Architecture
Distributed trainer/worker topology, checkpoint sync, stale rollout rejection, failure handling, and scaling points.
Read architecture docStart here for the architecture, experiments, technical writeup, demo assets, portfolio framing, and public dashboard behind AscensionAI.
Distributed trainer/worker topology, checkpoint sync, stale rollout rejection, failure handling, and scaling points.
Read architecture docImplementation detail on observations, actions, reward shaping, behavior cloning, PPO, parallel training, and limitations.
Read technical writeupBC baseline, parallel PPO, and fixed-seed evaluation reports backed by the public experiment registry.
Open experimentsPlain-English guide to each training, evaluation, environment, plotting, and logging script.
Read script guideStatic results viewer with embedded public metrics and support for loading local CSV files.
Open dashboardRecruiter-facing summary, public demo assets, and resume-ready bullets.
Open portfolio page