Muneeb Ali

Full-Stack Engineer | AI Specialist | Architecting Scalable Multimodal Systems

Overview

CS graduate from FCCU specializing in AI engineering and full-stack development. Experienced in architecting microservices, fine-tuning LLMs, and building real-time multimodal AI pipelines. Proven track record of delivering complex, scalable systems like Oratoria AI and AI-powered recruitment tools, with deep expertise in Python, Next.js, and the LLM ecosystem.

Lahore, PK

Experience

2025 – Present

PART_TIME

Teaching Assistant — Database Systems

Dr. Sarwan Altaf Abbasi, FCCU

Lahore, PK

Supported 200+ students on SQL, relational design, and normalization; improved course materials and streamlined assignment workflows

•Supported 200+ students on SQL, relational design, and normalization

•Improved course materials and streamlined assignment workflows

SQLRelational DesignNormalization

May 2026

WORK

Associate Software Engineer

Coders Alley

Lahore, PK

Develop and maintain full-stack web applications for client projects, working across Next.js/React frontends and Python-based backends. Design and build AI pipelines integrating LLM APIs, embeddings, and third-party data sources to power product features for client deliverables

•Develop and maintain full-stack web applications for client projects, working across Next.js/React frontends and Python-based backends

•Design and build AI pipelines integrating LLM APIs, embeddings, and third-party data sources to power product features for client deliverables

Key Achievements

→Optimized AI pipelines and full-stack features to handle high-traffic loads of 1000 requests per minute.

→Reduced system latency by 20% through backend and pipeline optimizations.

→1000 requests per minute throughput

→20% reduction in latency

Next.jsReactPythonLLM APIsEmbeddings

May 2025 – Jul 2025

INTERNSHIP

Software Engineering Intern

Pak Elektron Limited (PEL)

Lahore, PK

Built and maintained internal web applications using ASP.NET, C#, and SQL Server in a large enterprise environment

•Built and maintained internal web applications using ASP.NET, C#, and SQL Server in a large enterprise environment

ASP.NETC#SQL Server

Project Portfolio

PERSONAL

Present

Oratoria AI

Lead Developer

Leading development of an AI-powered communication coach delivering real-time feedback for debate, interview, and presentation training. Architected 3-service microservices backend with FastAPI, PostgreSQL, SQLAlchemy ORM, Alembic migrations, RESTful APIs, and WebSocket protocol for low-latency bidirectional communication which is optimized for 100+ concurrent users. Integrated multimodal AI pipeline (Whisper STT, Wav2Vec2 emotion detection, MediaPipe gesture analysis, GPT-5/Mistral) and built Next.js 15 frontend with OAuth 2.0 (Google, GitHub, Facebook) and glassmorphism UI

Next.jsFastAPIPostgreSQLDockerWebSocketsLLMsSQLAlchemy ORMAlembicWhisper STTWav2Vec2MediaPipeGPT-5MistralOAuth 2.0

ACADEMIC

Present

LLM Fine-Tuning for Debate Evaluation

Researcher/Developer

Fine-tuned 12 open-source LLMs (Llama 3, Qwen 2.5, OpenHermes 2.5, WizardLM) achieving human-aligned debate scoring across content, structure, argumentation, and delivery. Developed iterative prompt optimization strategy reducing scoring deviation by 40%+ across 3–5 iterations. Built data pipeline processing 500+ hours of debate audio; benchmarked model robustness across prompt variations

PythonPyTorchTransformersHugging FaceLlama 3Qwen 2.5OpenHermes 2.5WizardLM

PERSONAL

Present

Job Board

Full-Stack Developer

Built a full-stack job board platform with dedicated candidate, recruiter, and admin portals using Next.js and FastAPI. Developed an AI-powered resume builder and resume-scoring engine using OpenAI and vector text embeddings to evaluate and rank candidate profiles. Implemented semantic job-matching via vector embeddings and integrated SERP API for automated job and company data aggregation

Next.jsFastAPIOpenAIVector EmbeddingsSERP APIHybrid Search

Education

2022 – 2026

Bachelor of Science in Computer Science

Forman Christian College and UniversitySpecialization in Computer Science

Relevant Coursework

Mathematics

Impact & Recognition

Awards

Allied Bank · 2025

Semi-Finalist — Allied Bank 4th FinTech Hackathon

Competed nationally; advanced to semi-finals with a voice-enabled AI banking solution targeting non-smartphone users, including AI-driven savings optimization and personalized marketing features

Patents & Publications

2025 · RESEARCH_PAPER

Can Lightweight LLMs Judge Debate?

Submitted — ACL Student Research Workshop 2025. Investigated whether sub-8B open-source LLMs can reliably evaluate debate quality; developed iterative prompt optimization achieving human-aligned scoring without GPT-scale models