Experience
Current positions first, then past research, industry, teaching, and technical skills.
Current Positions
Research Intern — Vision, Language & Agentic Systems
May 2026 – Present
Anomaly LocalisationLLM EvaluationAgentic AI
- Supervised by Dr. Dong-Kyu Chae (Assistant Professor, Hanyang University), working across computer vision, natural language processing, and agentic systems: training-free visual anomaly localisation, LLM evaluation on politically sensitive text, and the design of reliable tool-using agents.
- Lead author on SphereAD, a hyperspherical self-reference method for training-free anomaly localisation that transfers across domains without per-domain fitting. In preparation.
- Co-first author on Harness Recession, studying when scaffolding around a small language model helps and when the model outgrows it. Accepted at SLM-Agents, the 1st NeurIPS Workshop on SLMs for Agentic Systems.
Software Engineer (Backend)
Oct 2026 – Present
bKash · Dhaka, Bangladesh
Java MicroservicesApache KafkaKYC
- Backend team at bKash, the leading mobile financial service (MFS) provider in Bangladesh, working on the KYC (Know Your Customer) and notification services.
- Build Java microservices in an event-driven architecture, using Apache Kafka for asynchronous messaging between services.
- Work on high-throughput, fault-tolerant distributed systems: REST APIs, asynchronous event processing, and service-to-service integration.
Past Research Experience
Research Assistant — AI for Healthcare & Neuroimaging
Dec 2025 – May 2026
Charles Sturt University · Remote
Medical AIKnowledge DistillationLLM Evaluation
- Research in AI for healthcare and neuroimaging, supervised by Dr. Mohammad Ali Moni in collaboration with Dr. Mohammad Abu Yousuf.
- Co-authored work on multi-teacher knowledge distillation for brain-tumor classification with explainable-AI overlays for resource-constrained deployment, published in Knowledge-Based Systems (Q1, IF 8.0).
- Co-first author on the AACL 2026 crisis-sentiment study, evaluating large language models on Bangla and code-mixed social media text during a fast-moving political crisis.
- Contributed to early-stage exploration of image reconstruction from human brain activity via cross-modal generative models, pairing hierarchical encoders with conditional diffusion.
Research Assistant — Computer Vision / AI-ML Engineer
Mar 2025 – Nov 2025
Real-Time AvatarsLip SyncWebRTC
- Supervised by Dr. Nabeel Mohammed and Dr. Shafin Rahman; carried research prototypes through to deployable real-time vision systems, working across sites with teams in Luxembourg and a robotics lab in Hong Kong.
- Built the perception pipeline end to end, spanning facial morphing, gesture rendering, diffusion-based lip synchronisation, and 3D Gaussian representations.
- Drove down end-to-end latency with GPU-parallelised inference and WebRTC streaming, holding throughput steady enough for live interaction.
- Interim technical demo →
Past Industry Experience
Backend Engineer
Aug 2026 – Oct 2026
SysModeler.ai · USA (Remote)
SysML v2MicroservicesPostgreSQL
- Built the backend for an AI platform that turns documents and plain-language prompts into editable SysML v2 models.
- Designed the microservices and asynchronous pipelines that kept long-running model generation responsive under load.
- Owned the PostgreSQL and MongoDB schemas behind collaborative, versioned system models, and tuned the queries that read them.
- Shipped Python, Go, and Java under close review, with Docker and CI/CD across both cloud and on-premise deployments.
Product Engineer
Jan 2026 – Jul 2026
Obby LLC · USA (Remote)
Multi-Agent SystemsVoice AIMCP
- Built production multi-agent workflows with tool orchestration, MCP-powered automation, and closed decision loops.
- Shipped AI voice agents and Agentic Council frameworks serving multi-tenant SaaS customers.
- Led cross-functional work across engineering, operations, and product, delivering B2B review automation and AI-powered communications.
- Blog: Multi-Tenant Architecture for AI Voice Agents →
Software Engineering Intern
Aug 2024 – Jun 2025
AGT Software Partners · Remote (Dhaka & USA)
Next.jsTypeScriptLLM Features
- Built a secure standups, project, and time-tracking app with Next.js, TypeScript, Socket.IO, and Tailwind.
- Integrated NLP autofill, LLM-powered summaries, and smart ticket categorisation.
- Built dashboards with trend detection, anomaly alerts, and PDF/CSV exports, plus email notifications, token revocation, rate limiting, and session management.
- Co-developed a foster-care platform as part of AGT's social initiatives.
Teaching & Leadership
Undergraduate Teaching Assistant — CSE 373: Design and Analysis of Algorithms
Jan 2024 – Dec 2025
North South University
AlgorithmsTeaching
- Prepared lecture and tutorial notes; conducted tutorial sessions outside class hours.
- Proctored exams and graded homework, programming assignments, and assessments.
- Mentored 600+ students through office hours, tutorials, and exam preparation.
Instructor & Problem Setter — Competitive Programming
2024 – 2025
NSU Problem Solvers Bootcamp & Intra-NSU Contests
Competitive Programming
- Taught algorithms and contest strategies at the NSU Problem Solvers Bootcamp.
- Authored problems, constraints, test cases, and editorials for Intra-NSU programming contests.
Technical Skills
- Programming Languages: Python, C, C++, Java, JavaScript, TypeScript, Go, SQL
- ML Frameworks and Libraries: PyTorch, TensorFlow, Hugging Face Transformers, timm, scikit-learn, OpenCV, NumPy, Pandas, Matplotlib
- GPU and Inference: CUDA, Triton, mixed-precision training, ONNX, TensorRT, distributed and multi-GPU training
- Machine Learning Methods: Computer vision, vision–language models, multimodal fusion, knowledge distillation, model compression, test-time adaptation, NLP and sentiment analysis, LLM evaluation, agentic systems and tool orchestration, explainable AI
- Systems and Tooling: Next.js, MERN, Socket.IO, REST, WebRTC, Git, Docker, CI/CD, PostgreSQL, MongoDB, MCP, LaTeX