
Over a two-month period, contributed to the sglang repositories by developing advanced deep learning features in Python using PyTorch. Delivered Ling Flash v2.0 support for Eagle3 Hidden States Capture, enabling configurable layer-level hidden state extraction to improve observability and integration with the Eagle3 architecture. Subsequently, implemented Kimi K2.5 support in the Eagle3 model, introducing APIs for setting and retrieving embedding and head weights to facilitate speculative decoding workflows. The work focused on expanding model compatibility and supporting future experimentation, with an emphasis on maintainable API design and collaborative development practices. No major bug fixes were reported during this period.
In 2026-03, delivered Kimi K2.5 support in the Eagle3 model within sgl-project/sglang, enabling speculative decoding workflows. Implemented embedding and head weight APIs (set/get) to support Kimi K2.5 integration and future experimentation. This expands model compatibility, reduces downstream integration effort, and enables new deployment scenarios. No major bugs were reported this month; the focused feature work lays groundwork for broader model experimentation and reliability in production environments.
In 2026-03, delivered Kimi K2.5 support in the Eagle3 model within sgl-project/sglang, enabling speculative decoding workflows. Implemented embedding and head weight APIs (set/get) to support Kimi K2.5 integration and future experimentation. This expands model compatibility, reduces downstream integration effort, and enables new deployment scenarios. No major bugs were reported this month; the focused feature work lays groundwork for broader model experimentation and reliability in production environments.
February 2026—Monthly summary for kvcache-ai/sglang: Delivered Ling Flash v2.0 support for Eagle3 Hidden States Capture, enabling capturing auxiliary hidden states during processing with layer-level configurability. This enhances observability, flexibility, and integration with Eagle3 architecture, supporting better debugging, performance analysis, and future feature work. No major bug fixes reported for this repository this month; groundwork laid for broader adoption and improvements.
February 2026—Monthly summary for kvcache-ai/sglang: Delivered Ling Flash v2.0 support for Eagle3 Hidden States Capture, enabling capturing auxiliary hidden states during processing with layer-level configurability. This enhances observability, flexibility, and integration with Eagle3 architecture, supporting better debugging, performance analysis, and future feature work. No major bug fixes reported for this repository this month; groundwork laid for broader adoption and improvements.

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