Muhamad Revanza Rafif Hamdani

Nov 9

Products, One Core, 2GB of RAM: How Upload Rejections Became My Most Reliable Build Step**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 9

Your Batch Job Posted Twice and Got the Account Flagged — Here's the Tracker That Prevents It**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 9

From Fun Art to Finished Product: The Four Anti-Stall Scripts That Closed 36 of 39 Gaps**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 9

Shipping 39 Packaged Products with Only Pillow and reportlab: A Batch Pipeline Starter Kit**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 8

The Buyer Wanted Vectors, So We Shipped the 1280 720 Cover Anyway — Here's Why**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 8

A Single-Core 2 GB Server, Two Packages, and 39 Packaged Products: The Raster Rendering Loop That Made It Work**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 7

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

3 min read

Muhamad Revanza Rafif Hamdani

Nov 6

Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 6

Products, One Prompt Engine: The Four Python Scripts That Did the Whole Job**

#sideprojects #ai #automation #marketing

3 min read

Muhamad Revanza Rafif Hamdani

Nov 6

One Wrong CSV Header and You're Rejected: Building Exact Adobe, Vecteezy, and Dreamstime Uploads for 39 Products**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 6

The Real Costs Behind Near-Zero AI Image Generation: One Server, Two Packages, 39 Products

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 6

How I Kept AI Asset Production Near Zero Cost With Only Pillow And Reportlab

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 6

Why Every Generated Asset Needs A Second Model Before It Ships

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 5

How I Kept AI Image Generation Costs Near Zero Running On A 2 GB Single-Core Server

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 5

Four Python Scripts That Package Stock Assets With Only Pillow And Reportlab

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 5

Why Metadata CSVs And Double-Post Tracking Cost More Than Generation In My Stock Pipeline

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 5

The Four-Script Philosophy: How Fewer Tools Shipped 39 Stock Products

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 5

Why Four Python Scripts Beat a Framework for Stock Asset Packaging

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 4

Metadata CSVs, Upload Ledgers, and Covers: The Four Scripts Behind 39 Products

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 4

Testing Your Metadata CSV Against Adobe, Vecteezy And Dreamstime Before Upload

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 4

When My Python Scripts Hit Their Limit And I Started Outsourcing The Boring Parts

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 4

Outsourcing Metadata And Packaging When One Server And Four Scripts Stopped Scaling

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 4

The Four Tasks I Stopped Scripting And Now Hand Off Before Every Upload Batch

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 4

From Filename To Findable: A Naming System For Stock Metadata CSVs

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 3

From Prompt Engine to Finished Product: The Four Standard-Library Scripts That Do the Boring Work**

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 3

Here are three dev.to article titles grounded in the project's actual details:

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 3

Your Art File Isn't the Product: Four Python Scripts That Close the Last Mile"**

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 3

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 3

39 Products, One 2 GB Server: The Unglamorous Work That 'Finished' Actually Costs"**

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 3

Here are three dev.to article titles grounded in the actual project details:

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 2

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 2

From Filenames to Real Titles: Adding `titles.json` to a Pipeline That Packaged 39 Products"**

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 2

Two Packages Only: Why a Lean requirements.txt Sells More Copies

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 2

One Prompt Engine, 39 Products: The Assembly Line That Packs Stock Assets

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 2

Four Python Scripts Moved 39 Products From Folder To Upload CSV

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 2

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 1

Products On A 2 GB Server: Metadata, Tracking And Packaging Line

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Nov 1

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 1

Double-Posting Gets Stock Accounts Flagged: upload_tracker.py Prevents It

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 1

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

3 min read

Muhamad Revanza Rafif Hamdani

Nov 1

Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Nov 1

Ã 720 or 600Ã 600: What Each Size Does in pack_product.py and Why

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 31

md2pdf.py: Turning Markdown Docs Into Premium PDF Add-Ons With Reportlab

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 31

One Command To Product: Styled PDFs As Paid Add-Ons Using md2pdf.py

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 31

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 31

Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 31

Ã 720 or 600Ã 600: What Each Size Does in pack_product.py and Why

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 31

Half Your Scripts Need Zero Installs: Why Stdlib-Only Products Sell Better

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 30

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 30

Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 30

Ã 720 or 600Ã 600: What Each Size Does in pack_product.py and Why

#sideprojects #ai #automation #marketing

3 min read

Muhamad Revanza Rafif Hamdani

Oct 30

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 30

Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 30

Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 29

Ã 720 or 600Ã 600: What Each Size Does in pack_product.py and Why

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 29

Zip, Cover, Thumbnail: The Packaging Script That Made 39 Products Look Finished**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 29

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 29

Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 28

# 3 dev.to Article Titles: "Finished Product" Beyond the Art File

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 28

39 Products, One 2 GB Server: What Makes a File 'Finished' When the CSV Header Decides"**

#sideprojects #ai #automation #marketing

4 min read

Writing Debut