Giving Feedback
After every task the AI's answer shows 👍 and 👎 buttons. One second of tapping helps the AI understand you better.
How to Give Feedback
- Task completes, you see the
✅reply. - 👍 / 👎 appear below the message.
- Tap one; the system records it immediately.
- To change your rating, tap again to toggle or clear.
Why It Matters
- Learns your preferences — a few 👎 in a row on a format nudges the AI to change approach.
- Strengthens long-term memory — approaches that got 👍 are more likely to be written to long-term memory and reused.
- Helps debugging — 👎 answers are flagged so you (or support) can revisit them later.
Viewing Feedback History
In Panel's "Memory" or "Task" pages you can filter to tasks you rated and inspect what information the AI based its answer on.
TIP
Feedback takes seconds but has a big long-term effect on the AI. Make tapping after every task a habit — your experience will keep getting smoother.