Amsterdam, Netherlands

Hi, I'm Guven.

I write about things I like.

Latest writing

Adding a 4th Signal to Transformer AttentionBlogA rigorous ablation of a small idea — what happens when a persistent, gated "purpose" state flows across transformer blocks? A real algorithmic finding with real engineering limits.hellyee: a closed-loop MCP server for Ableton LiveBlogAn MCP server that lets Claude drive Ableton Live — reads the master meter, adjusts, measures again. Plus the story of why I built it instead of getting better at mixing.noworries: verifying what the AI just changedBlogAn open-source CLI and Claude Code slash command that spins up ephemeral infrastructure, runs the change against real services, and returns READY or NOT READY — inside the agent's edit loop, before you review.

Open source