Public build · Technical case study
Video production pipeline
A public pipeline that connects script generation, voice synthesis, video assembly, thumbnails and an upload adapter.
- 01
Prepare a topic and script through distinct stages
Input and entry point
- 02
Generate audio with timing and visual-cue metadata
Implementation stage
- 03
Assemble footage, text and audio using FFmpeg
Implementation stage
- 04
Prepare a thumbnail and pass completed artifacts to an upload adapter
Output and operational boundary
IMPLEMENTATION EXCERPT / src/youtube_index.js
const DRY_RUN = process.env.DRY_RUN === 'true';
// … generation and media assembly run before this check
if (!DRY_RUN) {
videoUrl = await uploadAgent.upload({
// … completed video and metadata
});
}Selected implementation lines with explanatory comments. Omitted work is marked with “…”. Inspect the complete source below.
Dry run skips publishing, but generation still calls external services and sends a startup notification. It must not be described as an offline or zero-cost test.
THE PROBLEM
Where the work gets stuck.
Preparing a video crosses several tools and intermediate files. A single failed stage can leave unclear output and partial work.
Follow the implementation
- Prepare a topic and script through distinct stages
- Generate audio with timing and visual-cue metadata
- Assemble footage, text and audio using FFmpeg
- Prepare a thumbnail and pass completed artifacts to an upload adapter
Technical scope
Source review covers the stage coordinator, FFmpeg assembly and the YouTube upload adapter. The coordinator passes voice timing and visual cues into video assembly.
The decision that matters
Dry run skips publishing, but generation still calls external services and sends a startup notification. It must not be described as an offline or zero-cost test.
Inspect the evidence
Public source reviewed October 1, 2026. Pinned implementation links preserve the version reviewed. This walkthrough does not reproduce private client details.
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