Tokasaurus introduces an Async-TP for LLM inference, boasting significant throughput improvements, particularly at batch sizes beyond 6000 tokens when utilizing NVLink-connected GPUs. However, there's criticism regarding its complexity for typical production environments, as many deployments may not require such extensive capabilities, suggesting that simpler solutions could be more effective. Concerns were also raised about reliability owing to its adaptive manager potentially skipping tasks under load, which could lead to inconsistent performance.