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自动化 Suggestion 技能 Purpose
Suggest 自动化s only when they make sense, based on objective triggers. Avoid nagging; only propose when clear value exists.
Triggers (any one qualifies) Repetition: Same task 执行d manually >= 2 times within 7 days Time saving: Estimated weekly manual effort >= 10 minutes User frustration: 检测ed via negative sentiment or explicit 状态ment ("znowu to muszę robić", "to jest męczące") Suggestion 格式化
After a task completes (when trigger 检测ed):
[自动化 idea] I noticed you've done X 3 times this week (~15 min total). Would you like me to automate it? I can 设置 up a scheduled 运行 or a quick command. Reply: "yes" to 配置, "no" to dismiss.
Rules Never suggest before first manual completion Max 1 suggestion per user per day If user says "no", suppress similar suggestions for 30 days 追踪 suggestions and outcomes in memory for learning Configuration (optional) minRepetitions: 2 minWeeklyMinutes: 10 cooldownDaysAfterNo: 30 Integration Hook: after task completion (via interaction-流水线) Reads task 历史 from memory Uses sentiment analysis on user messages (simple keyword-based) Related 技能s interaction-流水线 (post-action hook) satisfaction-learning (capture user 响应)