Agent Creative Director

The 10-phase roadmap to AI agents that direct, coach, edit, and verify content with data-backed certainty. The multi-billion dollar vision.
"There's gonna be an agent that films with me, tells me what to film, directs me, edits my video to perfection. And now we have the data, the source of truth, in order to do this with perfection."
— Luis Carrillo, March 18, 2026
17,026
Posts Scraped
3/10
Phases Complete
4
VE Clients
4,201
Competitor Posts
36
Data Columns

The Triple Perspective Framework

✍️

Creator (Script Mode)

Who filmed it? What hook? What script structure? Full transcript. HEM classification. Content format. People count.
🎬

Director (Director Mode)

How was it SET? Edited? Pacing, cuts, b-roll. Thumbnail. Duration optimization. Visual style. Edit pacing analysis.
👁️

Viewer (Consumer Mode)

Views, likes, comments, shares. WHY it went viral. Emotional triggers. Comment sentiment. Audience narrative.

10-Phase Intelligence Pipeline

✓
Phase 1: SCRAPE Complete
Raw post data from IG, TikTok, YouTube into ve-social.db. 17,026 posts across 4 clients + 2 competitors.
→ ve-scraper.py with Apify (IG) + yt-dlp (TikTok/YT)
→ python3 ve-scraper.py --client epic-dental
✓
Phase 2: TRANSCRIBE + CLASSIFY Complete
Groq Whisper (primary) + MLX Whisper (fallback). 99.6% Epic Dental transcribed. Cross-platform sharing via match_group.
→ Quality gate: chars_per_sec (8-35 normal range)
→ python3 ve-scraper.py --client epic-dental --transcribe
✓
Phase 3: ANALYZE Complete
Topic/niche/funnel classification. Cross-platform matching. 945 match groups, 81% cross-platform coverage. Gap analysis.
→ 2 viral TikToks (2M + 238K) never posted to IG
→ Posting gaps: 52 TikTok-only, 36 IG-only
5
Phase 5: RAW FILE LINKING Future
Map Google Drive raw footage to posted videos. Know exactly what raw decisions led to viral outcomes.
→ Google Drive API + filename matching
→ Train /clipper and /polisher on real raw→viral data
6
Phase 6: VIRAL FORMULA ENGINE Future
Per-client formula: topic × format × hook × length × platform = predicted views. Comments scraping for viewer emotions.
→ Comments scraping: WHY videos went viral
→ Sentiment analysis + emotional trigger extraction
→ Confidence scoring against patterns
→ Tools: Apify comments scraper, NLP analysis
7
Phase 7: CLONE TRAINING Future
Wire intelligence into client clone RAG. Director Mode questions. Script Mode generation. Self-editing clone.
→ Generate filming questions from data
→ Scripts matching proven viral patterns
8
Phase 8: COMPETITIVE ANALYSIS Banked
4,201 competitor posts already banked (thebentist 3,496 + kishengodhia 705). Compare strategies, find gaps.
→ Data-backed filming plan with competitive intel
→ Trigger: before client filming sessions
★
Phase 9: AGENT CREATIVE DIRECTOR THE VISION
AI agents that direct, coach, edit, and verify content with data-backed certainty. Search the database on command. Coach speech and delivery. Auto-edit videos. The multi-billion dollar company.
→ DB query: "Show me viral videos about X"
→ Data-backed creative direction
→ Speech tracking: WPM, fillers, energy, cadence
→ Real-time coaching via virtual director
→ Auto-edit with /clipper + /edit + /polisher
→ Internet trend search for current styles
→ Confidence scoring against viral patterns
→ Tools: Claude Code, ve-social.db, Groq, 4D Vision
10
Phase 10: AUTONOMOUS CONTENT FACTORY North Star
Full autonomy. Agent films with you → directs → edits → posts → measures → learns → repeats. Zero uncertainty. Maximum certainty.
→ Full circle: direct → film → edit → post → measure → learn
→ Every cycle tightens the confidence interval

Agents With Database Query Power

Agent Luis
Master Content Creator
Full DB access + teaching mode + system building. Can install the entire system for anyone. /agent-luis
Luis Carrillo
Personal Clone
Full DB access. Used by Drey, Ryan, anyone. Teaches system replication. /luis-carrillo
Ryan Magin
Boss Clone
Client strategy + coaching direction + content planning. /ryan-magin
Viral Editz Agent
Company Agent
Any client + auto-direction + editing pipeline. /viral-editz-agent

Tools & Technology Stack

Data Foundation

SQLite (ve-social.db) — 17K+ posts, 36 columns, WAL mode, 7 indexes. Capacity: 281TB. Current: 17MB.

python3 ve-scraper.py --stats

Scraping Engine

Apify (Instagram) + yt-dlp (TikTok, YouTube, Facebook). Zero API keys for TikTok/YT.

python3 ve-scraper.py --client [name]

Transcription

Groq Whisper (primary, cloud) + MLX Whisper (fallback, local Mac). 99.6% coverage.

python3 ve-scraper.py --transcribe

Vision AI

Claude Vision + Gemini Vision for thumbnail analysis, content format detection, hook style classification.

Phase 4 — Next Up

Video Editing

/clipper → /edit → /polisher pipeline. FFmpeg, yt-dlp, Premiere Pro MCP, CapCut MCP.

/edit [video-path]

Research Engine

9-engine deep research: Firecrawl, Gemini, EXA, Tavily, Brave, Perplexity, WebSearch, WebFetch, Context7.

/deep-research [topic]

Backup System

4-copy architecture: Mac (master) + VPS (15min sync) + Google Drive (CSVs) + Git (snapshots).

python3 ve-scraper.py --verify

Auto-Export

Per-client CSVs + viral hits library + master CSV. Auto-uploads to Google Drive via rclone after every scrape.

python3 ve-scraper.py --export [client]

Dashboard

mezzyroom.com — VE Scraper page, Viral Intelligence, Agent Director roadmap (this page).

mezzyroom.com/agent-director.html

Quick Prompts — What to Ask Agent Luis

Search Database
"Show me viral videos about [topic] from our database"
Creative Direction
"I want to film a video about [topic]. What should I do?"
Scrape New Client
"Scrape [handle] on [platform] and add to the database"
Edit Video
"Edit this video for me" → fires /clipper + /edit + /polisher
Gap Analysis
"What's working for [client] vs [competitor]?"
System Install
"Set up the full VE Intelligence system for [new client]"