Portrait of Ahmad Samim Hamza

Samim Hamza. AI Engineer & Senior Software Engineer building intelligent applications and reliable software systems.

I'm an AI Engineer and Senior Software Engineer, currently pursuing a Master's degree in Artificial Intelligence at the University of Jyväskylä. I bring 5 years of software engineering experience across enterprise AI applications, backend services, and full-stack business platforms.

At Konecranes, I designed, evaluated, and deployed an enterprise RAG and multi-agent assistant on AWS, integrating AI backends with a Next.js and FastAPI application. I worked with stakeholders, implemented a feedback pipeline, and documented and handed over the system to the internal team.

My broader software engineering experience includes leading a team of eight engineers on Dara.af and developing production ERP and logistics systems. I work with Python, TypeScript, React, Next.js, NestJS, Laravel, PostgreSQL, and AWS, with an emphasis on maintainable architecture, testing, and practical business needs.

AI-Assisted Development

I use Claude Code and Cursor throughout development, while retaining responsibility for architecture, code review, and testing.

Work Experience

Software Development Specialist (AI/ML) – Fixed-Term Summer Contract

05/2026 – 08/2026
KonecranesHyvinkää, Finland
  • Designed, built, evaluated, and deployed an enterprise RAG and multi-agent assistant over 100+ internal XML, PDF, and XLSX documents.
  • Compared three RAG variants using AWS Bedrock, LangChain, and LangGraph, integrated through a shared Next.js and FastAPI application.
  • Implemented supervisor/collaborator agent orchestration and used PostgreSQL for user accounts, session data, and feedback storage.
  • Deployed on AWS Amplify, ECS, and RDS; used CloudWatch and application error tracking to investigate issues affecting retrieval quality and response latency.
  • Worked with domain stakeholders, documented the system, and handed it over to the internal team.

Senior Software Engineer

05/2024 – 07/2025
Ramaki Group of CompaniesKabul, Afghanistan
  • Led a team of eight engineers delivering Dara.af, an e-commerce platform supporting hundreds of product listings and daily customer orders.
  • Designed and optimized PostgreSQL schemas and developed RESTful APIs using Laravel.
  • Delivered application features using React and Next.js, wrote unit, integration, and feature tests, and conducted code reviews and mentoring.

Software Engineer

09/2022 – 04/2024
Peace Global LogisticsKabul, Afghanistan
  • Developed core ERP and logistics features using NestJS, React, Next.js, and PostgreSQL.
  • Designed relational data models, optimized complex queries, and built reusable React and Tailwind components.
  • Collaborated with logistics, finance, and operations stakeholders to translate business workflows into application features.

Instructor (Python & Machine Learning)

04/2022 – 10/2022
Kabul UniversityKabul, Afghanistan
  • Taught Python programming and machine learning fundamentals to first- and second-year undergraduate students.
  • Covered data analysis, model training, evaluation, and practical ML tooling.

Full-Stack Developer

07/2021 – 09/2022
Smart FriqiKabul, Afghanistan
  • Built ERP modules using Laravel, Nuxt.js, and PostgreSQL.
  • Implemented real-time features with WebSockets and developed dashboards and administration interfaces.

Web Developer

05/2021 – 07/2021
TwistedBits ICTKabul, Afghanistan
  • Built two management information systems using PHP, JavaScript, Laravel, and Vue.js as part of a small team.

Education

Master's Degree in Artificial Intelligence

08/2025 – Present

University of JyväskyläJyväskylä, FinlandCurrently in progress · Expected May 2027

Thesis (In progress): Exploring LLM-assisted validation for multi-objective optimization in Finnish forest planning.

Bachelor of Computer Science (Software Engineering)

2017 – 2021

Kabul UniversityKabul, Afghanistan

Languages

  • English(Fluent)
  • Persian(Native)
  • Finnish(A1, actively learning)

Skills Overview

Backend Engineering: Python, FastAPI, TypeScript, NestJS, Node.js, PHP, Laravel, REST APIs
Frontend Engineering: React, Next.js, Vue.js, Nuxt.js, Tailwind CSS, Material UI
Data, Databases & Caching: PostgreSQL, Relational Schema Design, Query Optimization, MySQL, SQLite, Redis
Applied AI & Agentic Systems: RAG, Corrective RAG (CRAG), Multi-Agent Systems, LangChain, LangGraph, AWS Bedrock, Vector Stores (ChromaDB, Qdrant), Reciprocal Rank Fusion (RRF), Hybrid Search (BM25 + Dense Vectors), Cross-Encoder Reranking, LLM Evaluation
Cloud & Delivery: AWS (Bedrock, ECS, Amplify, RDS, S3, CloudWatch), Docker, CI/CD Pipelines (GitHub Actions), Logging & Monitoring
AI-Assisted Development: Claude Code, Cursor, Antigravity
Academic Knowledge & Familiarity: Semantic Web (Ontologies, RDF, OWL, SPARQL), PyTorch, scikit-learn, Multi-Objective Optimization, Kubernetes