feat(engine): 优化智能体循环中的助手消息处理逻辑 - 在没有工具调用时才添加助手消息到上下文 - 确保工具调用响应正确添加到消息上下文中 - 修复了消息构建的条件逻辑 fix(cron): 改进定时任务调度的时间解析功能 - 添加正则表达式导入用于时间显示解析 - 实现从显示文本中提取毫秒间隔的功能 - 增强整数转换的安全性,避免类型错误 - 优化定时任务配置的解析逻辑 feat(outlook): 增强Outlook集成的功能和稳定性 - 将默认超时时间从10秒增加到180秒 - 为状态检查函数添加可选的验证参数 - 串行执行邮件概览获取操作而非并行 - 改进连接状态验证逻辑 feat(channel): 添加设备名称作为会话标识的选项 - 为终端WebSocket适配器添加新的配置选项 - 实现基于设备名称生成会话对等ID的功能 - 记录原始对等ID和设备名称的元数据 - 支持从设备名称创建会话对等ID feat(skills): 完善技能学习评估系统和进度跟踪 - 在应用启动时自动调度待评估的技能草稿 - 为技能评估工作创建独立的循环工厂 - 实现异步技能评估任务的取消和清理机制 - 添加技能评估进度报告和状态跟踪功能 - 扩展会话列表API以包含更多详细信息 - 防止对不存在的会话进行操作 - 优化技能草稿提交和评估的业务逻辑 perf(skills): 提升技能评估的并发性能 - 实现并行技能案例评估以提高效率 - 添加最大并行案例数的环境变量控制 - 实现实时评估进度更新和回调机制 - 优化评估过程中的资源管理和同步 refactor(services): 创建隔离的智能体循环实例 - 添加创建独立智能体循环的工厂方法 - 确保新循环继承运行时服务配置 - 支持技能评估等需要隔离环境的场景 ```
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Q2 Customer Feedback
Source: sales calls, support notes, product interviews, and pilot discussions Period: 2026 Q2
Feedback Items
- "The AI answer is useful, but I do not know what source material it used."
- "Our compliance team needs to see a trace of tool calls and file access before approving a pilot."
- "The demo is strong when it turns a request into a task. Please make that the first thing users see."
- "We want daily and weekly reports to run automatically, not only when someone asks in chat."
- "The Outlook connector would be valuable if it can summarize customer emails and draft replies."
- "We do not want every employee pasting company data into public SaaS tools."
- "The Files page is useful, but users need clearer examples of what to upload."
- "The task detail page helps reviewers understand what happened."
- "The Skills concept is important. It means our team's best working methods can be reused."
- "Skill publishing should require human approval. We do not want low-quality automations spreading."
- "The interface has many pages. New users need a guided first workflow."
- "Management will ask how this is different from ChatGPT Team or Copilot."
- "The strongest value is repeatable knowledge work: weekly reports, customer feedback summaries, project risk reviews."
- "We need a clear admin story: status, logs, provider configuration, connector health."
- "Some users asked whether Beaver can run terminal commands. Security wants policy controls around that."
- "The first pilot should avoid too many external integrations."
- "We need to measure accepted tasks, revision rounds, and time saved."
- "The model sometimes gives too much detail. Executive summaries should be shorter."
- "Private deployment and per-user instance boundaries are important for enterprise buyers."
- "The demo should show a failed or revised answer, because review is part of real work."
Raw Themes Observed
- Trust and auditability
- Task lifecycle beyond chat
- Reusable skills and method capture
- Scheduled recurring work
- Private deployment and admin control
- Connector demand, especially email
- Need for simpler onboarding and clearer demo story