
Worked on the flashinfer-ai/flashinfer repository to implement and optimize the Gated Delta Rule (GDN) for Hopper GPUs, introducing a Python API for prefill operations and comprehensive performance benchmarks. Leveraged C++, CUDA, and Python to develop SM90-optimized kernels, expand hardware support to SM120A, and enable context-parallel execution for variable-length sequences. Refactored core components using CutEdsl to simplify the codebase and improve maintainability. Addressed edge cases such as zero-length sequence handling and enhanced benchmarking reliability with expanded test coverage and CUDA graph support. Focused on production readiness through robust unit testing, performance optimization, and groundwork for future context-parallel workflows.
June 2026 performance highlights for FlashInfer: Stabilized and extended the delta-rule pipeline with a focus on reliability, performance, and hardware coverage. Key bets: zero-length sequence handling fixes, codebase simplification through CutEdsl, performance-optimized benchmarks, and GPU-accelerated prefill kernels for SM90 and SM120A with context-parallel support.
June 2026 performance highlights for FlashInfer: Stabilized and extended the delta-rule pipeline with a focus on reliability, performance, and hardware coverage. Key bets: zero-length sequence handling fixes, codebase simplification through CutEdsl, performance-optimized benchmarks, and GPU-accelerated prefill kernels for SM90 and SM120A with context-parallel support.
January 2026 monthly summary for flashinfer: Implemented Gated Delta Rule (GDN) on Hopper with a Python API for prefill, accompanied by performance benchmarks and comprehensive tests. This lays groundwork for production-grade delta-rule workflows on Hopper-enabled architectures and aligns with Qwen-next-like models.
January 2026 monthly summary for flashinfer: Implemented Gated Delta Rule (GDN) on Hopper with a Python API for prefill, accompanied by performance benchmarks and comprehensive tests. This lays groundwork for production-grade delta-rule workflows on Hopper-enabled architectures and aligns with Qwen-next-like models.

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