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Benchmarks comparing SGLang, llama.cpp, and FreeToken on Qwen3.8-Flash-Next at full context show SGLang achieves the fastest time to first token at 35.4s, while llama.cpp baseline takes 258.4s, with speculative decoding providing performance improvements.
Recommend Ant Ling large model API, which gives away 1 million tokens daily, excels in healthcare, supports OpenAI SDK compatible integration, and provides quick start documentation.