learning-from-mistakes

Original：🇺🇸 English

Translated

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.

2installs

Sourceoxbshw/watch-skill

Added on2026-08-12

NPX Install

npx skill4agent add oxbshw/watch-skill learning-from-mistakes

SKILL.md Content

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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>"

The output includes the lesson (

error_class

,

guidance

) and, when the question was re-asked, whether the corrected answer now comes back — tell the user which it was. Nothing is uploaded; lessons live in

~/.watch-skill/

.

See what has been learned

bash

watch-skill lessons list

The savings meter

bash

watch-skill stats

Lifetime token economics: what text-first answering and the semantic cache have saved versus stuffing raw frames into context. Quote real numbers from it when the user asks whether any of this is worth it.

learning-from-mistakes

NPX Install

Tags

SKILL.md Content

Learning from mistakes

Report a correction

See what has been learned

The savings meter