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GitLab CE vs Forgejo: Self-Hosted Git on Docker, Measured
Web Application Ideas
DEV Community

GitLab CE vs Forgejo: Self-Hosted Git on Docker, Measured

GitLab CE and Forgejo both give you a private Git server with issues, code review, CI and a container registry. They sit at opposite ends of the weight scale. This comparison ran both under Docker Compose on the same box, pushed a real pipeline through each runner, pushed an image to each registry, migrated the same GitHub repository into both and ran each backup command. The numbers below come from that run on October 19, 2026. TL;DR: On an 8 vCPU host, Forgejo 15.0.10 with Postgres and a runne

2h agoDeployLark
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The newest deploy is almost never the cause. So I gave on-call a graph.
Web Application Ideas
DEV Community

The newest deploy is almost never the cause. So I gave on-call a graph.

The newest deploy is almost never the cause. So I gave on-call a graph. (On-call Brain, Graph Hacks by WeMakeDevs x FalkorDB) It's 3 am. Your phone says checkout p99 latency above 2s. You open the deploy log and look at the newest change: a search deploy from eight minutes ago. You roll it back. Nothing changes. The real cause was a config change on the payments gateway forty minutes earlier. Checkout calls payments, payments calls the gateway, and someone cut its connection pool from 200 to 20.

2h agoHarsh Chauhan
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How to Choose Project Management Software for Complex Work
Web Application Ideas
DEV Community

How to Choose Project Management Software for Complex Work

When work is scattered across task lists, spreadsheets, chats, and documents, teams lose context and reporting becomes manual. Choosing a project management platform starts with a more useful question than “Which tool has the most features?”: what must the system support for work to move reliably across your organization? Map your workflows, governance needs, and deployment constraints first. Then evaluate whether a platform can represent those needs without forcing teams into workarounds or mak

2h agoSubramanyam C. P.
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The Overlooked Reason Your RAG Pipeline Keeps Returning Garbage
Web Application Ideas
DEV Community

The Overlooked Reason Your RAG Pipeline Keeps Returning Garbage

I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between what the demos show and what production systems actually look like that nobody is being fully honest about. So here is my honest take on where things actually are. Everyone is calling everything an "agent" right now. A function that calls a tool? Agent. A chatbot with memory? Agent. A script with a loop? Agent. This dilution is not just semantic. It

2h agoAI Bug Slayer 🐞
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Listify AI — Create Better Product Listings with Open-Weight AI
Web Application Ideas
DEV Community

Listify AI — Create Better Product Listings with Open-Weight AI

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Meet Listify AI, an AI-powered web application designed to help small businesses, entrepreneurs, and independent sellers create professional product listings in seconds. When selling products online, having a great product is only part of the challenge. Writing engaging descriptions, choosing the right words, creating hashtags, and adapting content for different platforms can take time. For small

2h agoOrlando Ezequiel Salazar Cruz
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Rewatch: finds the patterns in your journal with Gemma 4, fully local
Web Application Ideas
DEV Community

Rewatch: finds the patterns in your journal with Gemma 4, fully local

This is a submission for the Hacktoberfest Open-Source AI Challenge, Week 2: Side Hustle. Rewatch reads your journal and shows you the patterns that keep pulling you away from your goals, with the dates and your own words as proof. I'm a final-year CS student and money is tight right now. I kept doing the same thing: finish something at the library, walk home, tell myself "I earned it", and buy takeout I couldn't afford. One night my card got declined in front of a friend. I always noticed it af

2h agoSidreon
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ESP32 Web Serial API: Live Sensor Data in Next.js
Web Application Ideas
DEV Community

ESP32 Web Serial API: Live Sensor Data in Next.js

What we built An ESP32 plugged into a PC over USB, with a web app (Next.js) connecting directly to the serial port through the Web Serial API and showing the incoming sensor values as a live dashboard of graphs and numbers. No dedicated application to install — open the browser and the data is there. Nothing to install — opening a URL is all it takes. Easy to show someone, easy to hand out Freedom in the UI — everything React already gives you (charts, layout) applies directly, so you can build

2h agocometa-kaito
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CAUSEWEFT: What happens when your business information contradicts itself?
Web Application Ideas
DEV Community

CAUSEWEFT: What happens when your business information contradicts itself?

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Imagine you're a freelancer running a small web design agency. You update the price of your starter package from ₹15,000 to ₹18,000. You change your pricing page, update your spreadsheet, and move on. Except your old price is still sitting in a PDF proposal template. Your FAQ still mentions the old package. An outdated quotation is waiting in your drafts. A few weeks later, you discover the problem when a cli

2h agoShikhar Verma
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AI พันตัวทดสอบไอเดียแอปคุณฟรีจริงหรือ? เปิด repo MiroFish ดูข้างใน
Web Application Ideas
DEV Community

AI พันตัวทดสอบไอเดียแอปคุณฟรีจริงหรือ? เปิด repo MiroFish ดูข้างใน

AI พันตัวทดสอบไอเดียแอปคุณฟรีจริงหรือ? เปิด repo MiroFish ดูข้างใน โดย Nokka (นก-กา) | นักเขียนอิสระสายเทคโนโลยี บทความนี้เขียนโดย AI (deepseek-v4.1-flash · ผู้ให้บริการโมเดล: ollama-cloud) ผ่าน Hermes Agent ภายใต้การควบคุมและตรวจสอบคุณภาพโดยมนุษย์ - Nokka (นก-กา) ผมได้คลิปสั้นความยาว 40 วินาทีมาจากผู้ใช้ท่านหนึ่ง [5] เป็นคลิปภาษาไทยที่คนพูดแนะนำว่าให้ลองใช้ AI หลายพันตัวมาเป็น "ลูกค้า" ช่วยทดสอบไอเดียแอปของคุณ วิธีใช้ที่คลิปบอกสั้นมาก คือเอา landing page ของคุณใส่ลงไป ใส่ราคาที่ตั้งไว้ ใส่ข้อคว

2h agoNokka
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Self-Host Plausible Community Edition with Docker
Web Application Ideas
DEV Community

Self-Host Plausible Community Edition with Docker

Plausible Community Edition is a self-hosted, cookie-free analytics stack. The same product family powers Plausible Cloud, and CE is the free, AGPL-licensed release you run yourself. On October 18, 2026, the analytics repository had about 29,500 stars, and the community-edition compose repo had about 2,900. This guide installs CE v3.2.1 from the official Compose files, pins every image tag, puts the dashboard on 127.0.0.1, and confirms a real pageview on a lab site. The Umami Docker and PostgreS

2h agoDeployLark
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The Exact Stack I Use to Build Production AI Agents (No Fluff)
Web Application Ideas
DEV Community

The Exact Stack I Use to Build Production AI Agents (No Fluff)

I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between what the demos show and what production systems actually look like that nobody is being fully honest about. So here is my honest take on where things actually are. Everyone is calling everything an "agent" right now. A function that calls a tool? Agent. A chatbot with memory? Agent. A script with a loop? Agent. This dilution is not just semantic. It

2h agoAI Bug Slayer 🐞
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AI-Assisted VoIP Call Center Ops: Claude Hooks & Incident KB
Web Application Ideas
DEV Community

AI-Assisted VoIP Call Center Ops: Claude Hooks & Incident KB

AI-Assisted VoIP Call Center Ops: Claude Hooks & Incident KB Route inbound calls to the right agent queue in real time, auto-resolve carrier codec errors, and reduce mean time to recovery (MTTR) by 60% with Claude-powered incident detection in ViciDial. Silence, one-way audio, and dropped calls in ViciDial usually trace to three causes: SIP codec mismatch between carrier and agent trunk, RTP socket timeout from firewall rule drift, or call state corruption in the vicidial_log table when agents g

2h agoMoisi Trungu
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Business Consulting
Forbes Business

NYT Pips Answers And Walkthrough For Monday, October 19

Looking for help with today's New York Times Pips? We'll walk you through today's puzzle and help you match dominoes to tiles.

3h agoErik Kain, Senior Contributor
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TSA Brought Back a Pre-9/11 Airport Ritual. 12 Days Later, It Quietly Reversed Course
Business Consulting
Inc.

TSA Brought Back a Pre-9/11 Airport Ritual. 12 Days Later, It Quietly Reversed Course

The agency launched the policy after years of requests. Less than two weeks later, it abruptly rolled it back.

3h agoKevin Haynes
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Business Consulting
Forbes Business

Today’s Wordle #1948: Hints, Clues And Answer For Monday October 19

Looking for help with today's New York Times Wordle? Here are some expert hints, clues and commentary to help you solve today's Wordle and sharpen your guessing game.

3h agoErik Kain, Senior Contributor
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Abby Care Raised $82 Million to Fill a Caregiver Gap. Its Solution Isn’t More Nurses
Business Consulting
Inc.

Abby Care Raised $82 Million to Fill a Caregiver Gap. Its Solution Isn’t More Nurses

The startup recently announced its Series C. It’s embracing a new approach to fixing the caregiver shortage.

3h agoKevin Haynes
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Superlite: A Faster Alternatie to Superpowers
Web Application Ideas
Hacker News

Superlite: A Faster Alternatie to Superpowers

Article URL: https://contextfirst.blog/superlite-hand-an-agent-a-spec/ Comments URL: https://news.ycombinator.com/item?id=50147492 Points: 7 # Comments: 2

3h agoiheatuchriswogu
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Footage of the Flock search that a judge ruled was uncosntitutional
Web Application Ideas
Hacker News

Footage of the Flock search that a judge ruled was uncosntitutional

Article URL: https://www.404media.co/watch-footage-of-the-flock-search-a-judge-ruled-unconstitutional/ Comments URL: https://news.ycombinator.com/item?id=50147455 Points: 24 # Comments: 7

3h agoanigbrowl
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Business Consulting
Forbes Business

Solange Omon Wins Victoria’s Secret’s YouTube Reality Competition

Victoria’s Secret’s Angels Among Us features Gigi Hadid and Alex Consani in a six-part YouTube reality series that has drawn 17.8 million views and connects to the annual Fashion Show.

4h agoJacqueline Jevtich, Contributor
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Starcraft: Ashfall
Web Application Ideas
Hacker News

Starcraft: Ashfall

Article URL: https://starcraft-shooter-2026.pages.dev/ Comments URL: https://news.ycombinator.com/item?id=50147233 Points: 21 # Comments: 13

4h agodebo_
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661Approved banner pendingSecular & nonreligious ethics

Explore Edition XXI teachings, systems and sources. Compare corpus mappings with provenance, research cautions and reproducible statistics.

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662Approved banner pendingACM Computing Ethics

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