Video · media provenance · a Compile-Time Inference deployment

Verificate Hybrid-VLM: answers that link back to the clip.

The video deployment of Compile-Time Inference. It starts from the News24:7 live broadcast feed — every frame stamped and indexed as it airs — so an answer about what was on screen comes back in plain English with a link to the exact clip. The model describes the footage; it does not invent it.

The live demo is the signed News24:7 broadcast instance — ask about what aired and every answer links to the clip.

How the video example works

Every frame stamped as it airs

The base layer is the News24:7 live broadcast feed. Each frame is time-stamped and indexed the moment it airs — a running, cited record of what was shown and when.

Your archive writes on top

A newsroom or rights-holder layers its own footage, transcripts and questions over the live base. The combined store is yours.

Answers link to the clip

Ask a question and the answer comes back in plain English with a link to the exact clip. Viewers check the claim by watching — provenance you can click.

Cite, or decline

If the footage supports the claim, it is cited to the frame. If it does not, the system says so. The model narrates; it never invents what was on screen.

Media provenance demonstration

Media is where provenance matters most — a claim about what aired should be checkable by watching, not taken on a chatbot's word. Hybrid-VLM shows the Compile-Time Inference law applied to live vision: the store holds what was actually on screen; the model narrates it and cites the frame. This is a demonstration deployment — talk to us about your feed, archive and questions.