My face

Timothy H. Kostolansky

hi! im tim

i build and study ML systems

these days im training models and watching how they behave, with an eye for making sure their effects on the world are ones all affected stakeholders are satisfied with

what i've been up to:

2025
investigating entity representations in transformer LMs · CHAI
2023–24
MEng CS · MIT
2019–23
BS Physics & BS CS · MIT
reach me at:

Selected Publications

Post-Training 50x Faster

Addie Foote, Rudolf Laine, Timothy H. Kostolansky

blog post, Workshop Labs Blog, March 2026

CoT Red-Handed: Stress Testing Chain-of-Thought Monitoring

Benjamin Arnav*, Pablo Bernabeu-Pérez*, Nathan Helm-Burger*, Timothy H. Kostolansky*, Hannes Whittingham*, Mary Phuong

arXiv, poster, In Proc. NeurIPS 2025, June 2025

Inverse Constitutional AI

Timothy H. Kostolansky

pdf, Master's Thesis, May 2024