ACADEMIC OPERATING SYSTEMSecure Container Sandbox Active

LearnOne

Intelligent University & Global Education Operating System. AI-powered academic learning, admissions, clinical & courtroom simulations, live voice mentorship, oral viva voce defense, and verifiable credentials.

Live Voice AI

Apple-Grade Voice Tutor

Calm real-time orbital waveform, zero-markdown audio, voice interruption handling, and local mock fallback.

Launch Vocal Mentor
High-Stakes Board

Adaptive Viva Voce Cockpit

Calibrated board examiners for Medical OSCE, Bar Council, Admissions MMI, and PhD defenses with lethal safety triggers.

Enter Oral Examination
Real-Time Class

Classroom Live & Polling

6-letter code access, instant conceptual checks, hand-raise queue, and lecture AI co-pilot for synchronized classes.

Join Class (Code: BIO402)

Interactive Labs & Simulations

Data Science, Python, SQL, Chemistry, Physics, Biochemistry, MIS, and AIS experiential lab simulations executed inside secure Docker sandboxes.

Docker IsolatedAST SQL SandboxMulti-Discipline

Bangladesh Admission Hub

MBBS/BDS national admission engine, Public universities, and top private universities (NSU, BRAC, AIUB, UIU, IUB, EWU, AUST) with negative marking models.

MBBS 2027Negative 0.25Private Uni Models

Medical & Virtual Patient

Five-year MBBS curriculum, interactive clinical cases (History → Vitals → Examination → Investigations → Diagnosis → Debrief).

STEMI SimulationECG AnalysisEducational Only

Law & Bar Council Hub

Acts, cases, judgments, and AI Virtual Courtroom simulation (Judge, Opposing Counsel) grounded in Bangladesh Penal Code, CrPC & Evidence Act.

Penal Code 1860CrPC 1898Bar Prep

Universal Exam Engine

Powers admissions, semester exams, and certifications with section timers, autosave, offline-safe answer caching, and topic readiness scoring.

Adaptive ScoringNegative Marking

Verifiable Credentials & Passport

QR-ready public verification registry. Clearly distinguishes LearnOne academic awards from statutory licensing boards.

System Safety, Hardened Sandbox & Multi-Project Isolation Verified

LearnOne runs entirely inside its own isolated repository (/Users/humayun/Projects/UniLearnone), dedicated ports (API: 4100, Web: 3100, PostgreSQL: 5442, Redis: 6382), unprivileged Docker sandbox runner (learnone-sandbox-python:latest, UID 10001, --network none, read-only rootfs), and separate database schema. Zero touches to FamilyOne, VitaERP, or other local platforms.