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Muhamad Revanza Rafif Hamdani

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

#sideprojects #ai #automation #marketing
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4 min read
Adobe Vecteezy And Dreamstime CSV Headers That Pass Review The First Time
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Adobe Vecteezy And Dreamstime CSV Headers That Pass Review The First Time

#sideprojects #ai #automation #marketing
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4 min read
How I Packaged 39 Assets For Adobe Vecteezy And Dreamstime With Four Python Scripts
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How I Packaged 39 Assets For Adobe Vecteezy And Dreamstime With Four Python Scripts

#sideprojects #ai #automation #marketing
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4 min read
Fixing Metadata Rejections Across Adobe Vecteezy And Dreamstime With One Script
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Fixing Metadata Rejections Across Adobe Vecteezy And Dreamstime With One Script

#sideprojects #ai #automation #marketing
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4 min read
Running A 39-Product Stock Pipeline On A 2 GB Server With Zero Cloud Costs
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Running A 39-Product Stock Pipeline On A 2 GB Server With Zero Cloud Costs

#sideprojects #ai #automation #marketing
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4 min read
Why Two Python Packages And Stdlib Scripts Keep My AI Asset Costs Near Zero
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Why Two Python Packages And Stdlib Scripts Keep My AI Asset Costs Near Zero

#sideprojects #ai #automation #marketing
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4 min read
How A Local Prompt Engine Replaced Paid Generation Across Three Stock Platforms
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How A Local Prompt Engine Replaced Paid Generation Across Three Stock Platforms

#sideprojects #ai #automation #marketing
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4 min read
Binarising AI Line Art For Stock Platforms: Threshold Choices That Survive QC
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Binarising AI Line Art For Stock Platforms: Threshold Choices That Survive QC

#sideprojects #ai #automation #marketing
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5 min read
Tracing AI Line Art To Vector Without Losing Line Weight: A 39-Product Postmortem
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Tracing AI Line Art To Vector Without Losing Line Weight: A 39-Product Postmortem

#sideprojects #ai #automation #marketing
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4 min read
Why My Vector Exports Got Rejected On Adobe Stock And How I Fixed The Trace Pipeline
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Why My Vector Exports Got Rejected On Adobe Stock And How I Fixed The Trace Pipeline

#sideprojects #ai #automation #marketing
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4 min read
Building The Exact Adobe, Vecteezy And Dreamstime Metadata CSVs With One Python Script
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Building The Exact Adobe, Vecteezy And Dreamstime Metadata CSVs With One Python Script

#sideprojects #ai #automation #marketing
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4 min read
Why Adobe Rejects Your Metadata CSV Header Instantly And How To Fix It
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Why Adobe Rejects Your Metadata CSV Header Instantly And How To Fix It

#sideprojects #ai #automation #marketing
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4 min read
Writing Ranked Keywords And Title Casing Rules Into A Stock Metadata Generator
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Writing Ranked Keywords And Title Casing Rules Into A Stock Metadata Generator

#sideprojects #ai #automation #marketing
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4 min read
Building The Exact Adobe, Vecteezy And Dreamstime CSVs With One Python Script
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Building The Exact Adobe, Vecteezy And Dreamstime CSVs With One Python Script

#sideprojects #ai #automation #marketing
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4 min read
How A 15-Column Dreamstime CSV And A Upload Tracker Fixed My Rejection And Double-Post Problems
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How A 15-Column Dreamstime CSV And A Upload Tracker Fixed My Rejection And Double-Post Problems

#sideprojects #ai #automation #marketing
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4 min read
The Four Scripts That Packaged 39 Stock Assets On A 2 GB Server
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The Four Scripts That Packaged 39 Stock Assets On A 2 GB Server

#sideprojects #ai #automation #marketing
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4 min read
How I Kept AI Image Generation Costs Near Zero On A 2 GB Single-Core Server
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How I Kept AI Image Generation Costs Near Zero On A 2 GB Single-Core Server

#sideprojects #ai #automation #marketing
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4 min read
Running 39 Products Through Adobe, Vecteezy And Dreamstime Without Spending On Cloud
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Running 39 Products Through Adobe, Vecteezy And Dreamstime Without Spending On Cloud

#sideprojects #ai #automation #marketing
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4 min read
Near-Zero-Cost AI Art: Why Metadata, Packaging And Tracking Cost Nothing But Python
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Near-Zero-Cost AI Art: Why Metadata, Packaging And Tracking Cost Nothing But Python

#sideprojects #ai #automation #marketing
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4 min read
Why Your Store Gets Views but No Sales (And the One Metric That Explains It)
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Why Your Store Gets Views but No Sales (And the One Metric That Explains It)

#sideprojects #ai #automation #marketing
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4 min read
I Ran a Stock Pipeline on a $7 VPS for 30 Days. The Real Cost Breakdown
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I Ran a Stock Pipeline on a $7 VPS for 30 Days. The Real Cost Breakdown

#sideprojects #ai #automation #marketing
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5 min read
The Metadata Mistake That Makes Great Art Invisible in Search
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The Metadata Mistake That Makes Great Art Invisible in Search

#sideprojects #ai #automation #marketing
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4 min read
How I Cut My AI Image Bill by Half Without Changing the Model
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How I Cut My AI Image Bill by Half Without Changing the Model

#sideprojects #ai #automation #marketing
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4 min read
The Free Tool Stack I Use to Sell Digital Products Without a Design Team
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The Free Tool Stack I Use to Sell Digital Products Without a Design Team

#sideprojects #ai #automation #marketing
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4 min read
The Second Quality Layer That Catches What Automation Misses
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The Second Quality Layer That Catches What Automation Misses

#sideprojects #ai #automation #marketing
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4 min read
From 1 Idea to 49 Products: The Pipeline That Made It Possible on a VPS
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From 1 Idea to 49 Products: The Pipeline That Made It Possible on a VPS

#sideprojects #ai #automation #marketing
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4 min read
I Read Every Adobe Rejection Reason. Most of Them Are One Rule
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I Read Every Adobe Rejection Reason. Most of Them Are One Rule

#sideprojects #ai #automation #marketing
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4 min read
From One Prompt to 39 Finished Products: What Actually Broke
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From One Prompt to 39 Finished Products: What Actually Broke

#sideprojects #ai #automation #marketing
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4 min read
The ADHD Planner Checklist: 9 Things That Actually Matter
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The ADHD Planner Checklist: 9 Things That Actually Matter

#adhd #productivity #mentalhealth #tools
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4 min read
How I Turn One Idea Into a Repeatable Product Pipeline (No GPU)
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How I Turn One Idea Into a Repeatable Product Pipeline (No GPU)

#sideprojects #ai #automation #marketing
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4 min read
The Locked Spec: Why Your Digital Products Look Inconsistent
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The Locked Spec: Why Your Digital Products Look Inconsistent

#sideprojects #ai #automation #marketing
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4 min read
The Vectorising Step Most Sticker Sellers Skip
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The Vectorising Step Most Sticker Sellers Skip

#sideprojects #ai #automation #marketing
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4 min read
What Adobe and Vecteezy Reviewers Actually Check Before They Approve
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What Adobe and Vecteezy Reviewers Actually Check Before They Approve

#sideprojects #ai #automation #marketing
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4 min read
I Built a Metadata CSV Generator So I Stop Getting Rejected
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I Built a Metadata CSV Generator So I Stop Getting Rejected

#sideprojects #ai #automation #marketing
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4 min read
The Ledger That Stops You Double-Posting Your Stock Uploads
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The Ledger That Stops You Double-Posting Your Stock Uploads

#sideprojects #ai #automation #marketing
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4 min read
Hyperfocus Is Not Focus: How to Plan Around the Tunnel You Fall Into
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Hyperfocus Is Not Focus: How to Plan Around the Tunnel You Fall Into

#adhd #productivity #mentalhealth #tools
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4 min read
Body Doubling and Why an Empty Room Is the Real Problem
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Body Doubling and Why an Empty Room Is the Real Problem

#adhd #productivity #mentalhealth #tools
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4 min read
Starting Tasks Without Motivation: What the Research Says About Initiation
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Starting Tasks Without Motivation: What the Research Says About Initiation

#adhd #productivity #mentalhealth #tools
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4 min read
How to Sleep Earlier With ADHD: The Interventions That Survive Contact With a Real Bed
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How to Sleep Earlier With ADHD: The Interventions That Survive Contact With a Real Bed

#adhd #productivity #mentalhealth #tools
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5 min read
ADHD in the Workplace: A Planner You Will Actually Open at 9 AM
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ADHD in the Workplace: A Planner You Will Actually Open at 9 AM

#adhd #productivity #mentalhealth #tools
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4 min read
The Budget Module: Spending With a Brain That Cannot Delay Discounting
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The Budget Module: Spending With a Brain That Cannot Delay Discounting

#adhd #productivity #mentalhealth #tools
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4 min read
Cognitive Accessibility: Making a Spreadsheet an Accessible Tool, Not a Maze
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Cognitive Accessibility: Making a Spreadsheet an Accessible Tool, Not a Maze

#adhd #productivity #mentalhealth #tools
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4 min read
Phone Notifications Are a Planning Failure, Not a Willpower Failure
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Phone Notifications Are a Planning Failure, Not a Willpower Failure

#adhd #productivity #mentalhealth #tools
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5 min read
The Energy Cycle Nobody Plans For: Hormones, Sleep Debt and Your Worst Hour
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The Energy Cycle Nobody Plans For: Hormones, Sleep Debt and Your Worst Hour

#adhd #productivity #mentalhealth #tools
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5 min read
Exercise as a Planning Tool, Not a Reward You Never Claim
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Exercise as a Planning Tool, Not a Reward You Never Claim

#adhd #productivity #mentalhealth #tools
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4 min read
Mindfulness With ADHD: What the Numbers Say When Practice Does Nothing
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Mindfulness With ADHD: What the Numbers Say When Practice Does Nothing

#adhd #productivity #mentalhealth #tools
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5 min read
Medication and a Planner: Why the Reminder Tab Is Not the Hard Part
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Medication and a Planner: Why the Reminder Tab Is Not the Hard Part

#adhd #productivity #mentalhealth #tools
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4 min read
Overstimulation and the Planner That Knows When to Go Quiet
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Overstimulation and the Planner That Knows When to Go Quiet

#adhd #productivity #mentalhealth #tools
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4 min read
AuDHD and the Planner: When Two Braids Need Two Systems
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AuDHD and the Planner: When Two Braids Need Two Systems

#adhd #productivity #mentalhealth #tools
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4 min read
How to Do a Brain Dump That Actually Clears Your Head
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How to Do a Brain Dump That Actually Clears Your Head

#adhd #productivity #mentalhealth #tools
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3 min read
From 53 Papers to One Planner: What I Kept and What I Threw Away
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From 53 Papers to One Planner: What I Kept and What I Threw Away

#adhd #productivity #mentalhealth #tools
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4 min read
The Two-Minute Rule, Delay Discounting, and Why Rewards Must Be Now
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The Two-Minute Rule, Delay Discounting, and Why Rewards Must Be Now

#adhd #productivity #mentalhealth #tools
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6 min read
Self-Compassion as a Planning Skill, Not a Soft Extra
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Self-Compassion as a Planning Skill, Not a Soft Extra

#adhd #productivity #mentalhealth #tools
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5 min read
Sleep Phase Delay and the 9 AM Plan That Never Works
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Sleep Phase Delay and the 9 AM Plan That Never Works

#adhd #productivity #mentalhealth #tools
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4 min read
Time Blindness Is Not Laziness: Planning Around It
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Time Blindness Is Not Laziness: Planning Around It

#adhd #productivity #mentalhealth #tools
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4 min read
The Planner Built for a Brain That Forgets
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The Planner Built for a Brain That Forgets

#adhd #productivity #mentalhealth #tools
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4 min read
Why Your ADHD Planner Keeps Ending Up in a Drawer
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Why Your ADHD Planner Keeps Ending Up in a Drawer

#adhd #productivity #mentalhealth #tools
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4 min read
The Research Behind an ADHD Planner: Working Memory, Time Blindness, Sleep
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The Research Behind an ADHD Planner: Working Memory, Time Blindness, Sleep

#adhd #productivity #mentalhealth #tools
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4 min read
For People Who Quit Every Planner in Week Three
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For People Who Quit Every Planner in Week Three

#adhd #productivity #mentalhealth #tools
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5 min read
Brain Dump, Three Priorities, Visible Time: Inside an ADHD Planner
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Brain Dump, Three Priorities, Visible Time: Inside an ADHD Planner

#adhd #productivity #mentalhealth #tools
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4 min read
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