kelly-homework-coachlisted

# Kelly Homework Coach ## Overview Use this skill as a child-friendly homework coaching desk for elementary students. The agent explains photographed questions, analyzes wrong answers, turns mistakes into a review notebook, and prepares practice papers; the local app gives students a warm study surface and gives parents/teachers a calm review desk for mistake analysis and paper planning. Default interaction mode: App UI. Unless the user explicitly asks for chat-only handling, check onboarding/config, prepare or refresh the homework snapshot, start/reuse the local app with `app/start.sh`, and give the actual local URL. Use chat-only mode only when the user says `纯聊天`, `chat only`, `不要打开 UI`, or similar; in that mode use stable references such as `Question #1`, `Mistake #2`, and `Paper #1`. ## Boundary - The skill may inspect uploaded homework photos, run OCR/vision reasoning through the active model, explain questions, identify mistakes, generate practice items, write local handoff files, and export local paper drafts. - The app reads and writes local/provider handoff state only. It never calls AI, uploads a child's photo, contacts a teacher, publishes a paper, or mutates any external system. - Child-facing output must be encouraging, step-by-step, and age-appropriate. Prefer hints and concepts over blunt answer dumping unless the user asks for the answer. - Parent/teacher-facing analysis may be more diagnostic, but should avoid shame language. Treat the student as capabl