
Colorado Convention Center, Denver · June 5–7, 2026 · Demo Track · All three days -
VGC × OpenClaw + AI Applications at CVPR demo, we are selecting sets of five volunteers per demo to use Ray-Ban glasses or their own phones to capture images, video, or audio — then use OpenClaw to edit, reimagine, publish, or analyse their content in real time.
VGC monitors the AI reasoning at every step, and optimizes inference per task. You see exactly how many tokens were saved and what that means at scale.
Every participant receives a complete digital package by email: their output in full resolution, a personalized souvenir artifact with an embedded inference savings ledger, an animated confidence waveform from their session, and a four-page session brief covering the demo, the tools, and the VGC science — designed to be forwarded to a colleague.

Photograph anything. Tell the AI how to improve it.
Typical savings: 85–92% about this item

Point at any scene. Receive an AI-generated visual variant in a style you choose.
Typical savings: 58–78%

Record a 30-second voice note about your research. Receive a transcript, AI-written summary, and narrated audio file.
Typical savings: 72–88%

Capture something worth sharing. OpenClaw writes the caption and posts it live.
Typical savings: 88–94% about this item

Photograph a technical figure or diagram. Get a structured analysis added to the live CVPR research document.
Typical savings: 48–72%

VGC adapts to actual reasoning difficulty — not a fixed cutoff. Simple tasks converge instantly. Complex ones get the full deliberation budget they need.

A large display shows all five sessions simultaneously: task type, token comparison, savings percentage. Five different tasks, five different savings numbers — the live proof that VGC adapts, not truncates.

Every participant receives: output files in full resolution · personalized souvenir with savings ledger · animated confidence waveform GIF · four-page session brief · raw session data for researchers.
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