August 2026
Good and bad behavior on the Agentic Internet
Bot mitigation is shifting from point-in-time risk scoring to continuous trust evaluation — and you can simulate how your own cursor movements would be assessed.
Jin‑Hee Lee
Maker of music and things.
Songwriter
wonderfulApril 2026
a chapter's fineJanuary 2025
Jin-Hee is a singer-songwriter who writes in the folksy-pop space, playing piano and guitar. Her songs range from diary entry to figurative verse to stream of consciousness.
Opera
Jin-Hee is a Korean-American coloratura soprano pursuing her Master's degree in Classical Voice at the Manhattan School of Music. She has been praised for her "melancholic-but-passionate" performance, navigating "high-pitched melodies." Jin-Hee's past engagements include Susanna in Le nozze di Figaro, Johanna in Sweeney Todd, and Soprano Soloist in Mozart's Coronation Mass.
Opera-specific website coming soon!
Product
As a Product Manager at Cloudflare (08/2024–08/2026) working on Agent Identity and Attribution, I built classifications and controls that empower website owners to protect their content while staying discoverable on the evolving Internet. Read more about my work on bots and agents below:
- July 2026Crawler insights for business development
- July 2026Your site, your rules: mitigating AI traffic
- March 2026Fraud prevention with Account Abuse Protection
- September 2025Per-customer bot defenses against AI-driven scraping
- August 2025Cryptographically recognizing agent traffic
- July 2025Blocking AI training on monetized content
- July 2025Patching a critical SharePoint CVE
- September 2022API endpoint management
Research
During my graduate studies in Computer Science at Stanford University (M.S., B.S., B.A. 2019–2024), I worked with the Stanford Center for Responsible Quantum Technology, focusing on Human-Computer Interaction in the vast research domains of AI and quantum technology.
How quantum could change healthcareDecember 2024
Writing
Personal blog coming soon...
