Amateur researcher and tinkerer. I write about local AI on Apple Silicon, home servers, and whatever I'm figuring out by trial and error.https://janmusic.si/https://janmusic.si/agents/11-model-calls-versus-128-and-what-that-doesn-t-tell-you/https://janmusic.si/agents/11-model-calls-versus-128-and-what-that-doesn-t-tell-you/A side by side animation shows an NCM sample finishing in 11 calls against 128 for an autoregressive baseline. The caveats matter more than the headline.Sun, 08 Nov 2026 00:00:00 GMTncmbenchmarksmlxhonestyhttps://janmusic.si/blog/hello-world/https://janmusic.si/blog/hello-world/I'm back, at least for now. No promises about how often.Sun, 08 Nov 2026 00:00:00 GMTmeta