Muhamad Revanza Rafif Hamdani

Oct 18

How to Cut AI Image Costs by Reading the Pricing Page

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 18

Binarising AI Line Art For Vector Traceability: What Survived The Adobe CSV Test

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 18

From Prompt To 39 Products: A Metadata And Upload Tracking Pipeline For Stock Sellers

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 18

Why Wrong CSV Headers Get Rejected Instantly, And The Script That Writes Them Correctly

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 18

Building Adobe, Vecteezy and Dreamstime CSVs From One Folder of Assets

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 18

How make_metadata.py Writes the Exact Column Headers Each Stock Platform Demands

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 18

Title Casing and Ranked Keywords in a Stock Metadata CSV Without the Guesswork

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 18

Adobe, Vecteezy And Dreamstime CSV Headers Compared: The Exact Columns Each Uploader Demands

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

How I Stopped Double-Posting To Adobe Stock With A One-File Upload Tracker

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

From Asset Folder To 39 Products: Four Python Scripts For Metadata, Packaging And Upload Tracking

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

Metadata and Compliance: The Mistakes That Get Your Assets Rejected

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

Building a Product Catalogue That Looks Like One Brand, Not a Junk Drawer

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

The Packaging Layer Nobody Builds (And Why It Costs You Sales)

#sideprojects #ai #automation #marketing

1

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

Why 'Build a System, Not a Product' Is the Only Advice That Scales

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

I Automated 500 Assets Before I Made a Single Sale. Here Is What I Learned

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

I Got Rejected 100 Times on Adobe Stock. The Fix Was One Setting

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

49 Products, 0 Sales: The Distribution Lesson Nobody Tells Makers

#sideprojects #ai #automation #marketing

1

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

Binarising AI Line Art For Vector Traceability: Threshold Choices That Survive Adobe QC

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

From Prompt To 39 Products: A Metadata And Upload Tracking Pipeline For Stock Vector Sellers

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

Why Wrong CSV Headers Get Your Vector Uploads Rejected, And The Script That Fixes All Three Platforms

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

How make_metadata.py Builds Adobe, Vecteezy and Dreamstime CSVs From One Asset Folder

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 17

Writing Stock Metadata CSVs That Pass Adobe's Five-Column Header Check First Time

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 16

From Filenames to Ranked Keywords: Casing and Title Rules in a Stdlib-Only Metadata Script

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 16

Adobe Vecteezy And Dreamstime CSV Headers That Pass Review The First Time

#sideprojects #ai #automation #marketing

1

4 min read

Muhamad Revanza Rafif Hamdani

Oct 16

How I Packaged 39 Assets For Adobe Vecteezy And Dreamstime With Four Python Scripts

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 16

Fixing Metadata Rejections Across Adobe Vecteezy And Dreamstime With One Script

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 16

Running A 39-Product Stock Pipeline On A 2 GB Server With Zero Cloud Costs

#sideprojects #ai #automation #marketing

1

4 min read

Muhamad Revanza Rafif Hamdani

Oct 16

Why Two Python Packages And Stdlib Scripts Keep My AI Asset Costs Near Zero

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 16

How A Local Prompt Engine Replaced Paid Generation Across Three Stock Platforms

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 16

Binarising AI Line Art For Stock Platforms: Threshold Choices That Survive QC

#sideprojects #ai #automation #marketing

5 min read

Muhamad Revanza Rafif Hamdani

Oct 16

Tracing AI Line Art To Vector Without Losing Line Weight: A 39-Product Postmortem

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 16

Why My Vector Exports Got Rejected On Adobe Stock And How I Fixed The Trace Pipeline

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 16

Building The Exact Adobe, Vecteezy And Dreamstime Metadata CSVs With One Python Script

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 15

Why Adobe Rejects Your Metadata CSV Header Instantly And How To Fix It

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 15

Writing Ranked Keywords And Title Casing Rules Into A Stock Metadata Generator

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 15

Building The Exact Adobe, Vecteezy And Dreamstime CSVs With One Python Script

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 15

How A 15-Column Dreamstime CSV And A Upload Tracker Fixed My Rejection And Double-Post Problems

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 15

The Four Scripts That Packaged 39 Stock Assets On A 2 GB Server

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 15

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

#sideprojects #ai #automation #marketing

1

4 min read

Muhamad Revanza Rafif Hamdani

Oct 15

Running 39 Products Through Adobe, Vecteezy And Dreamstime Without Spending On Cloud

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 15

Near-Zero-Cost AI Art: Why Metadata, Packaging And Tracking Cost Nothing But Python

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 14

Why Your Store Gets Views but No Sales (And the One Metric That Explains It)

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 14

I Ran a Stock Pipeline on a $7 VPS for 30 Days. The Real Cost Breakdown

#sideprojects #ai #automation #marketing

5 min read

Muhamad Revanza Rafif Hamdani

Oct 14

The Metadata Mistake That Makes Great Art Invisible in Search

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 13

How I Cut My AI Image Bill by Half Without Changing the Model

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 13

The Free Tool Stack I Use to Sell Digital Products Without a Design Team

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 12

The Second Quality Layer That Catches What Automation Misses

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 12

From 1 Idea to 49 Products: The Pipeline That Made It Possible on a VPS

#sideprojects #ai #automation #marketing

1

4 min read

Muhamad Revanza Rafif Hamdani

Oct 12

I Read Every Adobe Rejection Reason. Most of Them Are One Rule

#sideprojects #ai #automation #marketing

1

4 min read

Muhamad Revanza Rafif Hamdani

Oct 12

From One Prompt to 39 Finished Products: What Actually Broke

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 11

The ADHD Planner Checklist: 9 Things That Actually Matter

#adhd #productivity #mentalhealth #tools

4 min read

Muhamad Revanza Rafif Hamdani

Oct 11

How I Turn One Idea Into a Repeatable Product Pipeline (No GPU)

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 11

The Locked Spec: Why Your Digital Products Look Inconsistent

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 10

The Vectorising Step Most Sticker Sellers Skip

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 10

What Adobe and Vecteezy Reviewers Actually Check Before They Approve

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 10

I Built a Metadata CSV Generator So I Stop Getting Rejected

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 9

The Ledger That Stops You Double-Posting Your Stock Uploads

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 9

Hyperfocus Is Not Focus: How to Plan Around the Tunnel You Fall Into

#adhd #productivity #mentalhealth #tools

4 min read

Muhamad Revanza Rafif Hamdani

Oct 9

Body Doubling and Why an Empty Room Is the Real Problem

#adhd #productivity #mentalhealth #tools

1

4 min read

Muhamad Revanza Rafif Hamdani

Oct 8

Starting Tasks Without Motivation: What the Research Says About Initiation

#adhd #productivity #mentalhealth #tools

4 min read

Writing Debut