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enhancement: 优化向大模型发送对话历史时的 Token 消耗
enhancementNew feature or requestNew feature or requestStatus: Open.#48 In agent-topia/evolving_personality;bug: 记忆状态更新时，偶尔会导致前文语境（Context）断层。
bugSomething isn't workingSomething isn't workingStatus: Open.#47 In agent-topia/evolving_personality;- Status: Open.#46 In agent-topia/evolving_personality;
- Status: Open.#45 In agent-topia/evolving_personality;
bug: 当使用较弱的模型（如Llama-7B早期版本）时，Reflection 生成的摘要逻辑混乱。
bugSomething isn't workingSomething isn't workingStatus: Open.#44 In agent-topia/evolving_personality;bug: 并发请求多个 Qwen Agent 实例时，存在速率限制（Rate Limit）导致崩溃。
bugSomething isn't workingSomething isn't workingStatus: Open.#43 In agent-topia/evolving_personality;enhancement:将测试框架与 Weights & Biases (WandB) 集成，方便打点和实验追踪
enhancementNew feature or requestNew feature or requestStatus: Open.#42 In agent-topia/evolving_personality;- Status: Open.#41 In agent-topia/evolving_personality;
- Status: Open.#40 In agent-topia/evolving_personality;
bug: 测试报告生成的 Markdown 表格在某些渲染器下格式错乱。
bugSomething isn't workingSomething isn't workingStatus: Open.#39 In agent-topia/evolving_personality;[Bug] Llama 模型的 Type Activation Accuracy 在特定场景下波动过大，需校准系统提示词。
bugSomething isn't workingSomething isn't workingStatus: Open.#38 In agent-topia/evolving_personality;enhancement: 将API调用层重构为工厂模式，方便未来随时接入新大模型。
enhancementNew feature or requestNew feature or requestStatus: Open.#37 In agent-topia/evolving_personality;