
Nick Heiner is the Head of RL Environments at Surge AI, the post-training company founded and bootstrapped to $1B in revenue by CEO Edwin Chen, where he works directly with top labs to help shape frontier models.
Using publicly available information we constructed an analysis to help you get a feel for this speaker before deciding to attend their session.
Nick Heiner leads RL environment development at Surge AI — described as the largest post-training data and evals provider to frontier labs — and brings practitioner insight into why even top models fail ~40% of real-world business tasks. His session offers ground-truth data on model capability gaps from someone running evaluations at scale.