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.

AWS BedrockLangGraphMulti-Agent SystemsFastAPINext.jsPostgreSQLClaude CodeCloudWatch

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.

Next.jsReactLaravelPostgreSQLE-Commerce

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.

PythonChromaDBRAGVector SearchLLM EvaluationWeb Scraping

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.

Next.jsLaravelMaterial UIMySQL

PGL ERP System

ERP system for Peace Global Logistics covering logistics, shipments, HR, and inventory modules. Built with NestJS, React, Next.js, and PostgreSQL.

NestJSReactNext.jsPostgreSQLERP

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.

Node.jsExpress.jsReactPostgreSQL

Charity Management System

Charity management system built for an Afghanistan-based non-profit organization.

ReactMantineREST API

TeebAlhoor ERP System

Complex ERP system for TeebAlhoor, a UAE-based trading company, built with Laravel, Nuxt.js, and PostgreSQL.

LaravelNuxt.jsVue.jsPostgreSQL

Peace Global Tech Website

Department website for the tech division of Peace Global Logistics.

Next.jsReactTailwind CSS

Work

  1. Company
    KonecranesHyvinkää, Finland
    Role
    Software Development Specialist (AI/ML) – Fixed-Term Summer Contract
    Date
  2. Company
    Ramaki Group Of Companies
    Role
    Senior Software Engineer
    Date
  3. Company
    Peace Global Logistics
    Role
    Software Engineer
    Date
  4. Company
    Kabul University
    Role
    Instructor (Python & Machine Learning)
    Date
  5. Company
    Smart Friqi
    Role
    Full Stack Developer
    Date
  6. Company
    TwistedBits ICT
    Role
    Web Developer
    Date
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