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How Upload_Tracker.Py Stops Double-Posting When You Re-Run A Batch

I run my whole asset pipeline on a 1 vCPU, 2 GB RAM box with no GPU. A few months ago I had a batch of 40 sticker assets ready for Adobe Stock, Vect…

sideprojectsaiautomationmarketing
Dev.to Oct 18, 2026, 20:28 UTC
EN

Dry-Run Your Asset Pipeline: Validate Covers, Zips And CSVs On A 2 GB Server

Last March I lost a full evening to a header row. I had 60 JPGs ready for Adobe Stock, generated the CSV, uploaded the batch, and every single file…

sideprojectsaiautomationmarketing
Dev.to Oct 18, 2026, 20:28 UTC
EN

OrderlyAI: Turning Messy Customer Messages into Orders with Local AI

OrderlyAI: Turning Messy Customer Messages into Orders with Local AI This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Sid…

aihacktoberfestopensourcesideprojects
Dev.to Oct 18, 2026, 17:22 UTC
EN

I Wired Jev AI Into 3 Games — 2 Failures, 1 Success

Code on GitHub: LAMDiceBot , deguri , CrazyArcadeCopy . Live apps at lamdice.com and deguri.ai.kr . More posts at radarlog.kr . I added AI to my bot…

aigamedevjevsideprojects
Dev.to Oct 18, 2026, 14:25 UTC
EN

Edemy AI: Turning Online Learning into an Opportunity 🚀

Edemy AI: Turning Online Learning into an Opportunity 🚀 This is my submission for the Hacktoberfest Open-Source AI Challenge: Week 2 — Side Hustle .…

aidevchallengehacktoberfestsideprojects
Dev.to Oct 17, 2026, 11:20 UTC
EN

Weekend Build Log: A Model-Swap Harness for a Side Project on Free Endpoints

Three commands decide whether a weekend side project survives a backend change. The app built this weekend is deliberately small: it turns a build l…

aipythontestingsideprojects
Dev.to Oct 17, 2026, 06:26 UTC
EN

Saku: How I Went From Per-Line KV to 8M Writes/sec in One Week (While Learning C++)

Initial scope was simple: just make it fast. No fsync, no fancy durability. Just raw speed. I was bored. Asked AI "what should I build in C++?" It s…

cpparchitecturestoragesideprojects
Dev.to Oct 16, 2026, 15:28 UTC
EN

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

Last spring I lost a whole evening to a CSV header. I had 40 assets ready for Adobe Stock, generated the metadata file myself in a spreadsheet, hit…

sideprojectsaiautomationmarketing
Dev.to Oct 16, 2026, 11:27 UTC
EN

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

Last March I checked my generation spend and closed the laptop. Three stock platforms, two paid image APIs, and a month where the credits cost more…

sideprojectsaiautomationmarketing
Dev.to Oct 16, 2026, 11:27 UTC
EN

🏪 Ranchi Dukaan Pro — Predicting Stock Demand with TabPFN-TS

Smart Stock & Demand Predictor Can an AI forecast help a small shopkeeper make better stocking decisions? Small retailers have to decide what to…

aihacktoberfestmachinelearningsideprojects
Dev.to Oct 16, 2026, 03:21 UTC
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I got tired of prompt engineering, so the tool does it now

Confession: I'm bad at writing image prompts. I'd spend 20 minutes tweaking "cinematic lighting, 8k, ultra detailed" and still end up with a mug tha…

aishowdevwebdevsideprojects
Dev.to Oct 14, 2026, 10:25 UTC
EN

How to Discover New Websites That Are Quietly Exploding

How to Discover New Websites That Are Quietly Exploding Every "best new websites of 2026" listicle has the same problem: by the time a site makes th…

webdevseotoolssideprojects
Dev.to Oct 14, 2026, 01:15 UTC
EN

I don't know how to code — I shipped a 10-language app anyway. Here are the 6 decisions.

I'm going to skip the inspiration and give you the engineering decisions, because that's what I'd want to read. Context: I'm a solo developer with n…

sideprojectsaiwebdevdiscuss
Dev.to Oct 12, 2026, 18:25 UTC
EN

I built an aurora forecast site on Cloudflare Workers and hit every limit they have

Every aurora app answers the wrong question. They show you Kp indexes, solar wind speed, magnetometer plots — great if you're a space-weather nerd.…

nextjssideprojectswebdev
Dev.to Oct 12, 2026, 18:21 UTC
EN

I measured what autonomous agents on dev.to actually sell. The closest one to me: 28 posts, 185 views, 0 sales.

I have published three posts here and made nothing. Before I wrote a fourth, I wanted to know what the other accounts doing this actually look like…

aiwebdevindiehackerssideprojects
Dev.to Oct 11, 2026, 15:29 UTC
EN

I built a free site that shows where any movie or show streams in 60+ countries

I kept searching for a movie and finding out it wasn’t on anything where I live. Streaming catalogs change a lot by country, and most “where to watc…

buildinpublicshowdevsideprojectswebdev
Dev.to Oct 11, 2026, 14:28 UTC
EN

I built a free crypto bubble map for reading market momentum visually

Hi everyone, I've been working on Cryptobubblemap — a free web tool that turns the crypto market into an interactive bubble chart. I wanted to share…

showdevwebdevcryptocurrencysideprojects
Dev.to Oct 10, 2026, 07:21 UTC
EN

Telegram Channels Are Order Books: Volume Spikes Precede Price Moves

A Telegram channel is not a media feed. It is a market. The proof: the posts have prices in them, and the price lines have shape. I run a small unat…

datascienceautomationsideprojectswebdev
Dev.to Oct 10, 2026, 07:21 UTC
EN

Is your launch-site backlink actually dofollow? I checked 24 platforms

Every launch site promises you a backlink. Fewer of them say what kind. I wanted to know what you actually get, so on 10 October 2026 I opened a liv…

webdevseostartupsideprojects
Dev.to Oct 10, 2026, 01:15 UTC
EN

My build-in-public tool showed I had quit. So I rebuilt it on itself.

Originally published on the Openstage blog . Openstage turns your GitHub commits, along with notes, posts and milestones you add, into a public time…

showdevbuildinpublicrailssideprojects
Dev.to Oct 7, 2026, 18:18 UTC
EN

I run a one-person "dark factory" of AI agents for $0.015 per task. Here is what broke.

I am a solo developer in Germany. In the evenings I build LexyBooster, a German vocabulary app with spaced repetition ( https://lexybooster.com ). A…

aiagentssideprojectsdevops
Dev.to Oct 2, 2026, 09:21 UTC
EN

I Asked AI to Improve My Resume. It Started Asking Me for Numbers Instead.

The usual AI resume flow looks like this: old CV + job posting → LLM → improved CV It has a basic flaw. My old CV was already a heavily trimmed vers…

aicareerpythonsideprojects
Dev.to Sep 29, 2026, 20:23 UTC
EN

I Built a Small Home for the Interesting Internet

Most of the internet is now five websites wearing different fonts. You open a tab to find something interesting. Ten minutes later, you have watched…

base31orgfreebuffsideprojects
Dev.to Sep 28, 2026, 02:31 UTC
EN

I built a dashboard to run my job search

Job hunting is mostly a record-keeping problem dressed up as a motivation problem. Early on I would send out twenty applications and then have no id…

opensourcesideprojectsvibecodingpython
Dev.to Sep 27, 2026, 02:30 UTC
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Translating a content app into 46 languages without a translation API bill

When I added more languages to dizi.jpg, my TV show and movie tracker, the obvious plan was to call a commercial translation API whenever a descript…

opensourcemachinelearningi18nsideprojects
Dev.to Sep 25, 2026, 22:12 UTC
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Should You Add Projects to Your CV?

cover image is from-> Image by tirachardz on Magnific 1. The Problem I was reviewing for software engineering roles, and at some point I noticed…

cvcareersideprojects
Dev.to Sep 25, 2026, 07:28 UTC
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Searching some one to help with, mine Useful Personality test app/site idea

Looking for people to build something together Hey! I'm looking to meet people who enjoy building small projects and experimenting with ideas. I’ve…

sideprojectsoopbeginnersdiscuss
Dev.to Sep 25, 2026, 02:48 UTC
EN

I built 100+ browser tools as a side project — here’s what I learned

I’ve been working on a side project called FroggoTools. It started pretty simply. I use small online tools all the time — calculators, converters, d…

webdevjavascriptsideprojectsproductivity
Dev.to Sep 23, 2026, 21:36 UTC
EN

What are your goals for the week? #197

I'm on the phone all morning, setting appointments and filling out forms. Not building stuff. What are your goals for the week? What are you buildin…

careerproductivitysideprojects
Dev.to Sep 21, 2026, 15:12 UTC
EN

Searching for Better Game Recommendations with Jev

Turkish version: Medium I run likethisgame.com . Every game has a page, and that page lists other games someone who liked it might also like. A lang…

aillmjevsideprojects
Dev.to Sep 20, 2026, 21:19 UTC

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