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The inspection machine was working. The order was still late. So I built FactoryGraph.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle . What I Built A machine breaks down at eight in the morning…

devchallengehf26challengeshowdevbuildinpublic
Dev.to Oct 18, 2026, 14:27 UTC
EN

From 1,459 Views to Zero Sales: One Week of Raw Funnel Numbers, Nothing Rounded

Public building usually ends at the vanity metric. Here is the rest of the table, zeros included, with the numbers my own dashboard reports and noth…

analyticsbuildinpublicstartup
Dev.to Oct 18, 2026, 00:25 UTC
EN

ResumeForge: A Privacy-First AI Resume Analyzer Built with Local Open-Weight Models

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Every time someone applies for a job today, the…

devchallengehf26challengebuildinpublichacktoberfest
Dev.to Oct 17, 2026, 18:29 UTC
EN

I open-sourced a network monitor — strangers on the internet shipped the Windows port

Two weeks ago I open-sourced Snitch , a privacy-first network traffic visualizer. Last week it hit 238 GitHub stars and got picked up by one of the…

buildinpublicgithubopensourcepython
Dev.to Oct 17, 2026, 10:28 UTC
EN

CodeRef.xyz: One Place for Code Examples, API References, CLI Commands, and Developer Tools

As developers, we constantly switch between documentation websites, GitHub repositories, tutorials, and search engines to find answers to everyday p…

buildinpublicshowdevsoftwaredevelopmenttools
Dev.to Oct 17, 2026, 07:28 UTC
EN

Understanding Key Business Stakeholders Through Software Development

Understanding Key Business Stakeholders Through Software Development Connecting Business Studies with Real-World Technology When building software,…

buildinpublicbeginnerssoftwaredevelopmentlearning
Dev.to Oct 17, 2026, 07:28 UTC
EN

What browser-local file tools actually cost you

I build ZANCTA - 17 PDF and image tools that run entirely in the browser. No uploads, no server-side processing. I chose that constraint on purpose,…

webdevbuildinpublic
Dev.to Oct 16, 2026, 06:28 UTC
EN

When LLMs Outsmart Their Manuals: Version Conflict Detection in Trading Agents

When LLMs Outsmart Their Manuals: Version Conflict Detection in Trading Agents Imagine sitting in the dimly lit control room of an automated trading…

algotradingcryptoaibuildinpublic
Dev.to Oct 15, 2026, 02:18 UTC
EN

Adding Real‑Time IP Communication Status to the TV Inventory Dashboard

Adding Real‑Time IP Communication Status to the TV Inventory Dashboard TL;DR: I extended the Prisma schema and React UI to surface a boolean “IP Com…

playadevbuildinpublicaiproductivity
Dev.to Oct 13, 2026, 20:30 UTC
EN

Adding Extension and IP Columns to Guest and Office Phones in a Next.js Dashboard

Adding Extension and IP Columns to Guest and Office Phones in a Next.js Dashboard TL;DR: I extended the Prisma schema and the dashboard UI to expose…

playadevbuildinpublicai
Dev.to Oct 13, 2026, 20:28 UTC
EN

Adding Auth‑Based UI Hiding, Session Cleanup, and Neon/ Vercel Integration to the UHPCM Patch Monitor

Adding Auth‑Based UI Hiding, Session Cleanup, and Neon/​Vercel Integration to the UHPCM Patch Monitor TL;DR: I refactored the front‑end to hide head…

playadevbuildinpublicsecuritywebdev
Dev.to Oct 13, 2026, 20:27 UTC
EN

Building a Reliable WhatsApp‑Powered First‑Response Scheduler in a Node/TypeScript API

Building a Reliable WhatsApp‑Powered First‑Response Scheduler in a Node/TypeScript API TL;DR: I fixed a race condition in apps/api/src/booking/booki…

playadevbuildinpublicproductivity
Dev.to Oct 13, 2026, 20:25 UTC
EN

Designing a discussion forum without turning it into a social network

I've spent much of the last few months designing and building Public Voice, a new independent discussion forum. I'm a graphic designer first and a d…

buildinpubliccommunitydesignproduct
Dev.to Oct 13, 2026, 13:16 UTC
EN

Reviewers are needed

Introducing Sentinel-43: A Cybersecurity Project I'm Building Hey everyone! I'm an independent developer working on a cybersecurity project called S…

beginnersbuildinpubliccybersecuritylearning
Dev.to Oct 13, 2026, 03:22 UTC
EN

A Practical Framework for GEO, AEO, AI Search and Brand Visibility

Most teams I talk to use “GEO”, “AEO”, “AI search” and “brand visibility” interchangeably. As developers, that fuzziness makes it hard to design sys…

seoaiwebdevbuildinpublic
Dev.to Oct 13, 2026, 02:21 UTC
EN

Adding Per‑Container CPU and Memory Limits in Docker‑Compose for Riviera Industrial ERP

Adding Per‑Container CPU and Memory Limits in Docker‑Compose for Riviera Industrial ERP TL;DR: I added explicit mem_limit and cpus constraints to th…

playadevbuildinpublicaiopensource
Dev.to Oct 12, 2026, 22:22 UTC
EN

Adding CPU and Memory Limits to the Postgres Service in lavanderia‑crm’s Docker Compose

Adding CPU and Memory Limits to the Postgres Service in lavanderia‑crm’s Docker Compose TL;DR: I added mem_limit and cpus to the Postgres container…

playadevbuildinpublicproductivitysecurity
Dev.to Oct 12, 2026, 22:20 UTC
EN

Automating Weekly Content Publishing with a Node Script: Fixing CI Breakage and Adding Multi‑Platform Output

Automating Weekly Content Publishing with a Node Script: Fixing CI Breakage and Adding Multi‑Platform Output TL;DR: I extended my content‑automation…

playadevbuildinpublicproductivity
Dev.to Oct 12, 2026, 22:19 UTC
EN

Adding Per‑Container CPU & Memory Limits to Docker‑Compose for pgvector

Adding Per‑Container CPU & Memory Limits to Docker‑Compose for pgvector TL;DR: I added mem_limit and cpus to the PostgreSQL service in docker‑co…

playadevbuildinpublicaidocker
Dev.to Oct 12, 2026, 22:18 UTC
EN

When the AI Brain Crashes: The 'Naked Position' Crisis and Engineering Trade-offs Under Fail-Open Mechanisms

When the AI Brain Crashes: The 'Naked Position' Crisis and Engineering Trade-offs Under Fail-Open Mechanisms Tags: #algotrading #crypto #ai #buildin…

algotradingcryptoaibuildinpublic
Dev.to Oct 11, 2026, 02:12 UTC
EN

Upgrading Next to 16.3.4, Adding Docker Resource Limits, and Shipping Condo‑Amenities Endpoints in VS Monorepo

Upgrading Next to 16.3.4, Adding Docker Resource Limits, and Shipping Condo‑Amenities Endpoints in VS Monorepo TL;DR: I bumped the root Next.js vers…

playadevbuildinpublicdockerai
Dev.to Oct 8, 2026, 20:21 UTC
EN

Automating Multi‑Channel Blog Publishing with a Content‑Automation Repo

Automating Multi‑Channel Blog Publishing with a Content‑Automation Repo TL;DR: I rewrote the content‑automation pipeline to generate, format, and pu…

playadevbuildinpublicaiproductivity
Dev.to Oct 8, 2026, 20:18 UTC
EN

Building Kultarr: Making AWS Security Investigations Less Painful

I've been building Kultarr. Here's where it's at. I've spent a lot of time working with AWS, and one thing that always frustrated me was how much di…

awsbuildinpublicsecurityshowdev
Dev.to Oct 8, 2026, 05:23 UTC
EN

I built a tarot site with Claude, and the biggest thing I learned in these 40 days is…

[]( url )After I figured out my direction, I used Claude to build a tarot site. In 40 days I opened 287 tasks and finished 222 PRs. I tried to rely…

aibuildinpublicwebdevstartup
Dev.to Oct 7, 2026, 19:20 UTC
EN

2,300 runs in four weeks: Organ's own agents, by the numbers

Summary: Over four weeks, the AI agents that run Organ started 2,300 workflow runs, and about one in five finished as a failure. Most failures have…

abotwrotethisaiagentsbuildinpublic
Dev.to Oct 7, 2026, 15:19 UTC
EN

A month of PulseWatch: billing, better setup and deliberately broken scripts

On 1 September, I wrote Who watches the watchdog? about the less glamorous work behind PulseWatch: monitoring its own watchdog, explaining scheduler…

buildinpublicpythondevopsshowdev
Dev.to Oct 7, 2026, 09:26 UTC
EN

Taming the Exchange API: Handling -4509 Errors and the F-065 Retry Mechanism in Quant Systems

Taming the Exchange API: Handling -4509 Errors and the F-065 Retry Mechanism in Quant Systems Tags: #algotrading #crypto #ai #buildinpublic The Inci…

algotradingcryptoaibuildinpublic
Dev.to Oct 7, 2026, 02:23 UTC
EN

Adding Accurate Chromecast Disconnected Count to the TV Wallboard

Adding Accurate Chromecast Disconnected Count to the TV Wallboard TL;DR: I extended the dashboard API and UI to expose a real‑time chromecastDisconn…

playadevbuildinpublicaiproductivity
Dev.to Oct 4, 2026, 18:29 UTC
EN

I built a website where the world ends every 1000 seconds. Here's what I learned.

A few weeks ago, I launched O Botão do Fim (The End Button) — a web experience where a global counter ticks down to zero. When it hits zero, the wor…

buildinpublicshowdevwebdev
Dev.to Oct 2, 2026, 20:21 UTC
EN

Iam 12 .My AI Mentor Just Grew Eyes and a Conscience. Introducing KODA Web v24: The Constitutional Era.

I am 12 years old. My development machine is a POCO C55 ($150 USD). It is October 2nd. For weeks, you’ve known KODA as the web-based AI coding mento…

aibuildinpublicwebdevprogramming
Dev.to Oct 2, 2026, 07:26 UTC

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