Computer Science • Systems • Research

Architecting verifiable intelligence through deterministic rigor.

I am an undergraduate researcher and software engineer at Daffodil International University in Dhaka. My work explores the intersection of probabilistic machine learning and formal verification—integrating Large Language Models with SMT solvers (Microsoft Z3) to eliminate hallucinations in safety-critical clinical environments.

In parallel, I build low-level systems in C++ and manage headless Unix infrastructure, driven by an interest in computational efficiency, memory guarantees, and foundational software engineering.


Current Focus

Active Areas of Investigation

Neuro-Symbolic Reasoning

Bridging unstructured clinical narratives to typed First-Order Logic constraints via SMT theorem provers.

Clinical Guideline Formalization

Modeling polypharmacy contraindications across concurrent CKD, diabetes, and heart failure protocols.

Bare-Metal Systems

Low-level graphics pipelines, deterministic 60fps frame scheduling in C++, and headless server orchestration.


Academic Work

Selected Research

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Formal Verification of Cardiorenal-Metabolic Guidelines

Supervised by: Assistant Professor, Dept. of CSE, Daffodil International University

An undergraduate thesis proposal modeling and formally verifying polypharmacy clinical guidelines across cardiovascular, renal, and metabolic co-morbidities using first-order logic and Z3 SMT solver.

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Abductive Neuro-Symbolic Engine

Supervised by: Assistant Professor, Dept. of CSE, Daffodil International University

A specialized clinical reasoning engine bridging fluid Large Language Model semantic extractions with rigid clinical requirements using Pydantic typing and Microsoft's Z3 SMT solver for deterministic satisfiability checking.

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Engineering

Selected Systems & Projects

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DIU Everywhere

Designing an asynchronous, multi-threaded campus ride-sharing GUI in Java Swing that guarantees atomic seat allocation and transaction safety over a relational SQL database without UI freezing.

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Reflections & Logs

Recent Notes & Essays

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Inquiries & Collaboration

I am always interested in discussing neuro-symbolic reasoning, formal verification in healthcare, low-level graphics programming, or academic research initiatives.