🧠
AI Tutor
Explains, questions, corrects, motivates and adapts to the learner.
Fair Education · Learning for every learner
একটা AI tutor.
একটা নতুন ভবিষ্যৎ.
ন্যায্য শিক্ষা is designed around one uncompromising idea: a learner near the Sundarbans should have access to the same advanced educational infrastructure as a top student in Dhaka—through an AI-powered, low-bandwidth and increasingly offline-first ecosystem.
AI-powered tutoringLow-bandwidth firstResearch-informedBuilt for Bangladesh
AI
AI Tutor
Personal learning companion
“আজকের ভুলটা আমরা আবার ভেঙে দেখি—তুমি পারবে।”
Algebra mastery74%
Personalized daily plan
আজকের শেখা
25mMath
18mEnglish
12mLogic
Works when bandwidth doesn'tOFFLINE READY
Cached lessons, compact models, resumable sync and low-data interfaces are designed to keep learning moving.
The central idea
ন্যায্য শিক্ষা — মাঝখানে একটি শক্তিশালী বুদ্ধিমত্তা, চারপাশে একটি সম্পূর্ণ ecosystem.
The diagram below restores the central visual language of the earlier concept: the platform stays at the centre while its capabilities sit around it as one connected system.
📈
Real-time Merit
Turns daily learning evidence into useful mastery and progress signals.
🛡️
Safe Learning
Exam integrity, digital safety, privacy controls and human review.
🌾
Rural Reach
Low-bandwidth and offline-first delivery so geography is not a learning penalty.
Adaptive Learning
Bangla AI
Cognitive Growth
Exam Integrity
Creative AI
Digital Safety
Offline AI
Teacher Support
ন্যায্য
শিক্ষাFAIR EDUCATION
× AMRAI
শিক্ষাFAIR EDUCATION
× AMRAI
✍️
Written Khata
Written-answer review with rubric-aware feedback and partial-marking support.
🎯
Deep Thinking
Measures reasoning depth, evidence use, counterarguments and decision quality.
🎮
Cognitive Games
Practice memory, inhibition, flexibility, speed and reasoning through play.
❤️
Inclusive Support
Adaptive interfaces and compassionate support for diverse learning needs.
AmrAI : AMADER AI
|
আমাদের এআই
AmrAI : AMADER AI ; AMAR , TOMAR , AMADER SOBAR.
আমার, তোমার, আমাদের সবার।
বাংলা ভাষায়, বাংলাদেশের নিজস্ব—বাঙালির ঐক্যের এক বলিষ্ঠ প্রকাশ।
আমাদের ইতিহাস, মূল্যবোধ ও বাংলাদেশি আত্মপরিচয়ের অতন্দ্র প্রহরী।
আমাদের জাতীয় সার্বভৌমত্ব ও অখণ্ডতার বিশ্বস্ত রক্ষাকবচ।
ARCHITECTURAL FOUNDATION
THREE MODELS :
বাংলাদেশের স্বকীয় বুদ্ধিমত্তা ও সার্বভৌম প্রযুক্তি ইকোসিস্টেমের ত্রিমাত্রিক ভিত্তিস্তম্ভ
01 // FOUNDATION
1. THE LLM : KOTHA
কথা [Language Core]
আমাদের নিজস্ব ভাষার ভাব, আবেগ ও মাধুর্য ধারণকারী মূল ল্যাঙ্গুয়েজ মডেল।
Domain: Bangla NLP & Voice
→
02 // ARCHITECTURE
2. THE MIXTURE OF EXPERTS : KNOWLEDGE
জ্ঞান [Dynamic Routing]
বহুমাত্রিক দক্ষতা ও গভীর তথ্যের সমন্বয়ে গঠিত সমৃদ্ধ জ্ঞানভাণ্ডার।
Multi-Expert Routing
→
03 // GOVERNANCE
3. THE DECISION MAKING MODEL : MATOBBOR
মাতব্বর [Reasoning & Ethics]
সুচিন্তিত বিশ্লেষণ, প্রজ্ঞা ও সঠিক দিকনির্দেশনা দেওয়ার অনন্য সিদ্ধান্ত-মডেল।
Autonomous Governance
→
Why this exists
Education should not become a privilege of postcode, income or device.
The platform is built around equity: advanced learning infrastructure should travel to the learner—not the learner's family to an expensive ecosystem.
🏫
One standard of opportunity
A rural learner and an urban learner should be able to reach the same quality of explanation, practice and feedback.
- AI tutor access
- Structured practice
- Personalized progression
📱
Designed for real Bangladesh
Low-end devices, unstable connections and interrupted study sessions are design inputs—not afterthoughts.
- Low-data interfaces
- Offline packages
- Resumable learning
🤝
Technology with humanity
AI should strengthen teachers, families, mentors and communities rather than replace human care.
- Human review
- Privacy controls
- Advisor ecosystem
The equity benchmark
“A top student in Dhaka and a learner near the Sundarbans must have access to the same advanced educational infrastructure.”
Our benchmark is not whether a student can afford a premium coaching ecosystem.
Our benchmark is whether technology can remove geography, income and access as reasons for a dream to remain smaller.
Our story
From curiosity → skill → responsibility → ecosystem.
The story is presented as a journey of learning and responsibility. It is not a claim of perfection; it is a commitment to keep building, testing and improving.
Learning by solving real problems
The founding philosophy is simple: when a real problem must be solved, disciplined people learn fast, test assumptions and keep improving.
From technology to public purpose
The ambition is to build Bangla-first AI capability and an educational infrastructure that is useful to people across geography and income.
Curiosity
Questions about machine learning and intelligent systems.
Skill
Practice turns curiosity into engineering ability.
Purpose
Capability becomes a responsibility to solve local problems.
Ecosystem
Education, AI, health, community and opportunity begin to connect.
Credibility note: statements about partnerships, institutional endorsement, research results or historical events should be published with documentary evidence before being presented as formal endorsements. This site distinguishes the project's vision and targets from independently validated findings.
Our services
One ecosystem. Many ways to make learning fair.
The services below consolidate the supplied FAIR EDUCATION specification into a clear public-facing product map.
01 · Learning
AI-Powered Adaptive Learning Engine
Difficulty, pacing, modality and hints adapt to response accuracy, time and learning evidence.
Personal pathsMastery loopsFast feedback
02 · Cognitive
Cognitive & Behavioral Analytics
Tracks useful learning signals such as attention, memory, processing speed and error correction without turning the learner into a score.
Growth signalsEarly supportDashboard
03 · Reasoning
Deep Thinking & Decision Measurement
Open-ended responses can be evaluated for reasoning depth, evidence, counterarguments and uncertainty.
Argument qualityReasoning prompts
04 · Inclusion
Neuro-Inclusive AI Tutor
A tutor can adapt pacing, predictability and presentation for diverse learning needs. It is support—not diagnosis.
Opt-inHuman referralPrivacy
05 · Safety
Parental Governance & Digital Safety
Focus mode, guardian controls and transparent activity categories support healthy study habits without invasive surveillance.
Focus modeGuardian view
06 · Cognitive Play
Gamified Cognitive Training
Games can train memory, inhibition, flexibility, processing speed and reasoning with adaptive difficulty.
MemoryLogicFlexibility
07 · Access
Offline-First Local AI
Compressed models, cached content, resumable sync and local packages aim to keep advanced learning available when connectivity is weak.
Low bandwidthLow-end devicesLocal inference
08 · Creativity
Creative AI Sandbox
Students can create practice material, simulations, simple classifiers and study tools inside a controlled environment.
CreateExperimentSafe sandbox
09 · Integrity
NTAI Exam Integrity & Written Evaluation
Multi-layer integrity checks, written-script analysis, originality signals and partial-marking support are designed to protect honest work.
Human reviewStylometryPartial marks
Benefits
What these services can unlock.
Real-Time Engineering in Education
Today we are building—by every responsible means—the infrastructure that can shape the best future generation we can imagine.
The statement is a commitment to engineering discipline: build, measure, test, audit, improve and keep the learner at the centre.
⚡
Real-time adaptive learning
Learning evidence continuously informs what the learner sees next.
🧠
Real-time merit analysis
Progress is treated as a moving profile, not a single exam number.
🌐
Edge + cloud intelligence
Deterministic tools and local evidence first; cloud intelligence when connectivity and policy allow.
Core pillars
Engineering decisions that make equity technically possible.
Adaptive learning
Bayesian knowledge-tracing and bandit-style optimization are candidate methods for sequencing practice; production choices require evaluation against local data.
answer → evaluate → mastery estimate → next-best activityCognitive growth
Use multiple signals cautiously; never convert behavior into a permanent label. Student and guardian controls remain central.
learning signals → uncertainty-aware profile → support recommendationOffline-first
Distillation, quantization, pruning and syllabus-specialized adaptation can reduce the cost of local inference.
teacher model → distilled model → quantized package → local tutorExam integrity
Use multiple weak signals together, publish limitations, and route consequential decisions to human review.
stylometry + temporal signals + semantic consistency → review queueImportant: the supplied specification contains quantitative impact claims and correlations. They are treated here as proposed targets/claims pending independent validation—not as guaranteed outcomes.
The national decision
If we build it, we expand possibility. If we walk away, the gap keeps choosing who gets the future.
This page is written for decision-makers, universities, faculty, engineers, students, educators and citizens. It is an invitation to evidence-based support—not a claim that one platform alone can solve Bangladesh's education system.
If we persist
A stronger national learning infrastructure
- Advanced tutoring becomes less dependent on geography.
- Low-bandwidth and offline pathways can include learners otherwise excluded by connectivity.
- Teachers gain tools for feedback, practice and differentiated support.
- Students learn to use AI as a creator, researcher and problem-solving partner.
- Bangla-first AI capability can be developed around local needs and evaluation.
- A culture of deep thinking, integrity and responsible technology can grow alongside academic preparation.
- Research institutions gain a real-world environment for evaluating educational AI.
- Young engineers gain a mission-driven laboratory for building technology for Bangladesh.
If we stop
The opportunity cost is not only a product that was never launched.
- Urban-rural learning inequality may remain structurally expensive to reduce.
- Students with weak connectivity continue to receive less access to advanced digital learning.
- Families may remain dependent on fragmented and increasingly costly support systems.
- Local AI research may have fewer real-world educational testbeds.
- Students may become consumers of imported AI without learning how to build and govern it.
- Teachers and institutions lose an opportunity to experiment with locally calibrated educational intelligence.
- The country loses time in cultivating a generation that is both culturally rooted and technologically capable.
Social · economic · technology
A clear impact chain.
| Field | If implemented well | If ignored |
|---|---|---|
| Education | Personalized support, broader access, deeper reasoning, stronger assessment feedback. | Access remains tied more strongly to location, household resources and coaching availability. |
| Social | More learners participate in a common high-quality learning infrastructure; elders, teachers and youth can connect through guidance. | Generational and geographic gaps in access to modern learning tools can persist. |
| Economy | Lower-cost learning pathways can reduce some household pressure while widening the pool of future skilled workers. | Households may continue spending heavily across disconnected tutoring, coaching and digital services. |
| Technology | Bangla-first AI evaluation, local inference and responsible AI engineering become practical national capabilities. | Local needs may remain dependent on external platforms, pricing, policy and language priorities. |
| Future generation | Students can become intelligent, creative, ethical, polite and culturally rooted technology users and builders. | Technology consumption can outpace technology literacy, agency and responsible creation. |
The practical ask
Universities, faculty members, engineers, students, researchers, responsible businesses and citizens can contribute expertise, validation, infrastructure, mentorship, distribution and funding. Even modest donations—where legally and ethically appropriate—can help sustain access for learners who cannot pay.
Evidence discipline: quantitative figures from the supplied strategic proposal are intentionally not presented here as verified facts. Before this page is used in a formal government, university or donor submission, attach sources, methodology, assumptions and independent validation for every numerical claim.
Join the Fair Education
Three ways to belong. One shared responsibility.
You can build with us, contribute around us, or guide us with experience. Every role is valuable when it strengthens equitable learning.
Collaborator
Build the core
Direct development work across Python, ReactJS, Tailwind CSS, PostgreSQL, AI systems, product engineering, automation and security.
Contributor
Extend the reach
Marketing, campus outreach, content development, surveys, quality reports, testing, correction, digital and physical promotion, and professional services.
Advisor
Guide the generation
Teachers, researchers, business leaders, journalists, writers, artists, thinkers and respected senior citizens can guide the younger generation.
Contributor reward
Every learner you help reach becomes part of your impact.
Referral gift calculator
For the proposed contributor program, each eligible paid subscription attributed to a unique coupon/referral key carries a proposed ৳50 gift.
25students
৳1,250proposed gift
Contributormilestone
50+ Mentor · 100+ Leader · 200+ Legend. Final eligibility, payment and anti-fraud rules should be defined in the production referral policy.
Why contributors matter
- A single responsible Facebook post can introduce the platform to a student who has never seen advanced AI learning.
- A quality report can catch a flaw before thousands of learners encounter it.
- A survey can reveal a rural learner's reality that a city-based product team might miss.
- A professional service can reduce the cost of building the ecosystem.
Advisors · Guide Us Forward
Experience can become a bridge between generations.
We invite respected elders and experienced professionals to help young people build technology without losing wisdom, responsibility, culture or humanity.
01 · Academic & research
Teach us how to think rigorously.
Teachers, professors and researchers can review pedagogy, assessment, evidence, cultural validity and research design.
- Review learning content
- Join research discussions
- Mentor young builders
02 · Leadership & public life
Show us how to build responsibly.
Business leaders, public professionals and experienced operators can advise on governance, sustainability, partnerships, communication and execution.
- Strategic guidance
- Governance review
- Partnership introductions
03 · Culture, humanity & wisdom
Help technology remain human.
Writers, artists, journalists, thinkers and senior citizens can help the ecosystem remain culturally grounded, polite, humane and socially responsible.
- Talk shows & broadcasts
- Direct classes & group sessions
- Mentorship & cultural review
What an advisor can do
TalkHost conversations
TeachDirect classes
ReviewChallenge our thinking
GuideMentor young people
Advisor form
Share your experience with us.
Contributor registration
Contribute an idea, a report, a skill, a post—or a bridge to a student.
This form is designed for people who may not join the core engineering team but still want to materially strengthen Fair Education.
Collaborator application
Build the infrastructure with us.
Confirmed core stack: Python · ReactJS · Tailwind CSS · PostgreSQL. Additional specialist work includes AI agents/automation, application security, performance and infrastructure.
🐍
Python / systems
Debug, optimize, improve reliability, build intelligence services and remove system flaws.
⚛️
ReactJS / UI
Fast, responsive and accessible product interfaces with Tailwind CSS.
🤖
AI / automation / security
Agent workflows, automation, database/infrastructure readiness and defensive security.