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 evidenceExternal evidence request
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
An AI/ML engineer, mentor, or advanced student who can inspect the tool-calling loop.
Submit public evidenceconfirmed_external_users
Someone who can open the demo or quickstart and confirm the observed result.
Submit public evidenceexternal_feedback_items
A peer, recruiter, or classmate who can open the public demo and leave one specific note.
Submit public evidenceDo 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.