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🤖 Agentic AI — Autonomous Content Research & Publishing Workflow

Not a chatbot. Not a script. A fully autonomous AI agent that researches, creates, and publishes content — all by itself.

Made with Make.com Powered by Gemini Visuals by Picsart LinkedIn Auto-Publisher License: MIT


🚀 What This Is

This project is a fully autonomous AI agent workflow built on Make.com that:

  1. 🔍 Perceives — Scans the web for the latest Agentic AI news & trends
  2. 🧠 Reasons — Google Gemini AI thinks and crafts a sharp, on-brand post prompt
  3. 🎨 Creates — Picsart generates a stunning visual with zero human input
  4. 📤 Acts — Publishes the post directly to LinkedIn. Autonomously.

No commands. No supervision. No manual work.

This is what Agentic AI actually looks like in the real world.


📐 Architecture Overview

┌─────────────────────────────────────────────────────┐
│                  AGENTIC AI WORKFLOW                │
│                                                     │
│  ┌──────────┐    ┌──────────┐    ┌──────────┐      │
│  │  Web     │───▶│  Google  │───▶│ Picsart  │      │
│  │  Search  │    │  Gemini  │    │  AI Art  │      │
│  │  (Scan)  │    │ (Reason) │    │ (Create) │      │
│  └──────────┘    └──────────┘    └────┬─────┘      │
│                                       │             │
│                               ┌───────▼──────┐     │
│                               │   LinkedIn   │     │
│                               │  Auto-Post   │     │
│                               │   (Publish)  │     │
│                               └──────────────┘     │
└─────────────────────────────────────────────────────┘

🛠️ Tech Stack

Tool Role
Make.com Workflow automation & orchestration engine
Google Gemini AI Content reasoning & prompt generation
Picsart AI Autonomous visual generation
LinkedIn API Direct post publishing
Web Search Module Real-time trend scanning

⚙️ How It Works — Step by Step

Step 1 — 🔍 Perceive (Web Research)

The agent uses Make.com's HTTP/Web Search module to autonomously scan for trending Agentic AI content. It pulls headlines, summaries, and engagement signals — no human query needed.

Step 2 — 🧠 Reason (Google Gemini)

Raw trend data is passed to Google Gemini, which:

  • Analyzes what's resonating in the space
  • Decides on the most valuable angle
  • Crafts a full LinkedIn post + image generation prompt

Step 3 — 🎨 Create (Picsart AI)

Gemini's image prompt is sent to Picsart's AI art generation API, which returns a high-quality, on-brand visual — entirely machine-generated.

Step 4 — 📤 Act (LinkedIn Publishing)

The post (text + image) is automatically published to LinkedIn via the LinkedIn API module in Make.com. The agent acts without waiting for approval.


📁 Project Structure

agentic-ai-workflow/
├── README.md                  ← You are here
├── LICENSE
├── docs/
│   ├── SETUP_GUIDE.md         ← Full setup instructions
│   ├── WORKFLOW_WALKTHROUGH.md ← Detailed module breakdown
│   └── SCREENSHOTS/           ← Make.com blueprint screenshots
├── assets/
│   └── workflow-diagram.png   ← Architecture visual
└── .github/
    └── workflows/             ← (Optional) CI/CD configs

🚦 Getting Started

Prerequisites

  • A Make.com account (free tier works for testing)
  • Google AI Studio API key → Get one here
  • Picsart API key → Get one here
  • LinkedIn Developer App with w_member_social permission

Quick Setup

See the full Setup Guide → for step-by-step instructions.

  1. Import the Make.com blueprint (JSON file in /docs)
  2. Connect your API credentials in Make.com's connection manager
  3. Configure your LinkedIn profile ID
  4. Set your preferred posting schedule
  5. Activate the scenario — the agent runs itself from here

🧠 The Bigger Picture

We've moved past "AI that assists."

This is AI that executes.

Old Model Agentic AI
You prompt → AI responds AI perceives → AI decides → AI acts
Manual trigger Autonomous trigger
Single-step Multi-step reasoning loop
Output: text Output: real-world action

The shift from prompt-based AI to Agentic AI is the biggest leap in tech right now. This project is a working demonstration of that shift.


📸 Demo

Screen recording of the live workflow running autonomously — from web scan to LinkedIn post.

(See screen recording in project assets)


🤝 Contributing

Ideas, improvements, and forks are welcome. If you build something on top of this:

  1. Fork the repo
  2. Create a feature branch (git checkout -b feature/your-idea)
  3. Commit your changes (git commit -m 'Add: your feature')
  4. Push and open a Pull Request

📄 License

This project is licensed under the MIT License — see LICENSE for details.


👩‍💻 Author

Syeda Zainab Kamal


"We've moved past AI that assists. This is AI that executes."

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A fully autonomous AI agent that researches, creates, and publishes LinkedIn content — built on Make.com, Google Gemini & Picsart AI

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