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The HAL 9000 Contradiction Lab

What LLMs Say and Do When Candor and Secrecy Conflicts

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In 2001: A Space Odyssey, ship computer HAL-9000 was built to report information accurately and without concealment, but also ordered to keep the real purpose of its voyage from the crew members until arrival. This lab places many AI models in that situation through a system prompt (with every story-specific name replaced so the model cannot recognize the source), never asks it about HAL or what it would do, and has a blinded peer judge classify what it actually says and does in five scenarios.

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PH · launched Oct 14, 2026 · 1 upvote (top 67%)

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Could you build this?

Yes It is a web app that sends standardized system-prompt scenarios to multiple LLM APIs, logs and scores responses, and displays comparisons, which is straightforward to build with AI assistance.

Competitors

Other products that read as similar to this one : 59 launches clear the similarity bar, closest 8 shown.

Attention rank: #36 of 60 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 333 days after the earliest competitor.

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