AI Marketing Automation · Live · 3 Platforms

A self-running
content engine for your brand

Three intelligent loops handle research, writing, publishing, and engagement — running daily on Instagram, LinkedIn, and X. You stay in control via a Telegram approval gate: nothing goes live without your sign-off.

Posts Published
16
Live on Instagram
Days Running
6
Since Jul 14, 2026
Platforms
3
IG · LinkedIn · X
AI Agents
4
Research · Planner · Strategist · Writer
Engagement Loop
5 min
Comment triage interval
Products Promoted
5
Distinct campaigns

Daily Content Pipeline

Runs once a day. A chain of four AI agents takes a news scan at 7am and turns it into a branded post on Instagram by 6pm — with you approving every gate before anything is published.

01

Research Agent

07:00 · Hacker News + RSS, scores topics 0–10

02

Planner

Picks today's slot from the weekly topic map

03

Strategist

Decides: educate / story / promote — from product facts + post history

04

Writer

Gemini writes 2 variants (carousel on Tue/Fri)

05

Renderer

Pollinations.ai scene → Pillow composites branded graphic

06

Approval Gate

Telegram: ✅ approve / 🚀 post now / ✏️ redo / ❌ skip

07

Publish

18:00 · Instagram Graph API → repurpose to LinkedIn + X

// Approval commands (Telegram)
✅  approve → queued for 18:00 publish
🚀  now → published immediately
✏️  redo → Writer regenerates both variants
❌  skip → today's slot is dropped

// After publish: one-tap repurpose
instagram_post → linkedin_adapter() → post
instagram_post → x_thread_adapter() → thread

Engagement Loop

Every 5 minutes, new Instagram comments are fetched and classified by Gemini. Three paths — each handled differently based on tone and business sensitivity.

// Every 5 minutes
new_comment → ai_triage()    [Gemini]
  → classify(praise | question | spam | inquiry)
  → route_to_path()

Praise / Question

Gemini drafts a reply in your brand voice
Sent to your Telegram — approve or skip
If approved → reply posted to Instagram
If skipped → saved to Idea Vault for a future FAQ post

Spam / Off-topic

Gemini flags it immediately
You decide: hide it or leave it
No automated action taken

Business Inquiry / Sensitive

Direct alert straight to you
No AI draft — you respond manually
AI never puts words in your mouth on sales or sensitive topics

Learning Loop

Every night the system measures what worked. Every Sunday it reports to you. Every month it rewrites its own content rules — so future posts lean into formats and topics that drive real engagement.

📊

Nightly Metrics Pull (21:00)

Reach, saves, shares, and follower gain per post are pulled via the Instagram Graph API and appended to the insights history.

📱

Weekly Telegram Report (Sunday)

A hook-style summary hits your Telegram each Sunday: top post, lowest performer, engagement rate, and a one-line trend read.

🔄

Monthly Writer Update

Monthly hook-style analysis surfaces format and topic patterns. The Writer preference doc is updated so next month's content leans into what worked.

♻️

Winner Recycling

You flag top performers manually for recycling as carousels in the next cycle. New product facts and strategy notes can be injected on the fly.

Built With

Python 3 Gemini API Pollinations.ai Instagram Graph API Telegram Bot API Pillow APScheduler SQLite
Custom Build Available

Want a system like this for your business?

AGT Pulse was built for @ankushguptatech — but the same three-loop architecture can be adapted for any brand. Get in touch to discuss a custom build.

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