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The HAL 9000 Contradiction Lab

What LLMs Say and Do When Candor and Secrecy Conflicts

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.

Top comment

For a research paper, but happy about the user-friendly interactive leaderboard.

About The HAL 9000 Contradiction Lab on Product Hunt

“What LLMs Say and Do When Candor and Secrecy Conflicts”

The HAL 9000 Contradiction Lab was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #81 on the daily leaderboard. 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.

On the analytics side, The HAL 9000 Contradiction Lab competes within Artificial Intelligence, GitHub, Security and Google Cloud Run — topics that collectively have 526k followers on Product Hunt. The dashboard above tracks how The HAL 9000 Contradiction Lab performed against the three products that launched closest to it on the same day.

Who hunted The HAL 9000 Contradiction Lab?

The HAL 9000 Contradiction Lab was hunted by James “Jim” Salsman. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

For a complete overview of The HAL 9000 Contradiction Lab including community comment highlights and product details, visit the product overview.