禾苗记Hemiaoji
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AI CAPABILITIES · LIVE IN PRODUCT

Education-aware AI, with boundaries.

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.

AI PLUGINS

Not generic chat — AI inside real learning workflows

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.

Plugin demo
Weak this week: travel problems. Plan practice.
周一概念复盘
周三变式练习
周五错题回看
Confirm plan

AI task planning

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.

tasksfiles
  1. 图文识别
  2. 理解与排程
  3. 确认后写入
Plugin demo
Scan complete4 mistakes2 knowledge points

AI homework grading

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.

filesknowledgehomework
  1. 试卷识别
  2. 批改分析
  3. 错题入库
Plugin demo
Two-digit addition

Carry animation · quick quiz

Q1
Q2

AI knowledge lesson

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.

knowledge
  1. 选择知识点
  2. 生成教案
  3. 题库小测
MODEL CAPABILITIES

Models are routed by capability, not scattered across the UI

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.

reason

Reasoning

Understands context, breaks down tasks, generates explanations, performs grading analysis and outputs structured plans.

basic / flagship
vision

Vision

Reads homework photos, paper screenshots, handwriting and question images; the prerequisite for homework grading.

qwen-vl / llava / minicpm-v
image

Image

Used for lesson illustrations, diagrams and interactive class material. Optional; lessons still work as text when absent.

optional
embed

Embeddings

Powers local knowledge retrieval, memory recall, similar-mistake clustering and future RAG Q&A.

local / platform
BOUNDARIES

AI proposes; people decide

In 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.

Minimum data scopeTraceable event sourceHuman confirmation before write
AI proposalWeakness found: travel problems
Parent confirmsArchive only after confirmation
Traceableevent_id · model · scope
NEXT

AI capabilities to add next

  • Turn class/home voice notes into memory proposals
  • Generate similar questions with progressive difficulty
  • Class weakness aggregation and teacher prep suggestions
  • Local RAG: answer only from confirmed archives
禾苗记Hemiaoji

A collaborative memory system for education. Local-first and permission-controlled, so every step of growth is recorded — steadily.

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