BUILD RECORD 19Lab2024—26

Video Creator

An automated pipeline that turns an article into narration, assembled video, and multi-platform uploads.

All work
CreatorCreator · pipeline engineeringPrivate working set
ARCHITECTURE

AI

01AI
01 / OVERVIEW

What exists.

Video Creator automates the journey from Reddit stories or articles to narrated, assembled videos with direct uploads to YouTube, TikTok, and Facebook.

02 / PROBLEM + CONSTRAINT

Where it resisted.

Video generation involves research, scripting, audio synthesis, visual assembly, and platform-specific upload formats. Each step has its own failure modes.

03 / INTERVENTION

What I changed.

Built a monorepo with a CLI core, SvelteKit web interface, and Express OAuth proxy for secure platform authentication.

DIFFICULT DECISION

The obvious implementation was not the product.

Use a CLI-first approach with a web interface on top, so the pipeline can run headless in automation.

Current proof

03
  1. CLI and web interface for story browsing and video generation.
  2. Multi-platform uploader with OAuth proxy.
  3. Remotion rendering pipeline with AI scene boards.

Public detail is intentionally limited. No private source, customer data, or sensitive architecture is exposed.

LESSONS

What this build changed.

Automated content pipelines are fragile at every boundary: the value is in making each failure recoverable.

BUILD MATERIALS

The implementation surface.

01Bun02Remotion03SvelteKit04Express
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