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 2025Paper Accepted in BLP Workshop @ IJCNLP-AACL 2025!
Nov 2025 Published a short story in the popular monthly magazine Rohosso Potrika (রহস্যপত্রিকা).
May 2025Paper Rejected in ACL 2025😭!
Apr 2025Contributed to pdflatex_bengali for Bangla Transliteration with Bangtex
Nov 2024Created a python package DetectVideoShotLength to analyze movie scene lengths.
Mar 2024Attended iCACCESS 2024 and presented this paper.