It is not recommended to do QLoRA (4-bit) training on the Qwen3.5 models, no matter MoE or dense, due to higher than normal quantization differences.
更值得关注的是，公司在报告期内实施大额现金分红，2022年、2023年分别分红6621.97万元、2000万元，合计约8621.97万元，分红金额同样远超5000万元的补流计划。在货币资金充足、持有大额理财且持续大额分红的背景下，锐翔智能仍通过IPO募资补充流动资金，其资金使用规划与募资必要性的合理性有待进一步解释。(文 | 公司观察，作者 | 邓皓天，编辑 | 曹晟源)
，更多细节参见91视频
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Our example ends here. But if I were to carry this further I would move on to verifying architectural drivers that were selected upfront (high availability, resilience, security, etc). For instance, do I need to run the application (service) on many instances (pods)? If so, would the design allow for that? How about ensuring that the alarm goes off only once? All of these could be requirements (NFRs/architectural characteristics) that the design must support.