🕹️
PARALOOP
CONTROL

LEVEL UP YOUR AGENTS
👤
COMMANDER KJ
Level 42
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STREAKING 13 DAYS

SALIM CLAWBOT FEST

Your complete AI command center playbook

Contents

🎯 Vision

Paraloop is an AI-driven culture media platform that intelligently curates, analyzes, and distributes global culture news with wellness-first principles.

You're building a digital dynasty where:

  • 🤖 AI agents handle repetitive work (scraping, writing, analyzing)
  • 👤 You focus on strategy, editorial decisions, and growth
  • 📊 Mission Control gives you complete visibility into your AI team
  • 🌍 Culture content flows from 100+ sources to your audience

The Goal: Build Salim Enterprises' media empire using AI as your workforce.

🏗️ Architecture

┌──────────────────────────────────────────────────────────────┐
│                   PARALOOP FULL STACK                        │
├──────────────────────────────────────────────────────────────┤
│                                                               │
│  ┌─────────────────┐  ┌─────────────────┐  ┌──────────────┐ │
│  │   Frontend      │  │  Mission Control│  │   Backend    │ │
│  │  (React + Vite) │  │ (Next.js + TS)  │  │ (Node/Expr)  │ │
│  │   Port 5173     │  │   Port 3001     │  │   Port 3000  │ │
│  └────────┬────────┘  └────────┬────────┘  └──────┬───────┘ │
│           │                    │                   │         │
│           └────────────────────┼───────────────────┘         │
│                                │                              │
│                         ┌──────▼──────┐                      │
│                         │  REST API   │                      │
│                         │  /api/feed  │                      │
│                         │  /api/...   │                      │
│                         └──────┬──────┘                      │
│                                │                              │
│                         ┌──────▼──────┐                      │
│                         │  Supabase   │                      │
│                         │  PostgreSQL │                      │
│                         └─────────────┘                      │
│                                                               │
└──────────────────────────────────────────────────────────────┘

Three independently scalable applications with REST API communication and shared Supabase database.

🎭 The Paraloop Ecosystem

What It Does

Paraloop is a content production factory that:

  1. Scrapes culture content from 100+ global sources
  2. Analyzes relevance, sentiment, and categorization
  3. Rewrites headlines for clarity & engagement
  4. Generates social media summaries
  5. Publishes to your feed & social channels
  6. Tracks performance & audience engagement

Your Role

You don't execute tasks. You command the army:

  • ✅ Review what agents have scraped
  • ✅ Approve or reject articles
  • ✅ Set content strategy & filters
  • ✅ Monitor team productivity
  • ✅ Make editorial decisions
  • ✅ Scale operations as needed

👥 Agent Organization

Your team has 10 members (1 human + 9 AI):

👤 You - Content Director

Strategic decisions, editorial oversight, team management, growth & scaling

🔧 Scrapers Team (3)

Scraper Alpha

TechCrunch, The Verge, Wired - 342 tasks

Scraper Beta

Medium, Substack, AngelList - 298 tasks

Scraper Gamma

Atlantic, NPR, FT - 256 tasks

✍️ Writers Team (2)

Writer Prime

Headline optimization - 234 tasks

Writer Guardian

Deep analysis & context - 189 tasks

🧠 Analyzers Team (2)

Judge Relevance

Scores article relevance - 412 tasks

Category Master

Auto-categorization - 389 tasks

🐦 Twitter Agent

Social distribution - 567 tasks

⚙️ Orchestrator

Workflow automation - 1,234 tasks

🎛️ Mission Control

Five core components for complete command:

1. Tasks Board

Kanban view of everything happening. Assign tasks, track status in real-time.

2. Content Pipeline

Track content through production stages: Idea → Script → Summary → Thumbnail → Published

3. Calendar

All scheduled jobs in one place. Cron job visibility, next run times, agent assignments.

4. Memory

Your collective knowledge. Full-text search across all conversations and decisions.

5. Team

Your agent roster. See roles, current tasks, status, and productivity stats.

🛠️ Tech Stack

Frontend

  • ✓ React 18
  • ✓ Vite 5
  • ✓ TypeScript
  • ✓ Tailwind CSS

Backend

  • ✓ Node.js 18+
  • ✓ Express 4
  • ✓ TypeScript
  • ✓ Zod validation

Mission Control

  • ✓ Next.js 14
  • ✓ TypeScript
  • ✓ Tailwind CSS
  • ✓ Convex ready

Database & Deployment

  • ✓ Supabase
  • ✓ Antigravity
  • ✓ GitHub
  • ✓ Docker ready

🚀 Getting Started

Local Setup

# Clone repo
git clone https://github.com/Salimgroup/paraloop-culture-forge.git
cd paraloop-culture-forge

# Terminal 1: Backend
cd backend && npm run dev

# Terminal 2: Frontend  
cd frontend && npm run dev

# Terminal 3: Mission Control
cd mission-control && npm run dev

Visit:

  • Frontend: http://localhost:5173
  • Backend: http://localhost:3000
  • Mission Control: http://localhost:3001

📦 Deployment

Option 1: Antigravity (Recommended)

  1. Push to GitHub
  2. Connect repository in Antigravity
  3. Set environment variables
  4. Deploy - auto-builds on every push

Option 2: Vercel (Each app separately)

Fast, serverless, global CDN

Option 3: Docker

Container-based deployment, run anywhere

📈 Scaling

Phase 1: Current ✅

3 scrapers, 2 writers, 2 analyzers, 1 social agent, 1 orchestrator

Phase 2: Growth (1-2 weeks)

Add 5 more specialized scrapers, video analyzer, podcast transcriber

Phase 3: Enterprise (1 month+)

50+ agents, advanced caching, CDN, multi-region deployment

🔧 Best Practices

For You (Content Director)

Daily Review

Check Mission Control, review new articles, approve content

Weekly Planning

Review agent performance, adjust strategy, plan content themes

Monthly Retrospective

Analyze what worked, update instructions, share insights

You're Ready to Build

You now have a complete AI-powered content platform with full documentation.

DashboardView on GitHub