
Worked on the jax-ml/jax repository to enhance GPU backend capabilities, focusing on concurrent kernel execution and grid dependency control for the Mosaic GPU. Integrated Programmatic Dependency Launch (PDL) primitives using C++ and CUDA, enabling efficient concurrent kernel launches and dependency tracking within a single CUDA stream. Improved error observability for Triton kernel loading by expanding diagnostics and traceability, supporting faster debugging in production. Developed Warp-level grid dependency primitives and implemented lowering rules in Python and MLIR, allowing flexible Warp-based execution for grid-dependent workloads. Added comprehensive tests to validate new features, contributing to improved reliability and extensibility of the Mosaic backend.
July 2026: Key deliverables focused on Warp-level grid dependency primitives for Mosaic GPU backend within the JAX project. Implemented core changes enabling grid dependency control primitives in Warp-level core maps, added lowering rules for griddepcontrol_wait_p and griddepcontrol_launch_dependents_p, and introduced tests validating lowering and execution in a Warp mesh context. These changes strengthen Mosaic GPU backend support and enable more flexible Warp-based execution for grid-dependent workloads.
July 2026: Key deliverables focused on Warp-level grid dependency primitives for Mosaic GPU backend within the JAX project. Implemented core changes enabling grid dependency control primitives in Warp-level core maps, added lowering rules for griddepcontrol_wait_p and griddepcontrol_launch_dependents_p, and introduced tests validating lowering and execution in a Warp mesh context. These changes strengthen Mosaic GPU backend support and enable more flexible Warp-based execution for grid-dependent workloads.
June 2026 monthly summary for jax-ml/jax. Key features delivered, major bugs fixed, overall impact and the technologies demonstrated are summarized below with a focus on business value and technical achievement.
June 2026 monthly summary for jax-ml/jax. Key features delivered, major bugs fixed, overall impact and the technologies demonstrated are summarized below with a focus on business value and technical achievement.

Overview of all repositories you've contributed to across your timeline