import {
  ProjectCategory,
  ProjectContent,
  ProjectInterface,
  ProjectStatus,
} from '@/lib/types'

const content: ProjectContent = {
  en: {
    tldr: 'ZKML (Zero-Knowledge Machine Learning) leverages zero-knowledge proofs for privacy-preserving machine learning, enabling model and data privacy with transparent verification.',
    description:
      'ZKML is a solution that combines the power of zero-knowledge proofs (ZKPs) and machine learning to address the privacy concerns in traditional machine learning. It provides a platform for machine learning developers to convert their TensorFlow Keras models into ZK-compatible versions, ensuring model privacy, data privacy, and transparent verification. ZKML can be used to verify if a specific machine learning model was used to generate a particular piece of content, without revealing the input or the model used. It has potential use cases in on-chain biometric authentication, private data marketplace, proprietary ML model sharing, and AIGC NFTs.',
  },
}

export const zkml: ProjectInterface = {
  id: 'zkml',
  projectStatus: ProjectStatus.INACTIVE,
  category: ProjectCategory.RESEARCH,
  section: 'pse',
  image: 'zkml.png',
  name: 'ZKML',
  content,
  links: {
    github: 'https://github.com/socathie/circomlib-ml',
  },
  tags: {
    keywords: ['Anonymity/privacy', 'Scaling'],
    themes: ['research'],
    types: ['Proof of concept', 'Infrastructure/protocol'],
    builtWith: ['circom', 'halo2', 'nova'],
  },
}