underfoot vs VibeKnow

Apple and Google swap the AI models inside your phone with OS updates.

Free AI video generator that turns documents, PDFs, PPT, and URLs into polished videos with voiceover and visuals, for explainers, demos, and training.

About underfoot

Apple and Google swap the AI models inside your phone with OS updates. underfoot freezes one prompt suite, captures every OS build's answers, and publishes exactly what moved. Once a build is superseded, its model can never be measured again: every trace below is history that cannot be re-taken. All 140 macOS runs succeeded and every prompt returned byte-identical output across its 5 greedy runs, including the creative canaries (the haiku never varied). Any future change on this platform is the OS's doing, not sampling noise.

About VibeKnow

Free AI video generator that turns documents, PDFs, PPT, and URLs into polished videos with voiceover and visuals, for explainers, demos, and training. We handle the full production stack, not just one piece. You stay in the parts that need your taste; we handle the rest. It writes the script first, then builds every visual around the story. You shouldn't also have to learn Premiere, hire a voice actor, design title cards, color-grade, and re-export six aspect ratios, just to publish what you already finished.