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MaskLLM
public archive for AI hallucinations & reasoning failures
MaskLLM is a community-maintained archive of documented AI failure modes: hallucinations, reasoning collapses, sycophantic reversals, jailbreaks, and more. Submissions are structured for dataset export, interpretability research, and red-team review.
Building with AI today feels a bit like flying without instruments.
Models hallucinate.
Agents fail silently.
Benchmarks rarely reflect real-world behavior.
That’s why we built MaskLLM — a community-driven platform to document, analyze, and understand how AI systems actually fail in the wild.
Think:
• AI hallucination reports
• Failure case timelines
• Prompt + output breakdowns
• Interpretability-focused discussions
• A growing public memory for AI reliability
Our goal is simple:
Make AI systems more understandable, trustworthy, and accountable — one failure report at a time.
Would love your feedback, criticism, weird edge cases, and contributions ❤️
Launching today on Product Hunt 🚀
About MaskLLM on Product Hunt
“public archive for AI hallucinations & reasoning failures”
MaskLLM was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #89 on the daily leaderboard. MaskLLM is a community-maintained archive of documented AI failure modes: hallucinations, reasoning collapses, sycophantic reversals, jailbreaks, and more. Submissions are structured for dataset export, interpretability research, and red-team review.
On the analytics side, MaskLLM competes within Social Network, Artificial Intelligence and Tech — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how MaskLLM performed against the three products that launched closest to it on the same day.
Who hunted MaskLLM?
MaskLLM was hunted by nitro. 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 MaskLLM including community comment highlights and product details, visit the product overview.
nitro