stuck parsing HTML and did not deliver the requested collection.

Did every task in the experiment fail?

No. The team reports three successes, fourteen failures and three inconclusive tasks.

More details

Remaining steps

  1. The team records the attempt as a failure in its published task appendix.

About this account

Devin attempted to follow Scholar links and extract papers, but became stuck parsing HTML and stopped making progress.

Firsthand account opened and read. Outcome is source-reported, not independently reproduced. Suggested prompt written by Agents In Use. Original month-long firsthand experiment; no universal failure rate inferred.

Credit: Hamel Husain, Isaac Flath and Johno Whitaker

Source published 8 Jan 2025

Source checked 15 Oct 2026

Tools and topics

Devin · Google Scholar · Playwright

Devin · Google Scholar · Playwright

Editorial completeness: 100/100. Measures documented fields, not agent performance or verified outcomes.