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Video generation

Produce and edit time-based image sequences.

Published Updated
Introduction → production planning

Use AI to propose candidates under constraints

Separate the model, inputs, generation, editing and verification.

10 min↗
Published Updated
Introduction → reproducible production comparisons

Measure quality and cost to guide the next step

Keep tokens, images, seconds and credits distinct

23 min↗
Published Updated
Beginner

Connect local AI to images and 3D

Apply a shared view of computing resources while understanding different production pipelines.

9 min↗
Published Updated
Beginner

Video generation map: until diffusion, flow, and DiT become one cut

We reconsider video generation as the generation of latent expressions with a time axis, and connect the roles and limitations of diffusion, flow matching, and DiT to production decisions.

16 min↗
Published Updated
Intermediate

Reference-first video production: Freeze the world before the prompt

We practice planning, reference design, character sheets, shot lists, cut generation, editing and audio as a production process that manages consistency.

17 min↗
Published Updated
Intermediate

Conditions for using Blender and 3D for video generation: designing cameras, occlusions, and continuity

Rather than using 3D for the final image, it is used to visualize spatial constraints that are prone to breaking. Practice blocking and camera continuity with Blender.

17 min↗
Published Updated
Intermediate

30-second generation video workshop: Verify each cut and get closer to completion

A 30-second short film is broken down into small production experiments that can be reproduced from planning, cut design, generation, failure evaluation, and editing.

17 min↗
Published Updated
Intermediate

Video model research notes: Provision formats and production choices after 2025

Check Veo, Sora, Wan, and LTX in official documents and compare cloud provision, open weights, inference code, and safety measures on different axes.

14 min↗
Published Updated
Intermediate

Hailuo, Kling, Runway research notes: connect model capabilities to the production process

Focusing on the official announcement of MiniMax/Hailuo, Kling and Runway will limit the scope of public information they have been able to confirm and organize their decisions to incorporate short-form generation into production.

13 min↗
Published Updated
Evaluation design → offline review fixture

Video-world evaluation: did the clip render the event the program recorded?

Use a replayable event timeline to test a generated clip separately from visual plausibility, with an offline N=1 review fixture.

10 min↗