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Field guide

Film & Video Production

AI is compressing pre-vis, editing, and VFX cycles from months to days, democratizing high-end production while expanding creative experimentation.

Medium
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What's changing

01

Text-to-video models like Runway and Sora generate storyboards, pre-visualization scenes, and entire sequences from scripts, allowing rapid iteration without shooting.

02

AI editing tools analyze raw footage to suggest cuts, color grades, and sound design, reducing post-production time by up to 40% while maintaining narrative flow.

03

Generative VFX and upscaling tools remove objects, enhance resolution, or create realistic backgrounds without green screens or extensive CGI teams.

Pre-vis used to be a craft job. It's becoming a prompt job, and the people who do both well are who studios call first.

A path through the universe

How to actually learn AI for Film & Video Production.

Two tracks. Pick your depth. The left one gets you fluent for conversations and tool choices. The right one is what you read when you actually want to know how it works.

Intuitions

No math required.

  1. 01Prompt EngineeringThe craft of talking to a model that will take you exactly as literally as it decides to7 min read
  2. 02Multimodal ModelsWhen AI learned to see, listen, and read — at the same time, in the same head7 min read
  3. 03Hallucination & GroundingWhy AI models confidently make things up — and what you can actually do about it8 min read
  4. 04Temperature & SamplingWhy 'more creative' is not the same as 'more random' — and the knobs that actually matter.5 min read
  5. 05Context WindowsWhat the model can see right now — and why the edges matter6 min read

Goes deeper

Under the hood.

  1. 01Diffusion ModelsHow AI learned to make images by starting with pure noise and finding the signal8 min read
  2. 02Fine-TuningTeaching a model new habits, not new knowledge8 min read
  3. 03Function CallingThe JSON-shaped API that turned chat models into clients of the real world.6 min read
  4. 04AI AgentsWhen AI stops answering and starts doing — and then, very often, hits a wall9 min read
  5. 05EmbeddingsThe coordinates that give language a sense of direction7 min read

AI impact spectrum

Automated

  • Rough cuts & assembly
  • Color grading templates
  • Subtitle generation

Augmented

  • Visual effects assistance
  • Storyboard generation
  • Music scoring

Growing

  • Narrative direction
  • Cinematic craft
  • Live performance capture

Roles at risk

Rotoscoping artist

Routine video editor (social / corporate)

Basic VFX compositor

Roles growing

AI pre-vis director

Generative VFX supervisor

AI post-production producer

Interactive media director

VFX assistants and roto artists are the most squeezed. Editors who can integrate AI rough cuts into a real workflow have more leverage than they did a year ago.

What to actually do

Filmmakers should generate multiple pre-vis sequences with Runway or Sora early in development to test pacing and visuals before principal photography, use AI editing tools to produce rough cuts in hours instead of weeks, and apply generative VFX only for non-critical elements while reserving final compositing for human artists. Always screen AI-generated footage for continuity errors or artifacts in full context, document AI use for credits and rights clearance, and allocate saved time to on-set collaboration and storytelling refinement—ensuring technology accelerates production without compromising the director's vision or actor performances.

Try a 30-second AI-generated b-roll insert in a real edit. The questions it raises about your pipeline are more valuable than the clip itself.

Sources

  1. [1]Runway — Gen-3 Alpha technical report (2024)
  2. [2]OpenAI, Sora — System card (2024)
Medium

High-end production already uses complex software; AI plugins integrate easily, but quality control and union guidelines add workflow considerations.

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Tools to know

Runway ML

Generates video clips, inpaints objects, and creates effects from text or image prompts

Adobe Firefly / Sensei

Automates color grading, transcription, and generative fill in Premiere and After Effects

Descript

AI-powered video editing via text-based transcription and overdub

Concepts to understand

Text-to-video diffusion modelsMultimodal editing automationGenerative VFX and inpainting

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