Automation Suggestion

Suggest automations only when they make sense, based on objective triggers.

Automation Suggestion Skill

Purpose

Suggest automations only when they make sense, based on objective triggers. Avoid nagging; only propose when clear value exists.

Triggers (any one qualifies)

1. Repetition: Same task executed manually >= 2 times within 7 days
2. Time saving: Estimated weekly manual effort >= 10 minutes
3. User frustration: Detected via negative sentiment or explicit statement ("znowu to muszę robić", "to jest męczące")

Suggestion Format

After a task completes (when trigger detected):

[Automation idea]
I noticed you've done X 3 times this week (~15 min total).
Would you like me to automate it? I can set up a scheduled run or a quick command.
Reply: "yes" to configure, "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
• Track suggestions and outcomes in memory for learning

Configuration (optional)

• minRepetitions: 2
• minWeeklyMinutes: 10
• cooldownDaysAfterNo: 30

Integration

• Hook: after task completion (via interaction-pipeline)
• Reads task history from memory
• Uses sentiment analysis on user messages (simple keyword-based)

Related Skills

• interaction-pipeline (post-action hook)
• satisfaction-learning (capture user response)