Individual skill
learning-from-mistakes
The user corrected an answer about a video — "no, it actually says X", "that's the wrong timestamp", "you misread the error code" — or asks why a video answer was wrong. Use this to record the correction as a lesson so future answers on similar questions improve, and to show what the system has learned and saved.
skills/learning-from-mistakes/SKILL.md
Source commit f1317c8fe64744a606c31867b05fbbe3144268c6
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- Observed behavior
- Network or broad shell
- Last checked
- Nov 10, 2026
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- Repository stars (not skill ratings)
- 570
- Repository last updated
- Oct 26, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- computer-vision Repository topic
- mcp Repository topic
- multimodal Repository topic
- ocr Repository topic
- video-understanding Repository topic
- python Repository topic
- speech-to-text Repository topic
- video-analysis Repository topic
- agent-observability Repository topic
- education Derived category
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# Learning from mistakes
When a video answer turns out wrong, the correction is worth more than
an apology. Report it and Watch Skill learns locally — the mistake is
classified, stored as a lesson, injected into future similar questions,
and where possible the original question is immediately re-asked to
confirm the lesson actually fixes it.
## Report a correction
The moment the user corrects a video answer, run:
```bash
watch-skill lessons add <video_id> "<question>" "<the wrong answer>" "<the correction>"