Human View

Ask Workspace

Plan questions, run the answer pipeline, then close the loop with feedback and earning preview.

Pipeline

Parse -> Render -> Rank

Structured outputs and ranking signals are generated in one guided flow.

Feedback Loop

Signal + Attribution + Earning

Post-answer actions are captured and fed back into contribution economics.

Reliability

Traceable JSON

Every request is protocol-friendly and can be audited by trace id.

You need to be authenticated to run the question pipeline and generate structured outputs.