diff --git a/Clip-Handling-Logic.md b/Clip-Handling-Logic.md
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--- a/Clip-Handling-Logic.md
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@@ -1,64 +1,154 @@
-# Clip Handling Logic
+
+
+๐๏ธ Clip Handling Logic
+This page documents how the LCS Pipeline detects, classifies, and processes highlight clips from livestream sessions.
+
+๐๏ธ Clip Categories
+All clips are sorted into one of the following categories, each in its own subdirectory:
-This page explains how the LCS Pipeline processes clips โ from raw input files to final uploads.
+Folder Name | Description
+-- | --
+montages/ | Pre-edited reels combining multiple highlights. One file โ one final video.
+hits/ | Single standout moments (e.g., eliminations). Processed into individual highlight videos.
+misses/ | Funny or frustrating fails. Each one becomes a clip.
+outtakes/ | Manually triggered clips marked during stream (via button or voice). Not auto-processed.
-## Overview
-Each clip goes through a multi-stage process:
+
+๐ฅ Input Assumptions
+
+-
+
All clip files are placed in session folders named YYYY.MM.DD or YYYY.MM.DD.N
+
+-
+
Each clip file = one standalone video
+
+-
+
Files with -vert suffix are treated as vertical
+
+-
+
All other files default to widescreen
+
+
+
+๐ง Classification Rules
+The system infers:
+
+
+๐ Metadata Expectations
+Each clip may be accompanied by a notes.json file containing:
+
+-
+
highlight (required): Short descriptive sentence
+
+-
+
tags (optional): List of relevant keywords
+
+-
+
gag_name (optional): Alt-title or meme label
+
+
+If missing, user will be prompted during processing.
+
+๐งช Examples
+2025.08.03/
+โโโ hits/
+โ โโโ shotgun-doublekill.mp4
+โ โโโ shotgun-doublekill.notes.json
+โโโ outtakes/
+โ โโโ llama-bait-fail.mp4
+โโโ montages/
+โ โโโ fn-highlight-reel-aug3.mp4
+โโโ rendered/
+
+
+Next page: Metadata Extraction
+
+## ๐๏ธ Clip Handling Logic
-1. **Discovery**: Files are found in `hits/`, `misses/`, `montages/`, or `outtakes/` folders.
-2. **Metadata Extraction**: Reads `notes.json` if available.
-3. **Title Generation**: Auto or manual titles are generated.
-4. **Rendering**: Intro + title + clip + outro stitched together.
-5. **Upload**: Posted to YouTube (and PeerTube if wide format).
-6. **Archival**: Final metadata and URLs are saved.
-
-## Clip Categories
-
-* `hits/`: Notable eliminations.
-* `misses/`: Funny or fail moments.
-* `montages/`: Pre-trimmed highlight reels.
-* `outtakes/`: Manually marked moments.
-
-## Notes File
-
-Each clip folder may include a `notes.json` with optional metadata:
-
-```json
-{
- "highlight": "Gramps nails a double headshot!",
- "tags": ["Fortnite", "Double Kill", "Highlights"],
- "gag_name": "Senior Sniper Supreme"
-}
-```
-
-## Format Rules
-
-* Vertical clips: Filename ends with `-vert` or `-vertical`.
-* Each clip โ one output video.
-* Output stored in `rendered/` subfolder of the session.
-
-## Rendering Pipeline
-
-```text
-[ intro ] + [ dynamic title card ] + [ content ] + [ outro ]
-```
-
-## Publishing Rules
-
-* Vertical: Upload to YouTube Shorts playlist.
-* Wide: Upload to both YouTube Clips and PeerTube.
-
-## Automation Notes
-
-* Title overlays use Fortnite fonts/colors.
-* If `notes.json` is missing, OpenAI fallback generates description.
-* Upload returns YouTube URL for archive.
-
-## Dev Tip
-
-Set debug flag in `config.py` to avoid destructive actions during tests.
+This page documents how the LCS Pipeline detects, classifies, and processes highlight clips from livestream sessions.
---
-๐ง Managed and documented by ChatGPT, the official LCS Pipeline wiki boss. ๐
+### ๐๏ธ Clip Categories
+
+All clips are sorted into one of the following categories, each in its own subdirectory:
+
+| Folder Name | Description |
+| ----------- | ----------------------------------------------------------------------------------------- |
+| `montages/` | Pre-edited reels combining multiple highlights. One file โ one final video. |
+| `hits/` | Single standout moments (e.g., eliminations). Processed into individual highlight videos. |
+| `misses/` | Funny or frustrating fails. Each one becomes a clip. |
+| `outtakes/` | Manually triggered clips marked during stream (via button or voice). Not auto-processed. |
+
+---
+
+### ๐ฅ Input Assumptions
+
+* All clip files are placed in session folders named `YYYY.MM.DD` or `YYYY.MM.DD.N`
+* Each clip file = one standalone video
+* Files with `-vert` suffix are treated as vertical
+* All other files default to widescreen
+
+---
+
+### ๐ง Classification Rules
+
+The system infers:
+
+* **Vertical format**: filename ends in `-vert` or `-vertical`
+* **Clip date**: extracted from the parent folder name
+* **Processing path**:
+
+ * If under `montages/` โ auto-title screen
+ * Else โ prompts for `notes.json` input
+
+---
+
+### ๐ Metadata Expectations
+
+Each clip may be accompanied by a `notes.json` file containing:
+
+* `highlight` (required): Short descriptive sentence
+* `tags` (optional): List of relevant keywords
+* `gag_name` (optional): Alt-title or meme label
+
+If missing, user will be prompted during processing.
+
+---
+
+### ๐งช Examples
+
+```
+2025.08.03/
+โโโ hits/
+โ โโโ shotgun-doublekill.mp4
+โ โโโ shotgun-doublekill.notes.json
+โโโ outtakes/
+โ โโโ llama-bait-fail.mp4
+โโโ montages/
+โ โโโ fn-highlight-reel-aug3.mp4
+โโโ rendered/
+```
+
+---
+
+Next page: [`[Metadata Extraction](https://chatgpt.com/c/Metadata-Extraction)`](./Metadata-Extraction)
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