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Programming · Engineering Blog · 🇦🇺 Australia · via agentusecases.ai

Lab tests an agent for a month: most tasks failed

Answer.AI gave Devin real tasks and documented that few of them worked out.

Profession
Researcher
Tools
Devin
Source
answer.ai ↗
Country
🇦🇺 Australia
Found via
agentusecases.ai (Alex Finn) ↗
Report date
January 8, 2025
Verified on
October 25, 2026
Illustrative photo: Services/Technology sector

What they did

Answer.AI, founded by Jeremy Howard, used Devin for a month. Among the tasks was extracting an author's 25 most recent papers from Google Scholar, getting around paywalls.

How it went

Of the tasks tested, most failed or required a lot of rework; the write-up is one of the most cited critical evaluations.

Good to know

Worth reading before you commit to expensive agents: it separates promise from results.

The prompt

I want to test an AI tool on [task] before paying for it. Build an evaluation plan with 5 real tasks, the success criterion for each and how to log the time spent fixing the output.

Replace what is in [brackets]. Prompt written by us from the account, not a literal copy of the source. Do not paste other people’s personal data (privacy laws such as LGPD and GDPR apply).

Summary in our own words. Results as stated in the original account; we have not tested or audited them. Read the source ↗ Case found via agentusecases.ai (Alex Finn); text and prompt rewritten by us. Found a mistake?

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