1,943,845
Total Questions
Feature Architecture
The full learning system
Built as an end-to-end system for 5,000+ learners: 1,943,845 questions, AI tutoring, FSRS revision, test prep, document quiz, career toolkit, and analytics in one platform.
5,000+
Active Learners
12+
Primary Tracks
15+
Subject Categories
Core System
Deeply engineered capabilities
This capability map is built from actual landing, mobile, web workspace, and API surfaces in the project.
AI Tutoring/ai/chat
Socratic AI teaching engine
Conversation-first guidance with hints, scaffolding, and adaptive support instead of blunt answer dumping.
Live streaming tutor responses
Hint flow and usage control
Bengali + English learning support
/ai/chat/ai/hint/ai/tutor/sessions
Memory System/learning/fsrs/due
FSRS-based revision intelligence
Review timing is generated from performance signals so learners revisit concepts before forgetting spikes.
Due-card scheduling
Knowledge-state progression
Streak and retention tracking
/learning/fsrs/due/learning/fsrs/review/learning/knowledge-state
Practice Engine/learning/practice/start
1,943,845 verified questions
Large-scale MCQ pipeline powering BCS, Bank, SSC, HSC, admission, and government job preparation.
Adaptive practice sessions
Timed mock exam modes
Question-level explanations
/learning/practice/start/test-prep/mock-exam/questions/random
Analytics/users/me/analytics
Weak-point and readiness analytics
Platform analytics surfaces subject mastery, streak quality, recent performance, and planning insights.
User analytics and stats views
Goal-aware workspace widgets
Activity and progress timelines
/users/me/analytics/stats/overview/learning/streak
Document Quiz/document-quiz/upload
Turn PDFs and docs into MCQs
Learners can upload study materials and generate quiz jobs that are tracked until extraction completes.
PDF, DOCX, XLSX, CSV support
Job progress polling
Question extraction pipeline
/document-quiz/upload/document-quiz/jobs/{jobId}
Engagement Layer/leaderboard
Battles, leaderboard, and XP loops
Competitive practice modes and reward loops keep learners active without sacrificing exam rigor.
Real-time battle experiences
Leaderboard and badge systems
Gamified consistency loops
/leaderboard/badges/battles
Career Toolkit/career/jobs
Preparation beyond exams
Career surfaces include jobs, CV workflows, and interview preparation aligned with exam goals.
Job circular and detail pages
CV objective and optimization flow
Interview prep modules
/career/jobs/career/cv/career/interview-prep
Reliabilityauth_user cache
Offline-first and sync aware
The product architecture is designed for unstable network conditions with cache + sync aware learning flows.
Blob caches for key learning data
Device-aware identity and locale headers
Mobile + web continuity
auth_user cachefsrs_cards cacheX-Device-Id / X-App-Locale
Product Surfaces
Multi-surface experience in one platform
Web and mobile are wired around the same learning graph for continuity across experiences.
Web Portal Workspace
Goal-driven dashboard with dedicated modules across learn, practice, review, exam, and career.
dashboardlearnpracticereviewquizexam/mockpdf-quizai-tutorcareerleaderboard
AI + API Layer
FastAPI-backed endpoints with streaming tutor chat, test-prep generation, and question infrastructure.
/auth/*/learning/*/ai/*/test-prep/*/document-quiz/*/users/me/analytics
Mobile Learning Surface
BLoC-based mobile app covering chapter learning, knowledge state, FSRS review, and adaptive practice.
/learn/grade-subjects/learn/chapters/learning/fsrs/due/learning/practice/start/quiz/knowledge
Strategy Framework
Capability Matrix: how everything works together
This research-grounded matrix aligns learning intelligence, exam execution, analytics, and platform continuity in one view.
Learning Intelligence
Core cognitive support to improve retention and exam readiness.
Adaptive quiz + weak-point loops
FSRS memory scheduling
Hint-first tutor scaffolding
Exam Execution
A full practice stack built around major Bangladesh exam pathways.
BCS, Bank, SSC/HSC, admission coverage
Timed mocks and strategy modules
Topic-wise structured practice paths
Decision Analytics
Signals and dashboards that convert activity into actionable decisions.
Knowledge-state and readiness mapping
Trend-level progress monitoring
Goal-aware workspace recommendations
Cross-Surface Continuity
Unified experience across mobile and web with resilient sync behavior.
Offline-capable learning sessions
Shared API + account identity
Consistent progression across devices
Outcome Blueprint
A clear path from learning to outcomes
01
Onboard and set a target track
Choose stage and exam path (BCS, Bank, SSC/HSC, admission, job).
02
Practice + diagnose weak zones
Adaptive sessions and mock exams continuously update your performance profile.
03
Revise with FSRS memory timing
Spaced repetition automatically schedules recall-heavy topics at the right interval.
04
Scale toward exam + career outcomes
Combine AI tutoring, analytics, and career tools into one repeatable success loop.
Ready?
Full preparation, one platform
Question bank, AI guidance, exam workflows, and career readiness - start today like 5,000+ learners already did.