Solo operator building practical software and AI systems from Helsinki.
Every project tells a story. From first lines of code to a portfolio of AI-native products — this is how it all came together.
Building and experimenting with autonomous agents using the OpenClaw framework. Exploring the potential of AI web navigation and complex task orchestration.
A native macOS app for tracking and managing AI agent tasks and usage, plus its marketing website.
Simple, pay-per-use e-signatures. Docusign features at a fraction of the cost.
The future layer: enabling AI agents to sign and authorize contracts on behalf of humans.
A company accounting system rebuilt entirely from scratch using Claude Code.
An e-commerce platform currently in early development.
The first iteration of a digital e-signature platform — the idea that later evolved into Signready.
A calculator for optimal poker chip distribution in home games.
A custom-built tool for analyzing and optimizing search engine performance across websites.
A website and iOS app for tracking the timing accuracy of mechanical watches. Never finished.
A tool trained on data from every Y Combinator company ever funded.
An early concept for tracking AI coding assistant usage and costs — the predecessor to Claudecounter.
An AI agent that aggregates all your transactions into one place, no matter what format you input them in.
A location-based concept where players hunt for real-money caches hidden in the physical world.
An NFC-powered parental control product with a hardware device and iOS app for managing kids' screen time. Evolved through five iterations before launching as Apptoken.
An agent finds businesses with outdated websites, rebuilds them, populates a CRM, manages outreach. All from a single command.
Scans second-hand marketplaces. Knows my taste, compares prices across platforms, makes autonomous purchases with its own debit card when it finds a zero-risk deal.
Handles all bookkeeping and reporting. Deeply contextualized with detailed instructions. Always asks before making judgment calls.
Personal AI agent that coordinates everything. Has its own Chrome browser, own accounts. One voice command to price, build, and deploy 30 domains to Vercel. Sends WhatsApp updates along the way.