About Me
I am a Machine Learning Engineer and an AI researcher with a B.Sc. in Computer Science & Engineering from RUET.
My central research objective is advancing reasoning capabilities across Multimodal and Generative AI systems. To achieve this overarching goal, my work explores:
- (a) refining internal model logic and alignment through contrastive signals and preference optimization;
- (b) enhancing visual and spatial reasoning in Vision-Language Models (VLMs); and
- (c) designing Knowledge Graph-grounded RAG architectures and autonomous multi-agent workflows for multi-step reasoning tasks.
Experience
Euclido Inc.
March 2024 – Present
Machine Learning Engineer-I
Waterloo, Canada (Remote)
- Design LangGraph-based RAG chatbots and implement knowledge graphs to map session relationships, enabling highly context-aware responses and deeper insights into user interactions.
- Develop autonomous AI agents to manage end-to-end ETL processes, successfully automating data ingestion, transformation, and loading to reduce manual intervention.
ResearchDen
Dec. 2024 – Present
Lead Researcher
Remote
- Lead collaborative AI and ML research groups, guiding first-time and seasoned researchers from ideation to publishing in peer-reviewed conferences and journals.
- Mentor community members on research methodology, literature review, and paper writing, fostering a collaborative culture of accountability.
AIML Professional Community Bangladesh
Apr. 2025 – Present
Mentor
Remote
- Mentor junior researchers on machine learning projects, providing guidance on research methodologies and technical implementations.
- Facilitate code reviews and conceptual discussions to improve model performance and adhere to industry best practices.
Department of CSE, RUET
Jan. 2022 – July 2022
Research Assistant
Rajshahi, Bangladesh
- Conducted extensive literature reviews and experimental analysis under faculty supervision to explore novel machine learning applications.
- Contributed to data processing and model evaluation, culminating in findings that were successfully published in a peer-reviewed research paper.
I would love to discuss my research and any opportunities! Feel free to email me at rakib.ruet.cs@gmail.com
Outside of work, I enjoy testing my predictive intuition on Fantasy Premier League, capturing moments as a hobbyist photographer, and writing short stories and poetry.
Slices of life
| Dec 2025 | Paper Accepted in BLP Workshop @ IJCNLP-AACL 2025! |
| Nov 2025 | Published a short story in the popular monthly magazine Rohosso Potrika (রহস্যপত্রিকা). |
| May 2025 | Paper Rejected in ACL 2025😭! |
| Apr 2025 | Contributed to pdflatex_bengali for Bangla Transliteration with Bangtex |
| Nov 2024 | Created a python package DetectVideoShotLength to analyze movie scene lengths. |
| Mar 2024 | Attended iCACCESS 2024 and presented this paper. |