Human Judgement Agent
Understand The Review Before Sharing A Situation.
A Person Should Be Able To Understand An AI-Assisted Review Before Deciding What To Share. Re Culture™ Makes The Purpose, Evidence Limits And Data Journey Visible Before Asking For Participation.
Limited Public Pilot
The Human Judgement Agent Is Deployed For Limited Testing. Wider Release Readiness And Independent Validation Are Not Established. The Published Public Guidance Plugin Is A Separate Reading And Guidance Resource; The Steward Agent Remains Planned.
What The Review Helps You Examine
Describe A Fictional Or Redacted AI-Assisted Choice. The Review Helps Identify The Human Situation, Missing Evidence, Decision Authority And Responsible Follow-Up. It Does Not Grant Permission, Certify Compliance Or Make An Institutional Decision.
Read Before Taking Part
Two Fictional Editorial Illustrations Are Available In English And Arabic Without Sign-In Or A Personal Submission. They Explain The Approach; They Are Not Live Agent Results, Customer Cases Or Evidence Of Validated Outcomes.
Know Where Your Information Goes
Preparing A Brief Stays In Your Browser Tab. Starting A Review Sends Its Text Through The Pilot Site To OpenAI. The Review Database Stores Usage Metadata, Not Your Brief Or Response Text. The Owner Can Access Operational Usage Records Through The Hosting Account. Provider Processing And Retention Still Apply; Zero Retention And Complete Anonymity Are Not Claimed.
The Full Notice Explains Sign-In, Consent, Metadata Retention, Deletion And Unverified Hosting-Log And Backup Limits. The Review And Full Notice Open On A Separate Hosted Pilot Site. Read The Notice Before Submitting. Use Fictional Or Redacted Situations Only; Leave Out Names, Private Reflections And Credentials.
Choose Whether To Request A Review
Reading Requires No Sign-In. An AI Review Requires Adult Confirmation, ChatGPT Sign-In, Fresh Consent And An Available Shared Attempt. The Initial Pilot Has Five Shared Attempts In Total, With One Attempt Per Account While Its Usage Record Is Retained. Failed Attempts Count; The Allowance Does Not Automatically Refill. When Reviews Are Paused Or The Allowance Is Used, The Introduction And Illustrations Remain Available.
Participation Remains Optional
You Do Not Need To Test The Agent Or Share A Personal Situation To Read This Work. If You Choose To Send Feedback, Describe Only Whether The Instructions And Result Were Clear. Do Not Send Private Case Details Or Credentials.
Mazhar Ul Haq Remains Founder, Owner, Publisher And Final Human Authority. AI May Extend Capacity; It Must Never Replace Human Judgement.