papers 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 ʕ•̫͡•ʕ•̫͡•ʔ•̫͡•ʔ•̫͡•ʕ•̫͡•ʔ•̫͡•ʕ•̫͡•ʕ•̫͡•ʔ•̫͡•ʔ•̫͡•ʕ•̫͡•ʔ•̫͡•ʔ posts Post-Training 50x Faster Addie Foote, Rudolf Laine, Timothy H. Kostolansky blog post · Workshop Labs Blog, March 2026 Iterative Interactive Inverse Constitutional AI (I^3CAI) Timothy H. Kostolansky*, Julian Manyika* pdf · Class Project, May 2024 RL-Augmented Action Spaces in MsPacman Timothy H. Kostolansky*, Julian Yocum* pdf · Class Project, May 2024 The Effect of Activation Functions On Superposition in Toy Models Timothy H. Kostolansky*, Vedang Lad* blog post · Blog Post, December 2023 ʕ•̫͡•ʕ•̫͡•ʔ•̫͡•ʔ•̫͡•ʕ•̫͡•ʔ•̫͡•ʕ•̫͡•ʕ•̫͡•ʔ•̫͡•ʔ•̫͡•ʕ•̫͡•ʔ•̫͡•ʔ personal i will write at tim.bearblog.dev