Probeno
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🎓 AI for Educators · A FutureMind Initiative

Teach the teachers.
Empower thousands of students.

Probeno equips mid-tier professionals — starting with high-school teachers — with responsible, practical AI skills so they can confidently guide the next generation. One trained teacher reaches hundreds of students, every year. That is the ripple we build.

Train the Teacher→ Teacher Guides Students→ Students Thrive UNESCO-Aligned

The Ripple Effect

🧑‍🏫
1 Trained Teacher
Certified in responsible AI
×1
👩‍🎓
150+ Students / Year
Guided with AI-ready pedagogy
×150
🌍
Whole Communities
A generation less divided
∞
🧑‍🏫
1 : 150
Teacher-to-Student Reach
🧭
5
UNESCO Competencies
🎯
3
Progression Levels
🌉
1
Bridge Across the Divide
Designed to the UNESCO AI Competency Framework for Teachers (2024) · Democratising AI access · Closing the digital divide
The Gap

AI is racing ahead.
Most classrooms are not.

AI is reshaping how people learn and work — but the teachers who shape the next generation were never trained for it. Left unaddressed, this widens an already deep digital divide: students with connected, confident mentors surge ahead, while everyone else falls further behind.

  • ! Teachers lack structured, trustworthy AI upskilling built for the classroom.
  • ! Fear, hype and misinformation crowd out responsible, ethical use.
  • ! Access to AI tools and know-how is unevenly distributed — a growing divide.
  • ! One-off student workshops don't scale; the leverage point is the educator.
The Widening Divide
Well-resourced schools88%
Urban mid-tier schools52%
Rural & underserved19%
Illustrative AI-readiness gap across teacher cohorts. Probeno targets the middle — where the leverage is greatest.
The Approach

Empower the educator, and the impact multiplies.

Probeno doesn't chase students one workshop at a time. It invests in the highest-leverage node in the system — the teacher — with a structured, UNESCO-aligned pathway that turns every trained educator into a multiplier of responsible AI capability.

🧭

Framework-Led

Every module maps to the UNESCO AI Competency Framework for Teachers — not ad-hoc tips, but a recognised, progressive standard.

🛠️

Practical & Hands-On

Teachers build real lesson plans, assessments and classroom workflows with AI — leaving each session with something they use on Monday.

🤝

Ethics-First

Responsible, human-centred use is woven through — data privacy, bias, academic integrity and student wellbeing come first.

🎓
Recruit & Assess
Baseline
→
🧑‍🏫
Train & Certify
UNESCO Path
→
🏫
Apply in Class
Real Lessons
→
🌱
Mentor Peers
Multiply
The Standard We Build On

Aligned to the UNESCO AI Competency Framework for Teachers.

Rather than reinvent the wheel, Probeno is structured around UNESCO's globally-recognised framework — five competency dimensions, each progressing through three levels of mastery. It gives teachers a credible, portable credential and gives sponsors confidence in a proven standard.

📘 UNESCO AI Competency Framework for Teachers · 5 Dimensions × 3 Levels

The Five Competency Dimensions

💛

Human-Centred Mindset

Keeping people, agency and social good at the centre of every AI decision in education.

⚖️

Ethics of AI

Privacy, fairness, transparency and accountability — the guardrails for classroom use.

🧠

AI Foundations & Applications

How AI actually works, what it can and can't do, and where it fits in learning.

📚

AI Pedagogy

Designing lessons, assessment and feedback that use AI to deepen — not replace — learning.

📈

AI for Professional Learning

Teachers using AI for their own growth, planning and lifelong development.

The Three Progression Levels

Level 1

Acquire

Build foundational awareness and confidence — understand the tools and the risks.

Level 2

Deepen

Apply AI meaningfully in real teaching, assessment and classroom practice.

Level 3

Create

Innovate, adapt and lead — mentoring peers and shaping AI-ready school culture.

The Curriculum

A block-by-block pathway, ready to run.

Six practical modules take a teacher from first contact with AI to confidently leading in their school — each grounded in a UNESCO competency dimension.

Module 1 · Foundations

Demystifying AI for the Classroom

What AI is, how generative tools work, and a clear-eyed view of capabilities and limits — no hype, no fear.

Dimension → AI Foundations & Applications
Module 2 · Ethics

Responsible & Ethical AI Use

Data privacy, bias, academic integrity and student safety — practical guardrails teachers can trust.

Dimension → Ethics of AI · Human-Centred Mindset
Module 3 · Pedagogy

AI-Powered Lesson & Assessment Design

Build lesson plans, differentiated materials, rubrics and feedback loops that deepen learning.

Dimension → AI Pedagogy
Module 4 · Practice

Tools in the Teacher's Workflow

Hands-on with AI assistants for planning, grading support, and everyday administrative time-savers.

Dimension → AI for Professional Learning
Module 5 · Students

Guiding Students to Use AI Well

Teaching AI literacy, critical thinking and integrity to students — the ripple made real.

Dimension → AI Pedagogy · Ethics of AI
Module 6 · Leadership

Becoming an AI Champion

Capstone project, certification, and a peer-mentoring plan to spread capability across the school.

Level → Create · Multiply the Impact
Why It Matters

One programme, three kinds of lasting impact.

🌍

Democratising AI

AI capability shouldn't belong only to elite institutions. Probeno puts responsible AI skills into the hands of everyday educators — and through them, everyday students.

🌉

Closing the Digital Divide

By targeting mid-tier and underserved schools, the programme lifts exactly the cohorts most at risk of being left behind — narrowing the gap instead of widening it.

🌱

A Ripple That Compounds

Every trained teacher reaches new students every year, and mentors fellow teachers. The investment doesn't end — it multiplies, cohort after cohort.

What Probeno Ensures

🎓 Certified Educators
⚖️ Ethical AI Use
🧭 UNESCO Alignment
🤝 Equity of Access
📈 Measurable Reach
🌱 Self-Sustaining Growth

Who It Serves

High-School Teachers Mid-Tier Professionals Students School Leaders Parents & Communities Future · District Education Offices Future · National Curriculum Bodies
Roadmap

From first cohort to nationwide reach.

1

Pilot Cohort

Run the full 6-module pathway with a founding group of high-school teachers and capture outcome data.

2

Refine & Certify

Formalise the UNESCO-aligned certification, teaching materials and facilitator playbook.

3

Scale to Underserved Schools

Extend to mid-tier and rural schools where the digital-divide impact is greatest.

4

Train-the-Trainer

Graduated AI Champions mentor new teachers, making growth self-sustaining.

5

Institutional Partnerships

Work with education bodies and sponsors to embed the pathway at policy scale.

Who's Behind It

Educators & AI practitioners, together.

Probeno is incubated within FutureMind's AI-for-good work, drawing on years of hands-on corporate AI training through the AI Proficiency Accelerator (AIPA).

HB
Programme Lead · Probeno

Hadi Bhuiyan

AI & SaaS Leader · Lead Facilitator, AIPA · Co-Founder, FutureMind

KT
Curriculum & Pedagogy

Kaniz Fatema Tamanna

Learning Design · Educator Enablement

🎓
Educator Network

Teacher Champions

Practising high-school teachers piloting & shaping every module