portfolio

ai that earns its place at work

products, companies, and client platforms built across agent infrastructure, applied ai, and scalable software—from the first useful prototype to systems that have to hold up in production.

sengi products

01

sengi platform · current

snowberry

a workspace and agent runner built for sengi clients—the operating layer where custom agents are configured, run, and reviewed.

purpose

give every client a clear home for their agents, context, runs, and day-to-day operations.

built for

managed delivery across different client processes without rebuilding the operating surface each time.

principle

agents become more useful when their work is visible, repeatable, and easy for people to supervise.

02

sengi product · current

finans mcp

connect fortnox and bokio to your agent so it can analyze the company and automate accounting and operational processes.

connects

company and accounting workflows in fortnox and bokio through one agent-ready integration layer.

enables

financial analysis, recurring accounting work, and company processes that otherwise stay manual.

approach

give agents explicit finance tools and boundaries instead of uncontrolled access to business systems.

03

open source · npm

morgen cli

a skill and cli toolkit that lets agents interact with calendars from google, outlook, icloud, and other providers through morgen.

format

a published npm package with focused commands for calendar, task, and connection management.

reach

one agent-facing interface across calendar providers instead of a separate integration for each ecosystem.

built for

skills and automations that need reliable calendar context and actions from the command line.

companies built

04

co-founder · current

qallio ab

a phone ai system for nordic companies that answers calls, captures requests, and keeps customer conversations moving.

role

co-founder, shaping the product and the technical systems behind qallio's ai phone experience.

customers

nordic businesses that cannot always answer while serving customers or running daily operations.

product

ai that answers in the company's voice, captures the request, and passes on what needs to happen next.

05

senior ai developer & shareholder · 2023—2026

garbo ai

building eu-ready language models and applied ai systems, with responsibility for data preparation and rigorous llm evaluation.

role

senior ai developer and shareholder across model development and production use cases.

responsibility

prepare high-quality training data and design evaluation that makes model progress measurable.

focus

language models built for european requirements and practical deployment in real business workflows.

06

co-founder · 2024—2025

tentaklar

a study platform that helps students improve their results by finding patterns in old exams and turning course material into focused preparation.

role

co-founder, responsible for the technical implementation through july 2025.

starting point

help students understand what matters by analyzing old exams instead of studying without direction.

today

the product continued from tentaklar as klar, a broader learning agent for university students.

client platforms

07

consulting client · 2025

abstract

modernized a growing product with a scalable system implementation, stronger delivery foundations, and practical devops.

engagement

technical consulting across implementation, architecture, deployment, and the systems around the product.

goal

create a modern foundation that could support continued product development without operational drag.

delivery

scalable application work paired with devops practices that made shipping and operating the system more reliable.

08

consulting · 2024

jocky

a modern, scalable platform that helps restaurants and venues book djs and manage live entertainment without the usual administrative sprawl.

engagement

consulting and technical implementation for a booking product serving venues, restaurants, and artists.

product

one place for entertainment contacts, conversations, schedules, bookings, and payment status.

delivery

a modern platform foundation designed to support growth beyond the first version of the service.

your project

what should ai take off your plate?

start with the work that feels slow, repetitive, or unnecessarily expensive. we will test whether ai is actually the right answer.

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