ChatGPT App That Solves LLM Randomness Problem No One Talks About
Solve the LLM randomness problem with cryptographically secure entropy. Fair giveaways, random number generation, and unbiased selections for ChatGPT.
ChatGPT App That Solves LLM Randomness Problem No One Talks About launched on December 5, 2025 with 8 votes, #1,039 of 11,628 launches that month and more than 75% of that year's launches.
What it does
LLMs are deterministic engines. They can't roll a fair die or pick a winner without bias. We built the solution that injects cryptographically secure randomness directly into your ChatGPT chats. > User: "Give me a random number" > App: Calls secure entropy source... > Result: Truly random output. Computers are deterministic machines. LLMs like ChatGPT predict the next most likely token based on training data. They fail the two core requirements of randomness. We tested hundreds of "random" requests. ChatGPT overwhelmingly chooses numbers like 47, 81, or 82. This isn't luck—it's statistical bias from human text data. For a draw to be fair, every participant needs an exactly equal…from random-app.keenethics-labs.com
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