tody-agent CM Video Factory v2.0 — Mass Video Production Engine (Private)
A self-hosted, batch-capable video factory built on Remotion React (code-to-video). Scripts → TTS → Subtitles → Render → Policy Check → Publish.
Dual format: 9:16 vertical (TikTok/Shorts/Reels) + 16:9 horizontal (YouTube). Dual language: Vietnamese (VieNeu-TTS) + English (ElevenLabs/OpenAI).
Spiritual twin of cm-content-factory, focused on Short-Form + Long-Form video at scale.
Core Philosophy
- Video is Math, Not Art. React components define every frame. JSON scripts define every word.
- VibeCoding Aesthetic. Dark SaaS visuals, cyan
#00F0FFglow,Fira Code, engineering UI motifs. - Content Mastery DNA. Every script uses SB7, Cialdini, Hook Formulas. No boring "Hello guys" intros.
- Batch-First. One command renders 10+ videos overnight. Queue, progress, retry, resume.
- Policy-Safe. Built-in guardrails prevent shadowbans, demonetization, and content strikes.
Architecture
┌─────────────────────────────────────────────────────────────┐
│ 📹 CM VIDEO FACTORY v2.0 │
│ Batch Code-to-Video Production Engine │
├─────────────────────────────────────────────────────────────┤
│ │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌────────┐ │
│ │ SCRIPT │──▶│ TTS │──▶│ SUBTITLE │──▶│ RENDER │ │
│ │ Generator│ │ Engine │ │ @remotion/│ │ Engine │ │
│ │ (JSON) │ │ VieNeu + │ │ captions │ │ Batch │ │
│ │ CM hooks │ │ ElevenL │ │ SRT+JSON │ │ Queue │ │
│ └──────────┘ └──────────┘ └──────────┘ └────────┘ │
│ │ │ │ │ │
│ ┌────┴──────────────┴──────────────┴──────────────┴────┐ │
│ │ 🎛️ FORMAT ROUTER │ │
│ │ ┌─────────────┐ ┌──────────────┐ │ │
│ │ │ VERTICAL │ │ HORIZONTAL │ │ │
│ │ │ 9:16 │ │ 16:9 │ │ │
│ │ │ 1080×1920 │ │ 1920×1080 │ │ │
│ │ │ TikTok │ │ YouTube │ │ │
│ │ │ Reels │ │ Facebook │ │ │
│ │ │ Shorts │ │ │ │ │
│ │ └─────────────┘ └──────────────┘ │ │
│ └──────────────────────────────────────────────────────┘ │
│ │
│ ┌──────────────────────────────────────────────────────┐ │
│ │ 🛡️ POLICY COMPLIANCE ENGINE │ │
│ │ Content scan | AI labeling | Upload throttle | Hash │ │
│ └──────────────────────────────────────────────────────┘ │
│ │
│ ┌──────────────────────────────────────────────────────┐ │
│ │ 📊 BATCH QUEUE MANAGER │ │
│ │ queue.json | progress.json | retry logic | cron │ │
│ └──────────────────────────────────────────────────────┘ │
└─────────────────────────────────────────────────────────────┘
Quick Start
# 1. Setup Remotion project (one-time)
cd video-factory && npm install
# 2. Generate single video (interactive)
node scripts/pipeline.js --script scripts-input/video_01.json --format tiktok
# 3. Batch render (queue-based)
node scripts/batch-runner.js --queue queue.json --batch-size 5
# 4. Resume interrupted batch
node scripts/batch-runner.js --queue queue.json --resume
# 5. Preview in browser (hot reload)
npx remotion studio
7-Phase Execution Pipeline
Phase 1: 🔬 RESEARCH
Scrape documentation, GitHub repos, URLs. Build knowledge base per topic.
Uses cm-cro-methodology to identify pain points for maximum hook impact.
Phase 2: ✍️ SCRIPT (JSON)
AI generates strictly-keyed JSON scripts. One JSON = one video.
{
"id": "video_042",
"title": "Debug mệt mỏi?",
"hook": "99% Dev tốn thanh xuân để debug vì bỏ qua quy tắc này.",
"hook_formula": "data_shock",
"language": "vi",
"duration_target": 45,
"format": "tiktok",
"scenes": [
{
"time_start": 0,
"duration": 3.5,
"text": "99% Dev tốn thanh xuân để debug vì...",
"visual": "TerminalCrashView",
"props": { "error": "SIGSEGV", "animation": "glitch" }
},
{
"time_start": 3.5,
"duration": 5,
"text": "Với Cody Master, lỗi tự phơi bày trong 2 giây.",
"visual": "CodeGlowView",
"props": { "code": "cm-debugging --trace", "highlight": true }
}
],
"cta": "Click link ở Bio để cài đặt miễn phí.",
"hashtags": ["#vibecoding", "#devtools", "#codymaster"],
"metadata": {
"ai_generated": true,
"ai_disclosure": "Video created with AI-assisted animation and voice synthesis"
}
}
Phase 3: 🎙️ TTS (Voice Synthesis)
TTS Engine Router — auto-detect language → best engine:
| Language | Primary Engine | Fallback | Voice Cloning |
|---|---|---|---|
| Vietnamese | VieNeu-TTS 0.5B | OpenAI TTS | ✅ (3-5s ref) |
| English | ElevenLabs multilingual_v2 | OpenAI TTS | ✅ (paid) |
# Vietnamese TTS (VieNeu-TTS SDK)
from vieneu import Vieneu
tts = Vieneu()
audio = tts.infer(text="Xin chào, đây là VibeCoding Academy")
tts.save(audio, "audio_vi.wav")
# English TTS (ElevenLabs via infsh CLI)
infsh app run elevenlabs/tts --input '{
"text": "Welcome to the VibeCoding revolution.",
"voice": "george",
"model": "eleven_multilingual_v2",
"stability": 0.5,
"similarity_boost": 0.8
}'
Outputs:
audio.mp3— Final audio trackaudio.json— Word-level timestamps (for subtitle sync)audio.srt— Standard SRT file (for YouTube upload)
Phase 4: 📝 SUBTITLE ENGINE (@remotion/captions)
Uses official Remotion captions package for frame-perfect sync:
import { parseSrt, createTikTokStyleCaptions } from "@remotion/captions";
// Parse SRT from TTS output
const captions = parseSrt({ input: srtContent });
// Create TikTok-style word-by-word highlights
const { pages } = createTikTokStyleCaptions({
captions,
combineTokensWithinMilliseconds: 800,
});
// Render in React component
const SubtitleOverlay: React.FC = () => {
const frame = useCurrentFrame();
const { fps } = useVideoConfig();
const currentTime = (frame / fps) * 1000; // ms
return (
<AbsoluteFill style={{ justifyContent: "flex-end", padding: 40 }}>
{pages.map((page) => (
<CaptionPage key={page.startMs} page={page} currentTime={currentTime} />
))}
</AbsoluteFill>
);
};
Phase 5: 🎨 RENDER (Remotion)
Dual-format compositions:
// Root.tsx — Two compositions for two formats
export const RemotionRoot: React.FC = () => (
<>
<Composition
id="TikTokVideo"
component={TikTokComposition}
width={1080}
height={1920}
fps={30}
durationInFrames={durationFromAudio}
/>
<Composition
id="YouTubeVideo"
component={YouTubeComposition}
width={1920}
height={1080}
fps={30}
durationInFrames={durationFromAudio}
/>
</>
);
Render commands:
# TikTok vertical (9:16)
npx remotion render src/index.ts TikTokVideo out/tiktok_video_042.mp4
# YouTube horizontal (16:9)
npx remotion render src/index.ts YouTubeVideo out/youtube_video_042.mp4
# Benchmark optimal concurrency first
npx remotion benchmark --composition TikTokVideo
Remotion Performance Rules (from remotion-dev/skills):
- ✅ All animations driven by
useCurrentFrame()— neveruseEffect/setInterval - ✅ Memoize expensive computations with
useMemo/useCallback - ✅ Avoid GPU-heavy CSS (
filter: blur(),drop-shadow()) in components - ✅ Use
npx remotion benchmarkto find optimal--concurrency - ✅ Video duration =
getAudioDurationInSeconds()+ 2s bumper - ✅ Use
--log=verboseto identify slow frames
Phase 6: 🛡️ POLICY CHECK
Pre-publish compliance scan (runs automatically before upload):
POLICY_GATES:
platform_limits:
tiktok:
max_daily_uploads: 3
cooldown_hours: 4
required_labels: ["AI-generated"]
hashtag_range: [3, 7]
youtube:
max_daily_uploads: 2
cooldown_hours: 6
required_disclosure: true # Creator Studio AI toggle
monetization_check: true # Must show human creative value
reels:
max_daily_uploads: 3
cooldown_hours: 4
content_rules:
min_visual_uniqueness: 70 # % difference between consecutive videos
banned_content_scan: true # Check for hate speech, misleading claims
no_unauthorized_cloning: true # No cloning real people without consent
no_mass_duplicate: true # Each video visually distinct
What gets checked:
- Script text scanned for banned keywords/topics
- Visual uniqueness hash compared to last N renders
- Upload rate verified against platform daily limits
- AI disclosure metadata injected into file
- Hashtag count validated (3-7 range)
Phase 7: 🚀 PUBLISH (Optional)
Multi-platform upload via APIs:
- YouTube Shorts/Long-form → YouTube Data API v3
- TikTok → TikTok Creator API
- Facebook/Instagram Reels → Graph API
Auto-applies: title, description, hashtags, AI disclosure labels, thumbnail.
Batch Queue Manager
For mass production, use the queue system:
// queue.json
{
"batch_id": "batch_2026_03_30",
"created_at": "2026-03-30T09:00:00Z",
"config": {
"formats": ["tiktok", "youtube"],
"language": "vi",
"tts_engine": "vieneu",
"concurrency": 1,
"retry_max": 3
},
"jobs": [
{
"id": "job_001",
"script": "scripts-input/video_01.json",
"status": "queued",
"attempts": 0,
"outputs": []
},
{
"id": "job_002",
"script": "scripts-input/video_02.json",
"status": "queued",
"attempts": 0,
"outputs": []
}
]
}
// progress.json (auto-generated)
{
"batch_id": "batch_2026_03_30",
"total": 10,
"completed": 3,
"failed": 0,
"in_progress": 1,
"queued": 6,
"estimated_remaining_minutes": 42,
"last_updated": "2026-03-30T09:25:00Z"
}
CLI:
# Start batch (processes sequentially)
node scripts/batch-runner.js --queue queue.json
# Resume after interruption
node scripts/batch-runner.js --queue queue.json --resume
# Status check
node scripts/batch-runner.js --queue queue.json --status
# Schedule via cron (every day at 2 AM)
echo "0 2 * * * cd /path/to/video-factory && node scripts/batch-runner.js --queue queue.json --resume" | crontab -
Component Library (VibeCoding Aesthetic)
| Component | Visual Effect | Format | Use Case |
|---|---|---|---|
DarkTerminal |
MacOS-style window, typing animation, syntax colors | Both | bash commands, workflows |
VsCodeGlow |
Sleek IDE editor with neon-blue shadow | Both | Code demonstrations |
BouncingSubtitle |
TikTok-style bold text, word-by-word bounce | 9:16 | ALL spoken words (mandatory) |
StatCounter |
Rapidly spinning numbers in glassmorphic card | Both | Hook metrics ("10x", "200 articles") |
SplitScreen |
Top: Concept / Bottom: Code | 16:9 | Before/after, comparisons |
CodeDiff |
Side-by-side diff with green/red highlights | 16:9 | Showing improvements |
FloatingCard |
Glassmorphic card with parallax hover | Both | Feature callouts |
ProgressRing |
Animated circular progress indicator | Both | Stats, completion metrics |
Strict Styling Rules:
- ❌ NEVER use light mode components
- Primary brand: Cyan
#00F0FF - Secondary: Hot Pink
#FF007F - Accent: Electric Purple
#8B5CF6 - Background: Void Black
#0A0A0A→ Deep Navy#050B14 - Font:
Fira Code(code),Inter(UI text),Be Vietnam Pro(Vietnamese text) - All animations:
interpolate()+spring()— NEVER CSS transitions
Hook & Persuasion Framework
Before writing Video JSON, select one:
Short-Form (0-60s) — TikTok/Shorts/Reels
| Phase | Time | Goal |
|---|---|---|
| HOOK | 0:00 - 0:03 | Extreme curiosity gap. Fast cut. Zero intro. |
| AGITATE | 0:03 - 0:15 | Visualize common pain (red errors, spaghetti code) |
| SOLUTION | 0:15 - 0:45 | Enter CodyMaster. Drop code. Make it glow. |
| CTA | 0:45 - 0:60 | Grand Slam Offer. "Lấy miễn phí tại bio". |
Long-Form (3-15min) — YouTube
| Phase | Time | Goal |
|---|---|---|
| HOOK | 0:00 - 0:30 | Pattern interrupt + "Stay to the end for..." |
| CONTEXT | 0:30 - 2:00 | Problem landscape. Why this matters NOW. |
| DEEP DIVE | 2:00 - 10:00 | Step-by-step demonstration with code |
| PROOF | 10:00 - 12:00 | Results, metrics, before/after |
| CTA | Last 30s | Subscribe + comment + link in description |
12 Hook Formulas
- Data Shock — "99% Dev fail vì bỏ qua điều này"
- Contrarian — "Đừng học React. Đây là lý do."
- Future Pacing — "Trong 60 giây, bạn sẽ viết code nhanh gấp 10x"
- Story Open — "Tháng trước, tôi mất 3 ngày debug..."
- Authority — "Sau 10 năm code, đây là bí mật duy nhất"
- Curiosity Gap — "Có 1 công cụ mà Google engineers dùng mà bạn chưa biết"
- Fear — "AI sẽ thay thế developer? Chỉ nếu bạn không biết điều này"
- Social Proof — "200+ engineers đã chuyển sang workflow này"
- Challenge — "Thử debug trong 2 giây challenge"
- Comparison — "Junior vs Senior: cùng 1 bug, khác nhau 10x tốc độ"
- Reveal — "Công cụ bí mật đằng sau 50 dự án production"
- Empathy — "Mình biết cảm giác code 12 tiếng mà không ra gì"
Platform Policy Summary
TikTok — What Gets You Shadowbanned
- ❌ Mass-posting identical/near-identical content
- ❌ Using 20+ generic hashtags (#fyp, #foryou spam)
- ❌ Unlabeled AI-generated realistic content
- ❌ Third-party tools for fake engagement
- ❌ Posting frequency > 5/day without variation
- ✅ Post 1-3 original videos/day with authentic engagement
- ✅ Use 3-5 niche-specific hashtags
- ✅ Label AI content using TikTok's built-in tools
YouTube — What Prevents Monetization
- ❌ Mass-produced templated AI content ("AI slop")
- ❌ Undisclosed realistic AI-generated content
- ❌ Unauthorized voice/face cloning
- ❌ Misleading titles/thumbnails
- ✅ Show human creative direction in every video
- ✅ Use AI disclosure toggle in Creator Studio
- ✅ Add unique commentary, editing, educational value
- ✅ Each video must demonstrate significant human involvement
Guidelines for Downstream Agents
- Never hardcode strings in React components. All text from JSON/SRT for perfect TTS sync.
- Animations = math. Use
interpolate()andspring(). 30FPS =frame / 30seconds. - Audio drives duration. Video length =
getAudioDurationInSeconds()+ 2s end-bumper. - Memoize everything.
useMemo/useCallbackon all expensive computations. - No GPU CSS. Avoid
filter: blur(),drop-shadow()in rendered components. - Benchmark concurrency. Run
npx remotion benchmarkbefore batch renders. - Policy-first. Run policy check before ANY upload. No exceptions.
- License check. VieNeu-TTS-0.5B = Apache 2.0 (commercial OK). VieNeu-TTS-0.3B = CC BY-NC 4.0 (non-commercial only).
Future Roadmap
- v2.1: VieNeu-TTS voice cloning integration (clone user's voice from 5s sample)
- v2.2: Remotion Lambda for parallel cloud rendering (10x speed)
- v2.3: AI Avatar mode via
bytedance/omnihuman-1-5lipsync - v2.4: Auto A/B testing — render 2 hook variants, publish both, track engagement
- v3.0: Full
inference.shintegration — text-to-video AI scenes (Veo 3, Seedance)
Usage Triggers
Use when the user states:
- "Start the video factory", "Create a TikTok/Shorts for this code"
- "Run the Remotion pipeline", "Make a VibeCoding video"
- "Generate a hook script for X", "Batch render videos"
- "Render YouTube video", "Create 9:16 vertical video"
- "tạo video hàng loạt", "render video tiktok"
- "video factory batch", "create video from script"