



- Labeling tool and Reviewing tool share the same layout. The only difference is the action.
- Left-right layout: The left area displays the raw data, the right is for questions.
- The user can adjust the width of left or right area.
- The labeling tool operates in full-screen mode to help users focus on tasks and maximize screen efficiency.
- Show key information like name, skill requirements to speed up making decision.
- Emphasize key metrics, like est earnings, left datapoints.
- Most task card use left-right layout. The left is for basic info, the right is for metrics and CTA.
- Enable data revision permission for labelers.
- Establish a multi-role fairness rule framework (including minimum accuracy requirement, daily workload quotas, majority voting mechanisms, honeypot detection systems, etc).
- Educate labelers with instructions, good / bad examples before start labeling.


Focusing on the feasibility of the MVP stage, the first step is to identify and prioritize the critical design resources required, primarily the design system and visual support, and define corresponding strategies for each.
At the design system level, a mature open-source system such as Ant Design is adopted in the early stage to ensure usability, consistency, and rapid UI delivery. Once the brand design language becomes clearer, the design system can be iterated and visually customized to align with the established brand identity.
At the brand and visual level, professional work should be handled by dedicated professionals. After aligning on design direction with the Design Lead or relevant stakeholders, recruitment for UI and visual design roles is initiated to gradually strengthen brand and visual capabilities.
In addition, given that product processes are still being refined, designers need to continuously clarify design boundaries and responsibility scopes, maintaining focus on stage-specific goals and avoiding misalignment caused by overextension beyond their role.
