This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
We built a deterministic AI operating system where correctness is enforced by the substrate — not hoped for from the model. The LLM is only the interface. Every claim is content-hashed, every verification is deterministic, and every output comes with a cryptographic receipt you can independently verify. CircaOS is the first production layer — a powerful, trustworthy LLM designed for high-stakes work where hallucinations are not an option. Truth isn’t emergent. It’s enforced.
Hey Product Hunt! 👋
Super excited to finally share CircaOS LLM with you.
We built a deterministic AI operating system where the model is only the interface. Correctness lives in the substrate: every claim is content-hashed, every verification is deterministic, and every output comes with a cryptographic receipt you can independently verify.
Stratum is our first production layer — a powerful, trustworthy LLM designed for people and teams who simply cannot afford hallucinations.
Truth isn’t emergent here. It’s enforced.
Would love your honest feedback, questions, and thoughts. This is just the beginning.
Thank you for checking it out! 🙏
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About We built something different. on Product Hunt
“LLM Hallucination ”
We built something different. was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #74 on the daily leaderboard. We built a deterministic AI operating system where correctness is enforced by the substrate — not hoped for from the model. The LLM is only the interface. Every claim is content-hashed, every verification is deterministic, and every output comes with a cryptographic receipt you can independently verify. CircaOS is the first production layer — a powerful, trustworthy LLM designed for high-stakes work where hallucinations are not an option. Truth isn’t emergent. It’s enforced.
We built something different. was featured in Productivity (656.7k followers), Fintech (47.3k followers) and Artificial Intelligence (474.3k followers) on Product Hunt. Together, these topics include over 274.8k products, making this a competitive space to launch in.
Who hunted We built something different.?
We built something different. was hunted by [email protected]. 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.
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