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AdaCodec cuts time-to-first-token from 9.26 seconds to just 1.62 seconds while outperforming traditional per-frame RGB encoding methods.
Forget fixed workflows: SEMAG's self-evolving agents dynamically adapt their coding process and even upgrade their backbone LLM, leading to state-of-the-art code generation performance.
