
Worked on the ModelTC/LightX2V repository to deliver advanced image and video generation features over a two-month period. Developed scalable LongCat image generation capabilities, supporting both text-to-image and image-to-image workflows, with enhancements in prompt rewriting, image encoding, and parallel processing to improve throughput and extensibility. Introduced the HY-WorldPlay feature, enabling autoregressive and bidirectional video generation with action conditioning and projective positional encoding. Created configuration scaffolding for multiple model types and provided example scripts to streamline testing and onboarding. Leveraged Python, Bash, and deep learning frameworks, focusing on robust configuration management and efficient, scalable data and video processing pipelines.
February 2026 monthly summary for ModelTC/LightX2V: Key feature delivery HY-WorldPlay enabling autoregressive and bidirectional video generation with action conditioning and projective positional encoding; configuration scaffolding for multiple model types; example test scripts for prompts and parameters; commit tracked as feat: add HY-WorldPlay (#857) (d03ba20ba0f75bdd909092f4222c2cbf29f0664f).
February 2026 monthly summary for ModelTC/LightX2V: Key feature delivery HY-WorldPlay enabling autoregressive and bidirectional video generation with action conditioning and projective positional encoding; configuration scaffolding for multiple model types; example test scripts for prompts and parameters; commit tracked as feat: add HY-WorldPlay (#857) (d03ba20ba0f75bdd909092f4222c2cbf29f0664f).
January 2026 monthly summary for ModelTC/LightX2V focused on delivering scalable LongCat image generation capabilities (T2I and I2I) with workflow enhancements. The work emphasized business value through improved throughput, extensibility, and streamlined configuration management.
January 2026 monthly summary for ModelTC/LightX2V focused on delivering scalable LongCat image generation capabilities (T2I and I2I) with workflow enhancements. The work emphasized business value through improved throughput, extensibility, and streamlined configuration management.

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