Headroom vs VibeKnow

It also checks your driver for the subgroup bug that makes some in-browser LLMs produce garbage.

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

About Headroom

It also checks your driver for the subgroup bug that makes some in-browser LLMs produce garbage. One outbound request: ~0.4 MB of public model metadata to derive bytes per token, no run data attached. Projections are measured read bandwidth ÷ bytes touched per token, at empty context; derived manifests make bytes-per-token exact, estimates fall back to an honest band. Real engines land below the ceiling; the gap is engine overhead (see methodology). Runs the transformers.js WebGPU path on the exact model your ceiling is quoted for ( onnx-community/gemma-4-E2B-it-ONNX.

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.