Complete resultmathematics · optimization
Point convergence of Nesterov accelerated gradient
GPT-5 suggested a useful restructuring during a multi-session collaboration; Ernest Ryu recognized the key structure, corrected errors, and developed the complete proof with Uijeong Jang.
Editorial context
What happened
The interaction reportedly lasted about twelve hours over three days. This record is a useful counterweight to one-shot narratives: researcher judgment selected and repaired a promising but initially incorrect model idea.
Keep in view
No complete transcript was located; the model made many incorrect suggestions and did not assemble the final proof autonomously.
Chronology
Timeline
First public accountdisclosure · day date
Preprint postedpreprint · day date
Trust boundaries
Validation
Human authors checked and wrote the mathematical proof.
System
AI and tools
- GPT-5
People
Human contributors
- Uijeong Jang
- Ernest K. Ryu
Organizations
Affiliations
- UCLA
- OpenAI
Primary materials