How to repeat a camera move across takes
Slow dolly is re-estimated on every generation. Parameter-based camera control and endpoint framing are the two ways to lock one move across a whole sequence.
9 min read
The subject teleports halfway through the clip
Position snaps come from independently sampled segments with no shared anchor. First-last-frame conditioning lets motion flow through the join.
9 min read
Cliffhanger Engineering for Serialised Verticals
Cliffhangers aren't a writing flourish in a 60-second vertical, they're the mechanism that gets episode two watched. The cut has to land early, not late.
7 min read
Extracting Stills From Footage You Already Rendered
A rendered clip is several hundred frames deep. extract_video_frames pulls one you already paid for; analyze_video helps you find which one first.
7 min read
Keyframe Chaining for Longer Scenes That Hold Their Look
Every video model caps clip length. The technique that holds a look across a longer scene isn't a longer prompt — it's defining frames and chaining the joins.
7 min read
Spotify Canvas Loops: Eight Seconds That Sell a Track
Spotify Canvas is 3-8 seconds, vertical, and loops on repeat. A clip generated to loop beats one trimmed from footage that was never built to.
7 min read
Why Prompt Adherence Collapses Around Keyframes
Near a supplied keyframe, models drift toward their own priors instead of the prompt — and escalating the prompt with more restrictions reliably makes it worse.
7 min read
Sora 2 vs VEO 3.1 vs Kling 3: Now a Two-Horse Race
Sora 2 is discontinued as of 2026-04-26. This three-way benchmark is now a historical record — VEO 3.1 and Kling 3 remain live, with HappyHorse-1.0 and Seedance 2.5 now covering Sora 2's old ground.
17 min read
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