Roosa · Finland · Open to AI, backend, and software engineering roles
I ship reliable AI workflows and secure Python backends - designed, tested, deployed, and documented end to end.
I build secure software, AI workflows, and real-time creative tools. At Assembly Summer 2026 I shipped two demoscene projects and placed 2nd in the Fix It Competition with SceneStart. I have been active in the demoscene as an organizer since 2014, and now also as a creator and competitor.
Selected work
Assembly Summer 2026 · Fix It Competition
2nd place · 132 points
Demoscene builder for beginners - export your first real-time browser demo in 5 minutes.
Placed 2nd among 13 finalists at Assembly Summer 2026. Built in 20 hours with 21 learning paths, real-time effects, offline export, and no backend.
Assembly Summer 2026 · AI Coding (Vibe Demo)
Real-time audiovisual demo, 122.5 seconds at 1080p60, exploring AI through procedural graphics.
Deterministic 60fps engine with FFT visualization, synchronized narration, procedural effects, and full AI tool disclosure.
AI security automation
Public demo
Automates the path from MITRE ATT&CK techniques to Sigma rules, SOC guidance, and validated output.
A four-agent LangGraph pipeline with a Qwen verifier and a public Hugging Face demonstration. A vLLM inference path runs on AMD ROCm hardware.
Production delivery
Confidential client
A delivered production system connecting work orders with pipe and material inventory.
Includes stock deduction, remnants, audit trails, authentication, health checks, handover documentation, and Linux deployment. Client details remain confidential; the repository is a sanitized demonstration.
Evaluated RAG
Public repository
RAG-assisted Python security auditor with citations and reproducible evaluation.
Backed by 20,875 embeddings and a documented 15-case evaluation suite, with FastAPI, pgvector, pytest, and GitHub Actions CI/CD. Baseline results and failure analysis remain public in the repository.
How I build
I combine a cybersecurity-informed engineering approach with web development, educational technology, and real-time graphics. Validation, visible failure modes, deployment, and handover remain part of the system - not afterthoughts.
React.js, TypeScript, TanStack Start, Tailwind CSS, and browser-native APIs.
See SceneStart ↑Canvas API, real-time graphics, procedural generation, synchronized audio, and 60fps rendering.
See the Assembly demo ↑Python, LangGraph, RAG, testing, structured outputs, local inference, and deployment.
See AegisOps ↑Awards & honors
SceneStart earned 132 points and placed second among 13 finalists at Assembly Summer 2026.
Try SceneStart ↗Competed at Assembly Summer 2026 with Artificial Intelligence Never Sleeps, a disclosed AI-assisted real-time audiovisual production.
View on Demozoo ↗Experience
AI engineering focus since January 2026
Building AI workflows, backend applications, and deployment-ready tools from system design through testing and documentation. Work includes multi-agent security automation, RAG evaluation, local-first AI, and confidential client delivery.
Mehiläinen
Worked independently in a regulated home-care setting where reliability, discretion, and clear communication with non-technical clients were essential.
Santa Monica Networks
Analyzed system architectures and networked environments to identify weaknesses and improve reliability. Built scripts and tooling for analysis workflows and system validation.
NetNordic Finland
Built Python tools for data processing, monitoring, workflow automation, and system-level integration.
NetNordic Finland
Log analysis, documentation, and security monitoring support.
Additional technical activity: independent security research from 2018 to 2026, including web-system analysis, proof-of-concepts, and public security tooling. Earlier roles and additional detail are available on LinkedIn.
Education
In progress · expected 2027–2028
University of Turku · Information Technology
Graduated May 2021
Turku University of Applied Sciences · ICT
Selected recent learning: AMD Developer Hackathon completion · Google AI · IBM Generative AI
Languages: Finnish (native) · English (professional) · Norwegian (elementary)
Professional recommendations
“Roosa’s knowledge of IT security and her skills are something to be amazed at. A hearty recommendation.”
Mikko Väisänen
Chief Information Security Officer, theFIRMA
Same-team colleague ·
“Roosa is a bright individual; she had no trouble at all at passing her courses with the highest grades. Also, she is a delight to work with.”
Vesa Slotte
Cisco Networking Academy Instructor
Former teacher, Turku University of Applied Sciences ·
Contact
Based in Finland and available for AI, backend, and software engineering roles, on-site in the Turku region or remote. Email is the quickest way to reach me.
Messages sent to contact@ztothez.com are used only to respond to your enquiry.