Self-Improving Proactive Agent

One skill, two layers:

• Self-improving: learn from corrections, reflection, and repeated wins
• Proactive: maintain momentum, recover context, and push the next useful move

Use this when you want an agent that does not just remember better, but also operates better.

When to Use

Use this skill when:

• the user corrects you or states durable preferences
• the task is multi-step or likely to drift
• context recovery matters
• follow-through and heartbeat behavior should improve over time
• the user wants a single unified behavior model instead of separate overlapping skills

Unified Architecture