video-editing

# Video Editing

AI-assisted editing for real footage. Not generation from prompts. Editing existing video fast.

## When to Activate

- User wants to edit, cut, or structure video footage
- Turning long recordings into short-form content
- Building vlogs, tutorials, or demo videos from raw capture
- Adding overlays, subtitles, music, or voiceover to existing video
- Reframing video for different platforms (YouTube, TikTok, Instagram)
- User says "edit video", "cut this footage", "make a vlog", or "video workflow"

## Core Thesis

AI video editing is useful when you stop asking it to create the whole video and start using it to compress, structure, and augment real footage. The value is not generation. The value is compression.

## The Pipeline

```
Screen Studio / raw footage
  → Claude / Codex
  → FFmpeg
  → Remotion
  → ElevenLabs / fal.ai
  → Descript or CapCut
```

Each layer has a specific job. Do not skip layers. Do not try to make one tool do everything.

## Layer 1: Capture (Screen Studio / Raw Footage)

Collect the source material:
- **Screen Studio**: polished screen recordings for app demos, coding sessions, browser workflows
- **Raw camera footage**: vlog footage, interviews, event recordings
- **Desktop capture via VideoDB**: session recording with real-time context (see `videodb` skill)

Output: raw files ready for organization.

## Layer 2: Organization (Claude / Codex)

Use Claude Code or Codex to:
- **Transcribe and label**: generate transcript, identify topics and themes
- **Plan structure**: decide what stays, what gets cut, what order works
- **Identify dead sections**: find pauses, tangents, repeated takes
- **Generate edit decision list**: timestamps for cuts, segments to keep
- **Scaffold FFmpeg and Remotion code**: generate the commands and compositions

```
Example prompt:
"Here's the transcript of a 4-hour recording. Identify the 8 strongest segments
for a 24-minute vlog. Give me FFmpeg cut commands for each segment."
```

This layer is about structure, not final creative taste.

## Layer 3: Deterministic Cuts (FFmpeg)

FFmpeg handles the boring but critical work: splitting, trimming, concatenating, and preprocessing.

### Extract segment by timestamp

```bash
ffmpeg -i raw.mp4 -ss 00:12:30 -to 00:15:45 -c copy segment_01.mp4
```

### Batch cut from edit decision list

```bash
#!/bin/bash
# cuts.txt: start,end,label
while IFS=, read -r start end label; do
  ffmpeg -i raw.mp4 -ss "$start" -to "$end" -c copy "segments/${label}.mp4"
done < cuts.txt
```

### Concatenate segments

```bash
# Create file list
for f in segments/*.mp4; do echo "file '$f'"; done > concat.txt
ffmpeg -f concat -safe 0 -i concat.txt -c copy assembled.mp4
```

### Create proxy for faster editing

```bash
ffmpeg -i raw.mp4 -vf "scale=960:-2" -c:v libx264 -preset ultrafast -crf 28 proxy.mp4
```

### Extract audio for transcription

```bash
ffmpeg -i raw.mp4 -vn -acodec pcm_s16le -ar 16000 audio.wav
```

### Normalize audio levels

```bash
ffmpeg -i segment.mp4 -af loudnorm=I=-16:TP=-1.5:LRA=11 -c:v copy normalized.mp4
```

## Layer 4: Programmable Composition (Remotion)

Remotion turns editing problems into composable code. Use it for things that traditional editors make painful:

### When to use Remotion

- Overlays: text, images, branding, lower thirds
- Data visualizations: charts, stats, animated numbers
- Motion graphics: transitions, explainer animations
- Composable scenes: reusable templates across videos
- Product demos: annotated screenshots, UI highlights

### Basic Remotion composition

```tsx
import { AbsoluteFill, Sequence, Video, useCurrentFrame } from "remotion";

export const VlogComposition: React.FC = () => {
  const frame = useCurrentFrame();

  return (
    <AbsoluteFill>
      {/* Main footage */}
      <Sequence from={0} durationInFrames={300}>
        <Video src="/segments/intro.mp4" />
      </Sequence>

      {/* Title overlay */}
      <Sequence from={30} durationInFrames={90}>
        <AbsoluteFill style={{
          justifyContent: "center",
          alignItems: "center",
        }}>
          <h1 style={{
            fontSize: 72,
            color: "white",
            textShadow: "2px 2px 8px rgba(0,0,0,0.8)",
          }}>
            The AI Editing Stack
          </h1>
        </AbsoluteFill>
      </Sequence>

      {/* Next segment */}
      <Sequence from={300} durationInFrames={450}>
        <Video src="/segments/demo.mp4" />
      </Sequence>
    </AbsoluteFill>
  );
};
```

### Render output

```bash
npx remotion render src/index.ts VlogComposition output.mp4
```

See the [Remotion docs](https://www.remotion.dev/docs) for detailed patterns and API reference.

## Layer 5: Generated Assets (ElevenLabs / fal.ai)

Generate only what you need. Do not generate the whole video.

### Voiceover with ElevenLabs

```python
import os
import requests

resp = requests.post(
    f"https://api.elevenlabs.io/v1/text-to-speech/{voice_id}",
    headers={
        "xi-api-key": os.environ["ELEVENLABS_API_KEY"],
        "Content-Type": "application/json"
    },
    json={
        "text": "Your narration text here",
        "model_id": "eleven_turbo_v2_5",
        "voice_settings": {"stability": 0.5, "similarity_boost": 0.75}
    }
)
with open("voiceover.mp3", "wb") as f:
    f.write(resp.content)
```

### Music and SFX with fal.ai

Use the `fal-ai-media` skill for:
- Background music generation
- Sound effects (ThinkSound model for video-to-audio)
- Transition sounds

### Generated visuals with fal.ai

Use for insert shots, thumbnails, or b-roll that doesn't exist:
```
generate(model_name: "fal-ai/nano-banana-pro", input: {
  "prompt": "professional thumbnail for tech vlog, dark background, code on screen",
  "image_size": "landscape_16_9"
})
```

### VideoDB generative audio

If VideoDB is configured:
```python
voiceover = coll.generate_voice(text="Narration here", voice="alloy")
music = coll.generate_music(prompt="lo-fi background for coding vlog", duration=120)
sfx = co