Hemiaoji AI is not an isolated chatbot. It is embedded into tasks, homework, knowledge and growth archives as workflow plugins. The current core capabilities are task planning, homework grading and knowledge lessons. Each plugin reads only authorized scopes and sends output through preview and confirmation first.
This page shows AI plugins already reflected in the product architecture, not just future concepts. The admin backend can bind a model capability to every plugin step; plans decide basic vs flagship, while product screens do not hard-code model names.
A planning assistant for parents and teachers. It turns authorized tasks, files and weakness notes into executable practice, review and confirmation steps.
Output: a previewable, editable weekly plan with traceable sources; it is written only after confirmation.
A homework analysis plugin for teachers and parents. It reads photos, checks answers, explains mistakes and turns weak points into knowledge records.
Output: mistake list, knowledge tags, grading notes and follow-up practice suggestions.
A lesson plugin for teachers, parents and children. It generates structured explanation, visual examples and quick quizzes around a weak point, and can revise existing lesson HTML.
Output: editable HTML lesson, variant questions, explanation notes and self-check quizzes.
Models are split by capability: reason for reasoning, vision for images, image for material generation and embed for retrieval. This makes model replacement, free/flagship tiering and graceful plugin fallback possible without rewriting product flows.
Understands context, breaks down tasks, generates explanations, performs grading analysis and outputs structured plans.
basic / flagshipReads homework photos, paper screenshots, handwriting and question images; the prerequisite for homework grading.
qwen-vl / llava / minicpm-vUsed for lesson illustrations, diagrams and interactive class material. Optional; lessons still work as text when absent.
optionalPowers local knowledge retrieval, memory recall, similar-mistake clustering and future RAG Q&A.
local / platformIn education, the biggest AI risk is not failing to answer — it is over-judging. Hemiaoji treats AI as a proposal generator: it can grade, break down, suggest and plan, but it cannot bypass parents or teachers to alter a child archive. Critical outputs keep event_id, model, scope and source.
HemiaojiA collaborative memory system for education. Local-first and permission-controlled, so every step of growth is recorded — steadily.