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AI Guardian - Safeguarding OnChain

AI Guardian - Safeguarding OnChain

Securing Content Integrity: On-Chain Deepfake Detection & Originality Verification for Social Media

Created on 6th October 2024

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AI Guardian - Safeguarding OnChain

AI Guardian - Safeguarding OnChain

Securing Content Integrity: On-Chain Deepfake Detection & Originality Verification for Social Media

The problem AI Guardian - Safeguarding OnChain solves

THE WHY?

In today's digital age, deepfake images and videos present a significant threat to both personal and public integrity. These highly sophisticated AI-generated media can depict individuals in scenarios they have never been involved in, leading to potential reputational damage, false accusations, and even legal issues. This creates a critical need for a robust, transparent, and tamper-proof solution to identify and flag deepfakes before they cause irreparable harm.

Key challenges:

-Deepfake Threats to Integrity: Individualsโ€™ reputations can be irreparably damaged by false media that show them doing things they have never done.
-Lack of Trust in Media: As deepfakes grow more convincing, it becomes increasingly difficult to trust visual media, raising concerns about the validity of content.
-Image Theft and Unauthorized Usage: Content creators often face issues with image theft, where their original content is reposted without permission.
-Complex Reporting Process: Existing mechanisms for reporting deepfakes and unoriginal content are slow and prone to errors, further complicating the fight against misinformation.

UNIQUE VALUE PROPOSITION

The unique combination of on-chain AI-powered deepfake detection and originality verification ensures that:
-Personal Integrity is Protected: Deepfake detection allows individuals to safeguard their reputation through tagging manipulated images in real-time.
-Sybil Resistance: World ID verification prevents Sybil attacks, where a user creates multiple fake identities. This ensures that a single verified individual cannot create multiple accounts to upload misleading content.
-Transparency is Guaranteed: Once deepfake or originality checks are performed, the results are stored immutably on the blockchain, providing an unalterable record.
-Cross-Chain Compatibility: The toolkit operates across and supports all EVM blockchains

Challenges we ran into

We struggled with finding how to fully decentralise our data model, and when we finally did find the way moving forward - which is to use ICP canisters to host and run our models, we weren't able to upload it. After hours of trying, we finally managed to.

We also faced challenges in doing research and ideation. We always wanted to think of something that can make a real impact to the real world, we kept rethinking problem statements, and try to leverage our understanding of Artificial Intelligence, as most of us are currently studying Computer Science with AI. We burnt through at least 5 different ideas and scratched them down.

The most obvious challenge we went into was time constraint, it was extremely difficult for us to complete an MVP, with full stack functionality and we even had to host an AI model on the internet computer blockchain. Sleepless nights and two-dozen cans of redbulls were sacrificed.

It was a fun experience nonetheless, we each had our strengths and weaknesses but had to work together to squeeze everything we're able to into this project.

Tracks Applied (8)

๐Ÿš€ย Deploy on Scroll (Pool prize)

We successfully deployed our contract on scroll:
Scroll

Scroll

๐Ÿ—๏ธย Best Community Application on Scroll

We believe that our project is important for the community as it protects everyone from bots, deepfake attacks, and ensu...Read More
Scroll

Scroll

Build on Manta

We successfully deployed our smart contract on Manta
Manta Network

Manta Network

๐Ÿš€ ICP-Ethereum Chain Fusion Challenge: Bridging DeFi Worlds ๐ŸŒ‰

We used ICP's canisters to host our models and used dfx libraries to connect to our frontend. Our solidity code for stor...Read More
Internet Computer

Internet Computer

๐Ÿ†” Best Use of World ID

World ID is an integral part of our project, as it is the primary verification method for signing in.
Worldcoin

Worldcoin

๐Ÿ–ผ๏ธ Most Creative Use Case

We believe worldcoin can be used as a currency of reward for users who flag those who are unoriginal and inauthentic.
Worldcoin

Worldcoin

๐Ÿ‘ Best Public Goods Use Case

We believe that our project is important for the community as it protects everyone from bots, deepfake attacks, and ensu...Read More
Worldcoin

Worldcoin

๐ŸŠ Pool Prize

We successfully integrated Worldcoin in our login page, users will have to be a orb-verified user to be able to use the ...Read More
Worldcoin

Worldcoin

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