December 2025: Delivered adaptive sequence length support in the decode kernel for trtllm-gen attention, enabling per-request max_q_len and cum_seq_lens_q to support variable input lengths. The change enhances flexibility for ragged batches, improves GPU utilization, and lays groundwork for more cost-efficient inference workloads. Included code changes, tests, and benchmarking artifacts, and prepared validation for deployment.

For 2025-09, delivered cross-platform enhancements to TVM FFI inline loading, expanded the API surface, and stabilized load_inline across Windows and macOS. This work improves prototyping speed, portability, and reliability for inline C++/CUDA workflows with on-the-fly compilation and clearer export rules.