Hard wiki (hardwikiorg)

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We’re exploring a cryptographic backbone for verifiable AI facts. Looking for researchers & ZK devs Litepaper here: https://www.hardwiki.org/litepaper

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from our litepaper -- what we're up to 🧵 Abstract Hard Wiki is a public, cryptographically‑secured ledger of machine‑verifiable knowledge (theorems, computations, and experimental results). Deployed on Base, Hard Wiki couples proof‑of‑personhood, financial staking, and zero‑knowledge verification so that claims are immutable, challengeable, and easily retrievable by LLMs and researchers alike. By aligning cryptographic proofs with economic incentives, Hard Wiki aims to become the canonical backbone for fact‑grounded AI, open science, and institutional due‑diligence.

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Introduction & Problem Statement LLMs excel at generating fluent text but often hallucinate facts, citations, and even entire proofs. In high‑stakes domains—healthcare, law, finance, aviation—this unreliability demands costly manual verification or carries unacceptable risk. Simultaneously, AI‑generated content is set to saturate the internet, collapsing the signal‑to‑noise ratio and burying vetted human knowledge under probabilistic output. Key Challenges Hallucinations & false citations LLM outputs must be re‑fact‑checked line‑by‑line, imposing heavy cognitive and financial overhead. Sybil‑vulnerable publication channels Existing wikis and journals rely on social trust; adversaries can cheaply create sock‑puppet identities and push misinformation.

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