Text Is Not Replaced by Reference
Why reference images do not make scene writing obsolete; they make the text layer more specific.
Production Notes
Lab
Notes on storytelling, tools, directing, and visual systems.
Featured Note
“Tools evolve. Attention compounds.”
Notes from ongoing experiments and field tests.
Scene Memory Is Not Mood
Why time, light, floor, furniture, material, and zone anchors should be treated as continuity tokens in AI video production.
Production Notes
Seedance Is Not a Storyboard Generator
A production note on treating Seedance as a local interpreter, not a memory-bearing storyboard system.
Production Notes
Structural Pass Is Not Production Pass
A field note on semantic QA, production readiness, and render-feedback routing for AI video prompt systems.
Production Notes
Seedance 2.0: Multi-shot Becomes Director Control
A note on Seedance as a move from single-clip generation toward multimodal shot-flow control.
AI
Kling 3.0: Reference, Audio, and Storyboard Control
A note on Kling 3.0 as a shift from isolated clips toward reference-driven sequence control.
AI
Hailuo: Performance, Motion, and Cost
A note on why practical video models compete on repeatable performance, not only peak demos.
Tools
HunyuanVideo and Wan: Open Models Become Infrastructure
A note on open video stacks, first-last-frame control, and why inspectability matters.
Research
Veo 2: Cinematography Becomes Promptable
A note on why Veo 2's real shift was camera behavior, physics, and film grammar.
AI
Luma Dream Machine: Video as a Creative Instrument
A note on keyframes, camera control, extension, and why iteration surface changes model value.
Tools
Character Placement and Continuity Tests
A practical note on identity, placement, and relationship anchors across shots.
Production Notes
Prompt Structure and Scene Rhythm
How character assets become shot prompts without overloading the model.
Workflow
Building Reference Sets for Characters
Reference curation as a system for identity, silhouette, costume, posture, and emotional range.
Pipeline
Spatial Anchors: Terrain, Light, and Time
Using place, direction, light, and repeated objects as scaffolding for generated scenes.
Visual Systems
From Script to Shot Flow
Turning narrative beats into ordered visual states, not just a list of pretty shots.
Process
Camera Language in AI Video
Framing, lens behavior, and movement as continuity tools, not decorative cinema words.
Cinematography
Sora: The World-Simulator Frame
A note on why Sora changed the question from clip generation to visual state simulation.
AI
Lumiere: Generating the Whole Motion at Once
A note on whole-clip generation as an answer to global temporal consistency.
Research
Stable Video Diffusion: The Open-Weights Pivot
A note on why open weights changed video generation from a demo into material for inspection.
Research
Runway Gen-2: The Browser Studio Moment
A note on why Gen-2 mattered as a creative interface, not only as a model.
Tools
Imagen Video and Phenaki: Fidelity or Time
A note on the early split between sharper video and longer narrative continuity.
Research
Make-A-Video: Learning Motion Without Paired Captions
A note on the data problem behind early text-to-video generation.
Research
CogVideo: Inheriting Image Models for Motion
A note on the early strategy of borrowing image-model semantics before learning motion.
Research
Video Diffusion Models: Motion Enters Diffusion
A note on why video generation first had to become a problem of time, not image quality.
Research