Decentralised Data Labelling

At Timeworx.io, the approach to data labelling is set to be distinctly different, ethical and innovative. The focus is on decentralising the system to create a financial model where prices are dictated by the market, not by the platform. This shift ensures that prices are transparent and public. While it doesn't necessarily guarantee higher earnings for everyone, it does promise more transparency for all participants in the process.

Moreover, we aim to transform data labelling into a fun and engaging activity that people can enjoy and earn from in their spare time. The goal is to reach larger communities, educating them about data labelling, its implications, and how it contributes to AI development. This approach is designed to reduce friction and lower barriers to entry, thereby attracting a more diverse group of people. This diversity is key to reducing bias and increasing fairness in AI.

The main user interface for Human Agents is our native mobile application, available on both Android and iOS. The main complexity of the app resides in the capability of “translating” complex data processing tasks into a set of clear and actionable operations that users have to perform in a simple and intuitive user interface. Thus, the mobile application represents the entry point for Human Agents in joining the decentralised data processing protocol.

Whenever data processing pipelines are activated, the generated Tasks are distributed to our scalable crowdsource of Human Agents, which are responsible for solving them in exchange for a TIX reward. Agents, in turn, can choose to process tasks based on the offered price, complexity, and their personal preferences or expertise. Upon completion, the outputs are proposed to enter a Consensus round. The outcome of the Consensus round is delivered back to the platform, and it also determines the performance of each Human Agent which is further stored as an on-chain proof.