AI & Senior Software Engineer | Forward Deployed AI/ML, Agentic Systems & Full-Stack Architecture
AI & Senior Software Engineer with 5+ years of production experience turning complex, ambiguous business challenges into reliable software and intelligent systems. At Konecranes, I owned the end-to-end delivery of an enterprise RAG and multi-agent assistant—evaluating architectural trade-offs across AWS Bedrock, LangGraph, and LangChain, integrating feedback loops in PostgreSQL, and deploying to AWS before handover.
Earlier in my career, I led engineering teams and delivered production ERP, logistics, and transactional platforms. I combine robust software engineering fundamentals (Python, FastAPI, TypeScript, PostgreSQL, Docker, AWS) with applied AI and agentic orchestration, developing daily with AI-assisted coding tools (Claude Code, Cursor) to ship production-grade code rapidly.
Top Skills: Python, FastAPI, LangGraph / LangChain, AWS Bedrock (Agents/AgentCore), Multi-Agent Systems, RAG Architectures, Claude Code / Cursor, Next.js, PostgreSQL, Docker/K8s
Featured Projects
Enterprise RAG & Multi-Agent Assistant (Konecranes)
Internal enterprise knowledge assistant over 100+ heterogeneous documents (XML, PDF, XLSX). Benchmarked and implemented multiple RAG variants (Bedrock-native, LangChain, LangGraph) behind a shared conversational UI, with a supervisor agent orchestrating collaborator agents. Includes a PostgreSQL-backed human evaluation pipeline, AWS Amplify/ECS/RDS deployment, and CloudWatch performance monitoring. Built end to end using Claude Code as the primary AI-assisted environment, then fully documented and transitioned to internal teams.
Dara.af E-Commerce Platform
E-commerce platform supporting hundreds of product listings and daily customer orders. Led a team of eight engineers through PostgreSQL schema design, REST API development, and full-stack delivery using Laravel, React, and Next.js.
Health Information RAG Chatbot
University of Jyväskylä
MSc project at the University of Jyväskylä — a production-grade domain-specific RAG chatbot built by scraping a public health information website, chunking and embedding content into a ChromaDB vector store, and evaluating retrieval accuracy and generation quality with LLM evaluation frameworks. Complete pipeline covering web scraping, vector indexing, conversational retrieval, and evaluation.
United Used Cars Website and MIS
Full website and management information system for a used car trading company. Built with Laravel, Next.js, Material UI, and MySQL.
PGL ERP System
ERP system for Peace Global Logistics covering logistics, shipments, HR, and inventory modules. Built with NestJS, React, Next.js, and PostgreSQL.
TGL Supplies System
High-performance website and management information system built with Node.js and Express.js for the backend, React.js for the frontend, and PostgreSQL for the database.
Charity Management System
Charity management system built for an Afghanistan-based non-profit organization.
TeebAlhoor ERP System
Complex ERP system for TeebAlhoor, a UAE-based trading company, built with Laravel, Nuxt.js, and PostgreSQL.
Peace Global Tech Website
Department website for the tech division of Peace Global Logistics.
Work

- Company
- KonecranesHyvinkää, Finland
- Role
- Software Development Specialist (AI/ML) – Fixed-Term Summer Contract
- Date

- Company
- Ramaki Group Of Companies
- Role
- Senior Software Engineer
- Date

- Company
- Peace Global Logistics
- Role
- Software Engineer
- Date
- Company
- Kabul University
- Role
- Instructor (Python & Machine Learning)
- Date
- Company
- Smart Friqi
- Role
- Full Stack Developer
- Date

- Company
- TwistedBits ICT
- Role
- Web Developer
- Date
