A self-hostable AI family tutor that teaches 7 school subjects in a child’s own language.
In short
All-Star Training Camp is a self-hosted AI study coach for K-12 families. Parents hand-write a SOUL.md that defines the child's personality and interests, and the AI retells the same concept across seven school subjects — maths, English, Chinese and more — as a Minecraft, space or cartoon story, then checks real understanding with Socratic questions and a Feynman-style "teach it back". Its distinguishing trait is that it lives inside WeChat: photograph a handwritten problem and start, with no app to install and no new account.
What the agent takes off people's plates
Parents hand-write a SOUL.md that defines the child; the AI retells the same concept as Minecraft / space / cartoon narratives.
Guided questions plus "teach it back" verification; error tracking generates daily micro-sprints.
Photograph a handwritten problem → multimodal recognition → conversational re-phrasing.
No VPN, no app-switching — all interaction happens inside WeChat.
Side by side
| Dimension | Traditional question-bank app | General-purpose LLM chat | All-Star Training Camp |
|---|---|---|---|
| Does it know this particular child | Pushes the same grade-level content to every child | Every session starts from scratch; context must be re-explained | A parent-written SOUL.md persists; the same concept is retold in three narrative styles |
| Teaching method | Drill and read the explanation; whether it was understood stays unknown | Tends to hand over the answer, which invites copying | Socratic guiding questions plus a Feynman "teach it back" comprehension check |
| What happens to mistakes | Logged in a mistake book, then it is on the parent to enforce review | No memory across sessions; yesterday's mistake is never revisited | Error tracking generates a daily micro-sprint that comes back to it the next day |
| Entry point and data ownership | A separate app, with account and learning history held by the vendor | A separate account, with conversation logs kept by the provider | Runs inside WeChat, deployed per family — the learning data stays with that family |
Subjects and capability matrix
Math
English
21,780 word corpus
Chinese
Biology
History
Civics
Geography
Verifiable facts
Seven subjects are covered: maths, English, Chinese, biology, history, civics and geography.
The English module ships with a 21,780-entry word corpus.
Any concept can be retold in three narrative styles — Minecraft, space or cartoon — with the parent-written SOUL.md deciding which one applies.
Handwritten problems are recognized by a Qwen-family vision-language model and re-framed as a conversation, so nothing has to be typed in.
Where it fits
Further reading
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