The Hamza Daily
Software Engineer | Dublin, Ireland
Monday, October 20, 2025
Engineering Intelligent Systems —
One Line of Code at a Time.
Hamza is a Software Engineer specializing in AI Integration and full-stack development.
Lead Story: The Engineer Behind the Innovation
Tech Stack Bulletin
Large Language Models
- OpenAI, Anthropic, Gemini
- OpenRouter
- Fine-tuning
- RAG Systems
AI Frameworks
- LangChain
- LlamaIndex
- AI SDK (React)
- Flowise
Cloud Platforms
- AWS (Lambda, S3, API Gateway)
- Azure
- Google Cloud
- Render
Databases
- Supabase
- PostgreSQL
- MongoDB
- Vector DBs (PgVector, Pinecone, Qdrant)
Programming
- Python
- FastAPI
- JavaScript
- TypeScript
- Java
Document Processing
- OCR Technologies
- Document Intelligence
- PDF Processing
- Text Extraction
Featured Assignments
LangbootAI
Contributed to building an AI library for Java developers inspired by LangChain & LlamaIndex, expanding accessibility of AI integrations. Designed and deployed AWS serverless applications using Lambda, RDS, and API Gateway. Led sprint planning, daily stand-ups, and retrospectives to align international teams and track progress. Mentored new hires through onboarding, training, and technical guidance.
WhatAIdea
Developed an AI-powered PDF Q&A web platform with OCR-based text extraction and LlamaIndex retrieval pipeline. Built and optimized scalable backend services using FastAPI and Python. Designed responsive, user-friendly frontends with React and TypeScript. Delivered rapid iterations to meet startup timelines, ensuring high-performance deployment.
Project Spotlights
LegalAI — AI-Powered Study Assistant for Law Students
Aug 2025 – Sep 2025 • Freelance Project
NextJS, Supabase, AI SDK from Vercel, OpenAI
Built a comprehensive learning platform for law students with features including AI-powered case briefing, a legal chatbot for Q&A, personalized study plans with reminders, and exam practice modules.
Datrix — AI-Powered Data Automation Platform
June 2025 • Hackathon Project
NextJS, FastAPI, Supabase, AI SDK from Vercel
Developed an AI-powered solution to automate data collection from emails and data entry into CRMs and databases. Features included an LLM-powered chatbot for data and document extraction and upsertion into CRMs/DBs, and an analysis module for performing data analysis and creating charts on a dashboard. Built for bolt.new's World's Largest Hackathon.
FlowLegal — Legal Contract Generation SaaS
Nov 2024 – Jun 2025 • Freelance Project
NextJS, FastAPI, Supabase, LlamaIndex
Built a complete legal-tech SaaS from scratch serving law firms with AI-powered contract generation. Owned entire product lifecycle from requirements gathering to deployment and maintenance. Achieved product-market fit through rapid iteration and direct customer feedback loops. Engineered complex prompt engineering solutions using advanced AI techniques to ensure legal document accuracy.
SuperChat — AI Chatbot Platform
Jan 2024 – Aug 2024 • Freelance Project
NextJS, Flowise, MongoDB, Pinecone
Developed an MVP for SuperChat, a platform enabling the creation of chatbots from a knowledge base of PDFs and URLs. These chatbots could seamlessly integrate into any website.
Academic Edition
Master of Science in Big Data Management and Analytics
Currently pursuing advanced studies in big data analytics and management.
Bachelor of Science in Software Engineering
CGPA: 3.54/4.0. Final Year Project: 'iLearn' - Educational portal with OpenAI LLM integration.
Intermediate (FSc – Pre-Engineering)
Completed pre-engineering studies with focus on mathematics and sciences.