I'm currently Head of Risk & Policy at safetykit.com. See what I'm working on here, or contact me at benjamin [dot] guzovsky [at] gmail [dot] com!
LLMs Suck at Variance — Nov 2025
LLMs seem pretty smart, but they suck at seemingly basic tasks. Why?
The End of the Train-Test Split — Nov 2025
The train-test split does not work for classification tasks at the frontier of LLM capability.
Documentation for Prompts — Nov 2025
Prompts look like documentation, but they're deceptively complex. How can we document the choices that went into them?
"Capablanca Defeats Marshall's Attack" — Dec 2023
An exploration of historical time through three lenses and one chess player.
"Learning, Leveraged by Students" — Jan 2023
I spent high school staring out the window and waiting for lunch time. I felt like there was nothing I could change about school. This report is the culmination of my nationwide research on what students can change.
"Doorstops: Potential for more trusting schools" — Sept 2022
I am traveling across the country researching how trust is built, working to empower student voices.
Pakistan should be the flagship success of China’s economic aid and investment programs abroad. Instead, it casts doubts on the viability of a Chinese economic world order.
"Nothing escapes his keen analytical gaze... He has immersed himself in an incredible volume of seemingly-dry historical sources and not only wrestled them into a clear and well-structured piece of writing, but also condensed them into a pithy but substantial interpretive formula... articulated with flair."
– Natasha Wheatley, Princeton History Professor
"Bot Poetry: Engineering Randomness" — Nov 2020
I created a haiku-generating algorithm and argued that the future of great writing isn't human, computer, or computer-trying-to-emulate-human, it's human-computer collaboration.
Further Writing
I solo research, design, code, and scale apps to thousands of users.
fix.school
fathomcode.com
Next Gen Admit Slides
fix.school
loveisblob.com
10 minute break
fix.school
fix.school
promptoctopus.com
benguz.github.io/chess
fix.school
fix.school
allisonhartley.com
blog.benguzovsky.com/potential