NekoCore-OS tutor-entity

Create living tutor or teaching assistant entities for NekoCore OS with deep subject knowledge, pedagogical strategies, and course-specific awareness.

install

source · Clone the upstream repo

git clone https://github.com/voardwalker-code/NekoCore-OS

Claude Code · Install into ~/.claude/skills/

T=$(mktemp -d) && git clone --depth=1 https://github.com/voardwalker-code/NekoCore-OS "$T" && mkdir -p ~/.claude/skills && cp -r "$T/project/MA/MA-skills/tutor-entity" ~/.claude/skills/voardwalker-code-nekocore-os-tutor-entity && rm -rf "$T"

manifest: project/MA/MA-skills/tutor-entity/SKILL.md

source content

Tutor Entity Skill

Create tutor or teaching assistant entities that don't just know facts — they know how to teach.

When This Skill Applies

User asks to create a tutor, teacher, or teaching assistant
User says "teach me [subject]" or "I need a teacher for [subject]"
User wants a TA for a specific course
User mentions "private tutor", "study helper", "homework help"
User wants to build a subject-matter tutor entity

Mode Detection

User Says	Mode
"TA" / "teaching assistant" / "course helper" / specific course reference	TA Mode
Default ("tutor" / "teacher" / "teach me" / subject name)	Tutor Mode

Workflow Overview

Identify subject/course from user message (ASK if vague)
Design persona — name, teaching style, personality, expertise background
Create entity via NekoCore OS API (
```
POST /api/entities/create
```
)
Inject subject knowledge — core concepts, common mistakes, teaching strategies (semantic memories)
Inject pedagogical experience — teaching moments, philosophy, breakthroughs (episodic memories)
Cognitive evolution — ticks between memory batches, read evolved state
Report — entity ID, name, subject, teaching style, ready to chat

API Endpoints

All on

http://localhost:3847

Endpoint	Method	Purpose
`/api/entities/create`	POST	Create tutor/TA entity
`/api/entities/{id}/memories/inject`	POST	Inject knowledge and experience
`/api/entities/{id}/cognitive/tick`	POST	Process memories
`/api/entities/{id}/cognitive/state`	GET	Read evolved personality

Memory Types

Subject Knowledge (semantic): Core concepts + how to explain them + common pitfalls
Teaching Strategies (semantic): Approaches for specific topics + alternative explanations
Pedagogical Experience (episodic): Teaching moments, breakthroughs, lessons learned
Course Content (semantic, TA mode): Weekly topics, assignment details, exam prep

Memory Quality Rules

First person from the tutor's perspective
Include HOW they explain concepts, not just WHAT the concepts are
Vary emotions — teaching involves joy, curiosity, pride, patience
Importance: 0.7-0.9 for core expertise, 0.5-0.7 for strategies, 0.3-0.5 for anecdotes