4 posts tagged ai.
How well do current LLMs actually produce motion design? An honest field test of the major models on animation prompts, the failure modes that keep recurring, and the few-shot patterns that fix them.
Nondeterminism breaks the most important thing an agent has: its feedback loop. Why reproducible rendering is the missing primitive for agentic video, and what an agent-friendly render API looks like.
A field guide to the generative video models shipping in 2026 — Sora 2, Veo 3, Runway Gen-4, Pika — what they cost, what they get right, and where deterministic HTML-to-MP4 fits in a stack that uses all of them.
Prompt → HTML → MP4 in one POST. The system prompt, the rendering route, and the safety net.