Intelligent Security Protocol Layer (AI + Blockchain Fusion Core)

Vision: AI is not just running, but also needs to be controlled, trustworthy, and explain able. TGC pioneered the smart security protocol layer, which directly writes "human value + compliance logic" into the on-chain smart contract to ensure that AI behavior operates under verifiable rules.

By encapsulating AI behavior rules into smart contracts: contract AI_Behavior_Limiter { address public controller;

mapping(address => bool) public verifiedModels; modifier onlyVerified() {

require(verifiedModels[msg.sender], "Unverified AI model"); _;

} function registerModel(address aiModel) external { //Controller logic review must be passed to join verifiedModels[aiModel] = true;

} function executeAction(string calldata action) external onlyVerified { //Only allowed through the behavior whitelist list require(isPermitted(action), "Action not allowed"); emit ActionExecuted(msg.sender, action);

} function isPermitted(string memory action) internal view returns (bool) { //Can be replaced with ZK to determine the legitimacy of the behavior return keccak256(abi.encodePacked(action)) != keccak256("harm");

} }

1. Behavior Verification: ZKP Zero Knowledge Proof Mechanism Ensure that AI logic can be verified when making key decisions, but internal parameters are not exposed: Use mainstream ZKP systems such as Groth16/Halo2 Submit AI output to the verification layer in ZK-SNARK format Contract nodes only verify proofs and do not obtain model parameters

2. Ethics injection module TGC embeds ethical frameworks (such as principles such as human priority and non-harm) into the AI model control logic to form a chain-level behavioral norms audit system: Model behavior library (AI behavior description) Value judgment system (bias control/discrimination detection) DAO arbitration logic layer to resolve "grey decision-making power" disputes