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Muhamad Revanza Rafif Hamdani

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

#sideprojects #ai #automation #marketing
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4 min read
Four Python Scripts That Package Stock Assets With Only Pillow And Reportlab
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Four Python Scripts That Package Stock Assets With Only Pillow And Reportlab

#sideprojects #ai #automation #marketing
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4 min read
Why Metadata CSVs And Double-Post Tracking Cost More Than Generation In My Stock Pipeline
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Why Metadata CSVs And Double-Post Tracking Cost More Than Generation In My Stock Pipeline

#sideprojects #ai #automation #marketing
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4 min read
The Four-Script Philosophy: How Fewer Tools Shipped 39 Stock Products
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The Four-Script Philosophy: How Fewer Tools Shipped 39 Stock Products

#sideprojects #ai #automation #marketing
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4 min read
Why Four Python Scripts Beat a Framework for Stock Asset Packaging
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Why Four Python Scripts Beat a Framework for Stock Asset Packaging

#sideprojects #ai #automation #marketing
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4 min read
Metadata CSVs, Upload Ledgers, and Covers: The Four Scripts Behind 39 Products
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Metadata CSVs, Upload Ledgers, and Covers: The Four Scripts Behind 39 Products

#sideprojects #ai #automation #marketing
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4 min read
Testing Your Metadata CSV Against Adobe, Vecteezy And Dreamstime Before Upload
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Testing Your Metadata CSV Against Adobe, Vecteezy And Dreamstime Before Upload

#sideprojects #ai #automation #marketing
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4 min read
When My Python Scripts Hit Their Limit And I Started Outsourcing The Boring Parts
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When My Python Scripts Hit Their Limit And I Started Outsourcing The Boring Parts

#sideprojects #ai #automation #marketing
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4 min read
Outsourcing Metadata And Packaging When One Server And Four Scripts Stopped Scaling
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Outsourcing Metadata And Packaging When One Server And Four Scripts Stopped Scaling

#sideprojects #ai #automation #marketing
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4 min read
The Four Tasks I Stopped Scripting And Now Hand Off Before Every Upload Batch
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The Four Tasks I Stopped Scripting And Now Hand Off Before Every Upload Batch

#sideprojects #ai #automation #marketing
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4 min read
From Filename To Findable: A Naming System For Stock Metadata CSVs
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From Filename To Findable: A Naming System For Stock Metadata CSVs

#sideprojects #ai #automation #marketing
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4 min read
From Prompt Engine to Finished Product: The Four Standard-Library Scripts That Do the Boring Work**
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From Prompt Engine to Finished Product: The Four Standard-Library Scripts That Do the Boring Work**

#sideprojects #ai #automation #marketing
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1 min read
Here are three dev.to article titles grounded in the project's actual details:
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Here are three dev.to article titles grounded in the project's actual details:

#sideprojects #ai #automation #marketing
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1 min read
Your Art File Isn't the Product: Four Python Scripts That Close the Last Mile"**
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Your Art File Isn't the Product: Four Python Scripts That Close the Last Mile"**

#sideprojects #ai #automation #marketing
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1 min read
The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**
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The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing
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1 min read
39 Products, One 2 GB Server: The Unglamorous Work That 'Finished' Actually Costs"**
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39 Products, One 2 GB Server: The Unglamorous Work That 'Finished' Actually Costs"**

#sideprojects #ai #automation #marketing
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1 min read
Here are three dev.to article titles grounded in the actual project details:
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
1 min read
The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**
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The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing
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1 min read
From Filenames to Real Titles: Adding `titles.json` to a Pipeline That Packaged 39 Products"**
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From Filenames to Real Titles: Adding `titles.json` to a Pipeline That Packaged 39 Products"**

#sideprojects #ai #automation #marketing
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1 min read
Two Packages Only: Why a Lean requirements.txt Sells More Copies
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Two Packages Only: Why a Lean requirements.txt Sells More Copies

#sideprojects #ai #automation #marketing
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1 min read
One Prompt Engine, 39 Products: The Assembly Line That Packs Stock Assets
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One Prompt Engine, 39 Products: The Assembly Line That Packs Stock Assets

#sideprojects #ai #automation #marketing
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1 min read
Four Python Scripts Moved 39 Products From Folder To Upload CSV
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Four Python Scripts Moved 39 Products From Folder To Upload CSV

#sideprojects #ai #automation #marketing
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1 min read
The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**
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The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing
Comments
4 min read
Products On A 2 GB Server: Metadata, Tracking And Packaging Line
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Products On A 2 GB Server: Metadata, Tracking And Packaging Line

#sideprojects #ai #automation #marketing
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1 min read
The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
Double-Posting Gets Stock Accounts Flagged: upload_tracker.py Prevents It
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Double-Posting Gets Stock Accounts Flagged: upload_tracker.py Prevents It

#sideprojects #ai #automation #marketing
Comments
4 min read
The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
3 min read
Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail
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Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail

#sideprojects #ai #automation #marketing
Comments
4 min read
à 720 or 600à 600: What Each Size Does in pack_product.py and Why
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à 720 or 600à 600: What Each Size Does in pack_product.py and Why

#sideprojects #ai #automation #marketing
Comments
4 min read
md2pdf.py: Turning Markdown Docs Into Premium PDF Add-Ons With Reportlab
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md2pdf.py: Turning Markdown Docs Into Premium PDF Add-Ons With Reportlab

#sideprojects #ai #automation #marketing
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4 min read
One Command To Product: Styled PDFs As Paid Add-Ons Using md2pdf.py
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One Command To Product: Styled PDFs As Paid Add-Ons Using md2pdf.py

#sideprojects #ai #automation #marketing
Comments
4 min read
The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
à 720 or 600à 600: What Each Size Does in pack_product.py and Why
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à 720 or 600à 600: What Each Size Does in pack_product.py and Why

#sideprojects #ai #automation #marketing
Comments
4 min read
Half Your Scripts Need Zero Installs: Why Stdlib-Only Products Sell Better
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Half Your Scripts Need Zero Installs: Why Stdlib-Only Products Sell Better

#sideprojects #ai #automation #marketing
Comments
4 min read
The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
à 720 or 600à 600: What Each Size Does in pack_product.py and Why
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
3 min read
The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
à 720 or 600à 600: What Each Size Does in pack_product.py and Why
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
Zip, Cover, Thumbnail: The Packaging Script That Made 39 Products Look Finished**
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Zip, Cover, Thumbnail: The Packaging Script That Made 39 Products Look Finished**

#sideprojects #ai #automation #marketing
Comments
4 min read
The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail
revanzart profile

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

#sideprojects #ai #automation #marketing
Comments
4 min read
# 3 dev.to Article Titles: "Finished Product" Beyond the Art File
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# 3 dev.to Article Titles: "Finished Product" Beyond the Art File

#sideprojects #ai #automation #marketing
Comments
4 min read
39 Products, One 2 GB Server: What Makes a File 'Finished' When the CSV Header Decides"**
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39 Products, One 2 GB Server: What Makes a File 'Finished' When the CSV Header Decides"**

#sideprojects #ai #automation #marketing
Comments
4 min read
The Art Was Never the Bottleneck: Four Failure Points the Pipeline Starter Kit Closes"**
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The Art Was Never the Bottleneck: Four Failure Points the Pipeline Starter Kit Closes"**

#sideprojects #ai #automation #marketing
Comments
4 min read
Your Folder Structure Is Writing Your Metadata (Whether You Meant It To)**
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Your Folder Structure Is Writing Your Metadata (Whether You Meant It To)**

#sideprojects #ai #automation #marketing
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4 min read
Products, 2 GB of RAM, and One Rule: The Filesystem Is the Database**
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Products, 2 GB of RAM, and One Rule: The Filesystem Is the Database**

#sideprojects #ai #automation #marketing
Comments
4 min read
The Filename Is a Contract: How Naming Rules Quietly Decide Your Upload CSV**
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The Filename Is a Contract: How Naming Rules Quietly Decide Your Upload CSV**

#sideprojects #ai #automation #marketing
Comments
4 min read
From `python -m venv` to First Product: Auditing the Onboarding Moment in a No-Framework Toolchain**
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From `python -m venv` to First Product: Auditing the Onboarding Moment in a No-Framework Toolchain**

#sideprojects #ai #automation #marketing
Comments
4 min read
My requirements.txt Has Two Lines. Here's Why That Sold 39 Products to Strangers."**
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My requirements.txt Has Two Lines. Here's Why That Sold 39 Products to Strangers."**

#sideprojects #ai #automation #marketing
Comments
4 min read
`pip install pillow reportlab` And Nothing Else: What a 2 GB Server Taught Me About Dependency Bloat"**
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`pip install pillow reportlab` And Nothing Else: What a 2 GB Server Taught Me About Dependency Bloat"**

#sideprojects #ai #automation #marketing
Comments
4 min read
If Your Script Needs 20 Packages to Write a CSV Header, Buyers Can Smell It"**
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If Your Script Needs 20 Packages to Write a CSV Header, Buyers Can Smell It"**

#sideprojects #ai #automation #marketing
Comments
4 min read
Four Scripts, 39 Products: How I Turned One Prompt Engine Into an Assembly Line**
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Four Scripts, 39 Products: How I Turned One Prompt Engine Into an Assembly Line**

#sideprojects #ai #automation #marketing
Comments
4 min read
Adobe, Vecteezy, Dreamstime: Building Exact Upload CSVs From a Folder With Bare Python**
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Adobe, Vecteezy, Dreamstime: Building Exact Upload CSVs From a Folder With Bare Python**

#sideprojects #ai #automation #marketing
Comments
4 min read
Bloated requirements.txt Loses Buyers: Ship Four Scripts, Two Packages Instead
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Bloated requirements.txt Loses Buyers: Ship Four Scripts, Two Packages Instead

#sideprojects #ai #automation #marketing
Comments
4 min read
One Prompt Engine, 39 Products: The Scripts That Package Stock, Stickers, Templates
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One Prompt Engine, 39 Products: The Scripts That Package Stock, Stickers, Templates

#sideprojects #ai #automation #marketing
Comments
4 min read
Repurpose One Asset Across Adobe, Vecteezy, Dreamstime With Two Stdlib Scripts
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Repurpose One Asset Across Adobe, Vecteezy, Dreamstime With Two Stdlib Scripts

#sideprojects #ai #automation #marketing
Comments
4 min read
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