I build entire platforms end to end, with AI as the load-bearing part —
turning models into shipped products, not demos.
Lately: small language models, agents, and the question underneath them —
can you trust what they produce? I care more about verification than a good first run.
Quieter and longer-running beneath all of it: security & reliability.
More curious than finished. Never invented, never rounded up.
A Python library that turns Spotify's public web player into typed data — no API key.
Sync + async over one sans-io core · a single dependency · a typed API and a CLI.
pip install spotifyscraper





