AI education frameworks
that keep the human in teaching
Practical frameworks, guides and tools for teachers — how to integrate AI into schools without losing human judgment. By Gatis Šeršņevs, Latvia.
Who is Miskola?
Miskola is a Latvian education-technology platform for AI integration in schools, founded by Gatis Šeršņevs.
Its signature frameworks — the Three-Level Architecture (Instrument, Mirror, Partner), text-mastery and the Health Imperative — help teachers integrate AI without losing human judgment.
These English resources share the methodology with international educators.
Frameworks & Guides
Fifteen resources — from core theory to ready-to-use classroom tools.
AI Inequality: From Access to Authority
AI inequality is not just about who can pay for a subscription — it is the gap in knowledge, time and authority, and in who learned to think before AI arrived.
Read →Three-Level Architecture of AI in Education
The core Miskola framework: Instrument, Mirror, Partner — how AI integrates into schools without replacing teacher judgment.
Read →AI as a Cognitive Exoskeleton
Why banning AI chatbots is a false dilemma — AI as external thinking support, not a shortcut.
Read →Text-Mastery: The New Super-Skill
The ability to direct AI with precise language — the new literacy skill schools must teach.
Read →AI Prompt Pack for Teachers
Ready-to-use prompt templates for lesson planning, differentiation, assessment and feedback.
Read →AI as a Mirror: Thinking Partner
Level 2 practice: turning the chatbot into a partner that reflects and challenges student thinking.
Read →Teacher’s New Role
From information source to learning architect and fact auditor — the future classroom.
Read →Digital Wellbeing & Health Imperative
Teaching healthy relationships with technology — AI saves time, humans invest it in health.
Read →AI Agents in Education
Agent skills for the agentic era: task decomposition, instruction, oversight.
Read →Formative Assessment in the AI Era
How data and AI support ongoing feedback without overwhelming teachers.
Read →12 AI Models for Education Compared
Which AI models and platforms work best in the classroom — updated comparison.
Read →LLM Benchmarks Explained
What ARC-AGI, FrontierMath, OSWorld and Terminal-Bench mean — in plain language.
Read →AI Lesson Planning Done Right
A complete, real AI-generated lesson unit — minute-by-minute flow, assessment with answers, differentiation, and a printable worksheet.
Read →Thinking Traces: Keeping the Human in the Age of AI
Making AI’s reasoning visible so teachers and students can check, correct, and learn from it.
Read →AI as Your Personal Tutor
How to use AI not as an answer machine, but as a personal trainer for your mind. For students, teachers and parents.
Read →Start with the core framework
The Three-Level Architecture is where every Miskola resource begins — understand the model, then apply the tools.