The demo: one cat, four directions at once
The Sneaks session is where Adobe Research shows work that may never ship, and this year's edition, hosted by Terry Crews on November 11, carried 10 projects. The video group had four: Scene Sweep, which carries one edit across every shot in a sequence; Screen Test, for developing a fictional character through dialogue; On Cue, which times an event in generated video from a drawn or extracted signal; and Live Set.
Live Set took the cat. Inc., reporting from the session, describes a clip of a black cat playing while four prompts ran against it at the same time: add a chef's hat; swap the cat for a Shiba Inu; swap it for an alligator in a Miami shirt; swap it for a puppy in a tuxedo. Four takes of one shot, side by side, with no render-and-wait step in between. The point of the staging was the absence of the pause: the interaction loop happens inside the playback itself.
Adobe Labs' project page fills in what the stage version compresses. The video streams as it is generated. The prompt can change mid-shot. An object or an outfit can be swapped while the scene plays, and the creator can rewind to an earlier moment and branch from there. The page also lists ambitions well past the demo: open-ended video that runs as long as the creator keeps going, interactive scenes a viewer can step into, and live assets for streamers whose audiences restyle characters on the fly.
Adobe is pitching a sketchbook, not a finish line
The most useful sentence in Adobe's own material is the product team's framing: Live Set as "a sketching tool for moving images," a quick draft to hand to a more powerful model later. On Adobe's own description, the streaming system is the exploratory step, not the finishing one; what a draft gets handed to, and how the two compare in quality, Adobe does not specify.
Read that way, the demo is a workflow claim rather than a model claim. The pitch is that the discarded iterations before a final render are where the waiting piles up. If a live draft cut the number of full-quality generations a project needs, it could save time. The demonstration measures neither that saving nor the cost of the streaming itself.
What Adobe did not say
Adobe did not name the model, its size, its resolution, its frame rate or its latency. There is no pricing, no access list and no date. Inc. characterizes Live Set as an early research preview without an announced shipping date, and notes that some Sneaks projects never become products.
The access detail underlines it. This year Adobe opened an Adobe Labs Playground alongside Sneaks, with hands-on research previews of two of the 10 projects, Deep Brush and Hands On, plus a separate Photoshop filters preview. Live Set, the session's most striking video demo, is not in the Playground. The public can read its project page and watch the recording. It cannot touch the model.
That gap is the honest summary of the announcement. Real-time direction of a generating video is a genuine technical step. The Labs page describes the team's move from offline rendering to streaming, and the development problem underneath it: design choices made while training surfaced as latency about two months later, so each fix meant another pass around the loop. Making that move is research progress. It is not a product launch, and Adobe, to its credit, has not dressed it as one.
Sources
- [1] Adobe Blog, "Adobe MAX 2026 Sneaks: Previewing the future of creativity," November 11, 2026 (primary; project list, Playground contents)Read source
- [2] Adobe Labs, "Project Live Set" project page (primary; streaming behavior, sketching-tool framing, team)Read source
- [3] Inc., Bryan Elliott, "Why Adobe's Project Live Set Has Critics Panicking," November 11, 2026 (demo detail: four simultaneous prompts; Gautham Mysore quote)Read source