Available for Junior/Mid Roles

AI & Software Engineer

Building AI systems and software tools end-to-end - from multi-agent pipelines and LLM integrations to Python backends, REST APIs, and automation workflows. Focused on systems that work reliably in production, not just in demos.

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About Me

I build AI systems and software tools end-to-end, from multi-agent pipelines and LLM integrations to Python backends and automation workflows. My background in cybersecurity shapes how I approach systems: I think carefully about failure modes, reliability, and what happens when things run unsupervised.

Currently completing my MSc in Information Technology at the University of Turku, focused on software design, architecture, and applied AI.

Technical Skills

dns

Backend & Automation

  • check_circle Python Development
  • check_circle REST APIs
  • check_circle System Integration
  • check_circle Linux Environments
  • check_circle Data Processing
smart_toy

AI & Applied ML

  • check_circle LLM Workflows
  • check_circle Prompt Engineering
  • check_circle AI-Assisted Automation
  • check_circle API Integration
  • check_circle Multi-Agent Systems
  • check_circle LangChain & Ollama
security

Systems & Security

  • check_circle System Architecture
  • check_circle Vulnerability Research
  • check_circle Secure Configuration
  • check_circle Network Protocols

Featured Projects

Software Engineering & Backend Systems

AegisOps AI open_in_new

Live

4-agent purple-team detection copilot built for the AMD Developer Hackathon 2026. LangGraph pipeline transforms MITRE ATT&CK techniques into layered Sigma detection rules, SOC response guidance, and six-dimension validation scores — 97% coverage on T1059.001. Runs on AMD Instinct MI300X via vLLM on ROCm. Qwen2.5-3B verifier sidecar audits every pipeline run. Four simulation modes: Single Technique, APT Group, Kill Chain, and Hunting Topology Lab.

Python LangGraph FastAPI vLLM ROCm AMD MI300X Qwen MITRE ATT&CK

AI Insight Engine

In Progress

AI-driven backend system for ingesting structured and unstructured data, processing it through LLM pipelines, and producing evaluated, structured outputs. Emphasis on reliability, reproducibility, and system-level workflow design.

Python LLMs Backend Systems APIs

Azure Optimizer open_in_new

Multi-agent AI system for Azure infrastructure analysis and cost optimization. Built with deterministic configuration and metrics agents feeding into a Claude-powered supervision layer that synthesizes findings into actionable recommendations. Includes a Streamlit UI for real-time audit orchestration.

Python Multi-Agent Systems Anthropic API Streamlit

Emma Voice Assistant open_in_new

Fully local voice assistant built from scratch using faster-Whisper for speech recognition, Ollama for LLM inference, and Piper TTS for voice output. No cloud APIs. Includes a FastAPI web interface with browser microphone support and custom fine-tuned model support via Ollama Modelfiles.

Python Voice Assistant AI Automation

Accounting App open_in_new

Local-first accounting workspace with two React apps: Ledger (monthly income/expenses, custom columns, JSON export) and Debts (liability tracking, payment logs). All data stored in browser localStorage.

JavaScript React Local-first

Secure Analysis Engine open_in_new

Modular analysis engine for processing and evaluating input data (e.g., logs, traffic, or code), designed for extensible rule-based and automated inspection workflows.

Python Rule Engine Automation

More projects

More projects include API tooling, SIEM labs, browser extensions, secure programming labs, and security research.

Full project index arrow_forward Writeups & research arrow_forward

Experience

Jan 2026 — Present

AI Engineer

Independent

Designing and building AI-powered systems and backend workflows with a focus on practical applications and local-first architectures. Developing modular pipelines integrating LLMs, APIs, and structured data processing. Building end-to-end projects including voice interfaces and automation platforms.

Oct 2024 — Present

Software Engineer

Independent

Building and maintaining web-based applications and developer tools, including browser extensions and full-stack projects. Focus on API integration, system design, and clean, maintainable implementations.

Nov 2019 — Jan 2020

Python Developer

NetNordic Finland

Developed Python-based tools for data processing, monitoring, and workflow automation. Worked with structured data pipelines and system-level integrations.

Jan 2022 — Sep 2024

Systems & Security Consultant

Santa Monica Networks

Analyzed system architectures and networked environments to identify weaknesses and improve reliability. Built scripts and tooling to support analysis workflows and system validation.

Jul 2018 — Jan 2026

Security Researcher

Independent

Conducted independent analysis of web systems, focusing on identifying implementation issues and validating real-world impact through proof-of-concepts.

Earlier experience and additional roles available on LinkedIn.

Education

Expected 2027

Master of Science, Information Technology

University of Turku
  • Major: Data Networks & Cybersecurity
  • Focus on Software Design & Architecture
  • 32-credit Multidisciplinary AI Module
May 2021

Bachelor of Engineering, ICT

Turku University of Applied Sciences
  • Strong foundation in programming and systems
  • Networked applications and protocols
  • Thesis: White Hat Hacking Fundamentals

Certifications & Ongoing Learning

  • Google AI Professional Certificate - Google · Mar 2026
  • LangChain Chat Essentials in Python - CodeSignal · Apr 2026
  • Introduction to Artificial Intelligence - IBM · Mar 2026
  • Introduction to Software Engineering - IBM · Apr 2026
  • Python (Basic) Certificate - HackerRank · Apr 2026