External evidence request

Review Data Quality Agent in 5-12 minutes

Choose one public feedback path. A resume outcome counts only after a non-owner GitHub issue includes permission and no private data.

ai_engineer_review_items

I can review the agent architecture

An AI/ML engineer, mentor, or advanced student who can inspect the tool-calling loop.

Submit public evidence

confirmed_external_users

I can confirm I tried it

Someone who can open the demo or quickstart and confirm the observed result.

Submit public evidence

external_feedback_items

I only have 5 minutes

A peer, recruiter, or classmate who can open the public demo and leave one specific note.

Submit public evidence

Counting rule

Do not increase any outcome metric until a non-owner public GitHub issue includes permission, contains no private data, and passes the external reviewer evidence gate.

Success: One non-owner public GitHub issue with permission, no private data, and enough detail to pass the external reviewer evidence gate.

Published a one-page external review card routing reviewers to 3 public evidence paths and preserving zero user, feedback, AI-review, and star claims until a non-owner public issue passes the evidence gate.