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shaheennabi/README.md

Shaheen Nabi

Building Open Posttraining System — reliable, distributed RL infrastructure for training swarms of agents.

About

I am building an open post-training framework dedicated to advancing open-weight models using reinforcement learning on complex coding and agentic tasks.

My work spans the full RL post-training stack—from distributed orchestration and sandboxed runtime environments to verifiers, inference, and model evaluation. Beyond infrastructure, I conduct controlled experiments to study training dynamics, inspect edge-case failures, and scale credit assignment over long execution trajectories.

On the systems side, I focus on end-to-end efficiency: writing custom kernels, optimizing multi-accelerator memory and communication overhead, and eliminating execution bottlenecks to maximize hardware utilization.


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  1. open-posttraining-system open-posttraining-system Public

    “Open Post-Training System: a JAX/TPU-native, multi-agent swarm RL infrastructure for frontier models, built to beat frontier models on long-horizon workloads around computer security and social en…

    Jupyter Notebook 6 2

  2. Reinforcement-Learning-Zero-to-Hero Reinforcement-Learning-Zero-to-Hero Public

    Reinforcement Learning (RL)! This repository is your hands-on guide to implementing RL algorithms, from Markov Decision Processes (MDPs) to advanced methods like PPO and DDPG. Build smart agents, l…

    Python 7 1

  3. dpo-pipeline-debug dpo-pipeline-debug Public

    A original, programmatic debugging task where candidates must identify and repair a hidden record-selection bug in a large DPO preference-data pipeline using data analysis and quantitative testing,…

    Python

  4. Olmo3-from-scratch Olmo3-from-scratch Public

    “A clean, from-scratch implementation of the OLMo architecture with KV caching, RoPE, and an efficient autoregressive inference pipeline. Designed as a minimal yet extensible foundation for post-tr…

    Jupyter Notebook 5