Syllabus alignment and safety science.
We study curriculum alignment, security layers, and Bangla NLP to build reliable educational AI systems.
Featured Papers
The Bangladesh AI Landscape: 2023–2026
A comprehensive analysis of AI adoption across classrooms, freelance economies, and digital banking in Bangladesh. This paper tracks localized growth vectors, evaluates student mental health considerations, and outlines the safety architecture required for a safe, localized Bangla language model transformation.
Core Research Teams
Interpretability & Alignment
Analyzing internal neural activations to secure curriculum alignment gates. We build models that remain strictly within secondary syllabus bounds without hallucinating out-of-context facts.
Bangla NLP & Localization
Aligning transformer models with Bangla phonology, regional dialects, and the trilingual context switching (Bangla, English, and Banglish) common among South Asian students.
Socioeconomic Evaluation
Measuring the long-term impact of deploying adaptive learning systems to underserved regions, analyzing changes in student learning velocity, motivation, and exam preparedness.
Frontier Security
Defending API endpoints against prompt injection attacks and leakage of student data using light, high-throughput local inference guardrails.
At Aetheio, we build educational technology to serve the long-term well-being and intellectual potential of every citizen in Bangladesh.