An Estonia-based research lab building open-source tools, practical products, and useful systems.
Infrastructure & Cloud Partners
Supported By
Kaelux is a collaborative lab. We combine research, practical engineering, and firsthand experience to build tools that work in the real world.
Start with the people, constraints, and existing workflow. Define what a better result would look like.
Work in small, testable steps. Share prototypes, inspect the output, and act on what users find.
Keep what helps. Publish reusable tools and lessons, then improve the next version with evidence.
Our projects
From Blender workflows and agent reliability to coastal access, our projects start with a problem people actually face.
Explore the public work, try a tool, or help us improve it with firsthand experience.
Active division
Medical research infrastructure
A Kaelux division focused on secure AI infrastructure, research tooling, DevSecOps, and MLOps for retina, hearing, tinnitus, and medical imaging teams.
Research labs, hospitals, universities, foundations, and medical AI collaborators.
Public build
Unified AI studio for 3D professionals
A unified studio for 3D professionals that brings agent-assisted creation, Blender tooling, and production workflows into one workspace instead of another stack of disconnected subscriptions.
Built from extensive spatial-reasoning research into where AI struggles to understand, inspect, and reliably change 3D scenes.
Public build
Evidence-gated agent harness evolution
An open-source framework that helps agents inspect their results, look back through their actions, diagnose mistakes, and test improvements to their tools and instructions.
First used to develop and measure the ViperMesh Blender harness; designed for coding, browser, visual, research, document, and custom application agents.
Public build
Prompt analysis and refinement
A prompt analyzer, refiner, and generator built around frontier system-prompt patterns, RAG-backed prompt references, and structured improvement workflows.
Builders, prompt engineers, and teams that need a repeatable path from rough idea to model-ready prompt.
Early-stage lab
Infrastructure security tooling
A local-first purple-team CLI for Terraform IaC with LocalStack sandboxes, red-blue reasoning, deterministic remediation, and evidence reports.
Infrastructure teams, DevSecOps builders, and security-minded platform engineers.
Public build
Coastal access and public-interest mapping
An open-source map bringing coastal access claims, routes, sources, and community review together. Anyone can submit information without creating an account.
For coastal visitors, local communities, mappers, and researchers. Coverage grows through reviewed contributions; the map does not guarantee legal access.
A fast terminal-style guide for venture questions, investor fit, partner builds, and business automations.
Business automation
Bring us the workflow that keeps getting in the way. We design focused automations around your people, data, and existing tools, then test them against the work they need to do.
Kaelux is a collaborative research and engineering lab based in Estonia. We build useful tools with researchers, developers, and people who understand the problem firsthand. Our work spans agent reliability, creative tools, infrastructure security, and public-interest projects such as OpenCoast.
Founder and AI/ML systems researcher based in Estonia, developing Kaelux across medical AI, spatial reasoning, agent harnesses, prompt systems, and infrastructure security.
Kristofer's role is to turn research into working artifacts, open-source tools, and products, then build partnerships where a venture or secure business system needs hands-on engineering.
Bring a real problem, a project idea, or useful domain experience. We welcome researchers, developers, collaborators, and business clients.
Reach out to discuss investment, a venture partnership, MedAI collaboration, business automation, or a serious build.
