Bring transparency
to written work.
AI detectors are unreliable. Professors are skeptical. Honest work gets questioned. okay human changes that. One stamp shows what went into the work.
For Students
You did the work.
Now you can show it.
AI detectors can flag honest writing, and you've had no way to prove otherwise. okay humanunderstands your effort as you write. Not your words. Just click “stamp” to prove your effort.
Stop defending your work.
Start proving it.
Stop surveilling.
Stop guessing.
Give students agency.
For Faculty
You didn't sign up to police AI use.
AI detectors are fallible. They can mistakenly flag human writing as AI and are easily fooled. Confronting students is unpleasant, for you and the student. It wastes time and erodes trust. With okay human, students write and stamp their work. You see what went into it so there's no guessing and no awkward conversations.
For Institutions
When students let AI do the work, your credential pays the price.
AI makes it easy for students to appear accomplished in a topic. But when they join the workforce, their skills fall short. The credential you conferred means less. But honor codes can't prevent it and detection can't catch it.
However students can show the work they put in if you give them the tool to do it. Submissions get stamped. Writing remains a learning process.
Students own their learning.
Faculty see the work.
Protect the weight of your credential.
I learned that the best meals take time to make when I was a kid in my grandmother's kitchen. The sofrito alone took forty minutes to stir, and her arroz con pollo took three hours. She never took any measurements. She would taste, change, and taste again. I asked her how she knew it was ready, and she said you stop when it tells you something true. Every time I sat down to write this essay, I thought about it. The first draft is never the one that counts.
Throughout my academic journey, I have consistently demonstrated a passion for learning and a commitment to excellence. Junior year I enrolled in AP Government and it changed what I wanted to study. My experiences have shaped me into a well-rounded individual who is prepared to contribute meaningfully to your institution's vibrant academic community.
Admissions
The essay should reveal the person. Now they all read alike.
Admissions essays are high-stakes and deeply personal. They are also trivially easy to generate. Officers reviewing thousands of applications have no way to tell which essays took weeks and which took minutes. The stamp travels with the submission and shows the difference.
Research & Peer Review
Peer review depends on peers actually reviewing the paper.
A 2025 analysis found roughly 21% of peer reviews at ICLR were fully AI-generated. When reviews are generated, the integrity of the scientific process is compromised. Publishers have tightened policies, but detection is the wrong tool for the job.
okay human lets reviews carry evidence of thoughtful engagement. The effort behind the peer review process becomes visible without exposing the content.
The framing in Section 2 conflates two distinct failure modes. The cascade analysis assumes uniform propagation, but Figure 3 shows the opposite — failures cluster at boundary nodes. I'd rerun with stratified sampling.
Interesting approach. The ablation in 4.3 is convincing but I'm not sure the baseline comparison is fair — the authors should include the 2024 variant from Chen et al. which uses a similar attention mask. Minor revision.
This paper presents a comprehensive and well-structured analysis of the proposed methodology. The theoretical framework is sound and the experimental design is rigorous. I recommend acceptance with minor revisions.
Writing is thinking.
The okay human stamp shows it happened.
From essays to peer reviews, student effort becomes visible.