Concentrated Liquidity
One daily 20-minute window where everyone is online at once. Connection happens in a tight band, not a 24/7 scroll. Scarcity makes attention real.
Independent AI Developer & Local LLM Hacker. I build privacy-first software and run the models on my own silicon.
Everything ships local-first. No clouds I don't control, no data I can't see, no inference I can't run at 2am on a single GPU.
A privacy-first, introvert-native social network.
Most social apps reward the loudest, most-online people. Sonder is built for the rest of us: small windows, real signals, and a network that goes quiet when you do. The data never leaves a place you control.
One daily 20-minute window where everyone is online at once. Connection happens in a tight band, not a 24/7 scroll. Scarcity makes attention real.
An on-device model aligns people by genuine interest and vibe, not engagement bait. Matches are suggested, never sold.
Nobody slides into anything. Conversation only opens after a mutual spark, so the inbox stays a place you actually want to open.
A gamified Finnish learning game that turns one of Europe's hardest languages into something you actually keep opening. Streaks, spaced repetition, and a story you only unlock by speaking.
An AI creative tool that turns a track into a full music video - generating visuals that move with the audio. Part of a small suite of creative tooling I build for musicians.
Ollama and llama.cpp running quantized models on a single RTX 4070. Inference stays on the desk, not the cloud.
Hand-rolled Model Context Protocol servers that wire local tools and data into the models I run.
Tauri desktop builds, on-device inference, and a hard rule: if the user can't see where the data goes, it doesn't ship.
ag@rig:~$ ollama run llama3
I take on a small number of collaborations around on-device AI, privacy-first products, and creative tooling. The fastest way to reach me is below.