It's been "mathematical" from Gemini for me. Mathematically verified yaml files for Home Assistant, mathematical confirmation of (incorrect) CLI args for a tool, mathematically indistinguishable nutrient profiles of two ingredients.
Also, toss in a quick description. I couldn't tell quickly from the post or site what Chatto _is_. I guessed a vibe coded LLM TUI because that's the new hotness. In a world of Yggdrasil and Immich and Czkawka, a very brief intro helps!
I recently implemented Fish for a project and found it adequate for TTS but wildly impressive in voice cloning. My POC originally required 3-10 audio samples but I removed the minimum because it could usually one shot it.
The model is good, but I will say their inference code leaves a lot to be desired. I had to rewrite large portions of it for simple things like correct chunking and streaming. The advertised expressive keywords are very much hit and miss, and the devs have gone dark unfortunately.
Welp, I guess it's time to start pulling all the uv deps out of our builds and enjoy the extra 5 minutes of calm per deploy. I'm not gonna do another VC-fueled supply chain poisoning switcheroo under duress of someone else's time crunch to start churning profit.