Creating
AI Mixed Sacred and Commercial Designs in Her Beadwork Handout
A beadwork instructor let AI draft a six-page beginner handout. Page four made her stop class and reconsider what a pattern needs to carry with it.
Devin Osei · 7 min read
Narrator, Creating and Learning
Devin Osei
Follows makers, students, and teachers working next to generative tools.
Devin writes about craft: what it means to make something by hand when a model can approximate it in seconds, and what school looks like when the answer is always available. He is curious rather than alarmed, and he takes both the tools and the people seriously.
Stories by Devin
Learning
She Drove 84 Miles to Use AI for One Science Assignment
A cloud-based study tool helped Lena challenge her own science explanation. Reaching it took three round trips, a parent’s car, and $39.40 recorded in her lab notebook.
Devin Osei · 7 min read
Creating
A Client Sent Her an AI Image in Her Own Style to Copy
The reference looked like her work, down to a habit she had spent years correcting. The client had generated it from six portfolio images and wanted a finished illustration for $2,400.
Devin Osei · 7 min read
Learning
Her AI Nursing Simulator Missed Symptoms on Dark Skin
She earned high scores treating virtual patients. In clinical training, a patient’s dark skin exposed what the adaptive simulator had taught her to overlook.
Devin Osei · 7 min read
Creating
Background Actors Got $180. The Release Covered Future Films
A low-budget producer found broad scan rights tucked into paperwork for a one-scene job. The signatures were there. The room around them made consent harder to read.
Devin Osei · 7 min read
Creating
AI Gave a Beadwork Student Sacred Patterns. She Stopped.
A non-Indigenous hobbyist wanted color ideas for a beadwork project. The generated pattern sheet crossed cultural boundaries she had not known to look for.
Devin Osei · 8 min read
Creating
Her Licensed Synthetic Voice Took the Audiobook Job She Wanted
A narrator recorded a voice model for accessibility samples. Eleven months later, a client chose that same synthetic voice to read a full book for a fraction of her fee.
Devin Osei · 8 min read
Creating
AI Mangled 186 Lines. A Deaf Troupe Rebuilt the Captions.
A small Deaf theater troupe wanted faster live captions. After the software spoiled jokes and rushed quiet scenes, performers gave a human operator the final call.
Devin Osei · 7 min read
Learning
A Tribal Language Class Wrote a Do-Not-Upload List First
Students wanted chatbot practice between weekly lessons. Their class spent eleven weeks deciding which words, stories, and voices no tool should receive.
Devin Osei · 8 min read
Learning
AI Softened Every Disagreement in Her Child’s IEP Summary
A six-page automated summary turned denied support and an unresolved safety concern into calm consensus. The parent’s approved recording told a different story.
Devin Osei · 7 min read
Learning
A Prison Student Logged 43 Errors From an Offline AI
The approved writing assistant could polish a paragraph, but it could not check current sources. One notebook forced a prison education program to reconsider what digital literacy meant.
Devin Osei · 8 min read
Learning
A Tribal Language Class Made a Do-Not-Type List Before Using AI
A teacher wanted AI to generate practice dialogues. The class first spent six meetings deciding which everyday phrases could enter the tool and which community-held words would stay out.
Devin Osei · 7 min read
Creating
A Studio Drummer Lost 53 Demo Gigs. The Credits Said Nothing
His demo bookings fell from 74 to 21 in a year. Artists still released songs with drums, but the album notes rarely showed how those parts were made.
Devin Osei · 7 min read
Learning
A Detector Said 90% AI. Her Draft History Cleared Her
The essay took 12 days to write and three weeks to defend. A version history with 47 saved entries did what the detector could not: show the work unfolding.
Devin Osei · 8 min read
Learning
After 18 AI Disputes, a Teacher Stopped Assigning Essays
A high school teacher logged every disputed essay and every accusation about his own feedback. By winter, the notebook had changed how his students showed what they knew.
Devin Osei · 7 min read