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https://www.fsf.org/history | FSF History --> Free software has become a powerful global movement for user freedom, and so much has happened during this time at the Free Software Foundation. Imagine how much more we can do with your support: please become an associate member today! Read more > Announcement of the GNU Project On September 27, 1983, Richard M. Stallman (RMS) posted the initial announcement of GNU, his project to develop a fully free (as in freedom) operating system. Although the GNU Project wouldn't officially start until January 1984, RMS's announcement outlines GNU's initial plan of development and core components. Read more > SEP 1983 Richard M. Stallman makes first known public declaration that all software should be free At the first Hackers Conference in Sausalito, California, Richard Stallman made his first known public declaration that all software should be free and "accessible to everyone as freely as possible." Parts of this conference were captured on film in the documentary Hackers: Wizards of the Electronic Age , and these recordings are still viewable today. Read more > NOV 1984 Richard M. Stallman publishes the GNU Manifesto The GNU Manifesto was written by Richard Stallman in 1985 to ask for support in developing the GNU operating system. It explains the importance of developing the GNU Project, and lays a philosophical basis for launching the project. Part of the text was taken from the original announcement, which was made on September 27, 1983. Through 1987, it was updated in minor ways to account for developments. Read more > MAR 1985 The Free Software Foundation (FSF) is incorporated with Richard Stallman as president This marks the birth of the FSF, which remains the organizational home for the GNU Project, and provides it and other free software projects with critical infrastructure. The FSF is also the steward of the GNU family of licenses, including the GNU General Public License (GPL), and does GPL compliance work for the individual programs that make up the GNU operating system. Its campaigns team works to educate the public about free software through a variety of resources, articles, and in-person advocacy. Read more > OCT 1985 First publication of the Free Software Definition Though published officially on the Web pages of gnu.org for the first time in 1996, an initial definition of free software was published in the first Bulletin in 1986. The reason the current and definitive four freedoms are numbered 0, 1, 2 and 3 is historical. Around 1990 there were three freedoms, numbered 1, 2, and 3. It was then decided that the freedom to run the program needed to be mentioned explicitly. Rather than renumber the others, freedom 0 was added. Read more > FEB 1986 Official publication of the GNU General Public License (GPL) The GNU GPL is at the core of the continued strength and existence of free software. The strength of the license, and the essence of software freedom, is in its decree that any derivative or combined work is to be published under the same license, thereby perpetuating its freedom. This allows users the freedom to run, copy, modify, and share the work freely. To this date, the GPL family of licenses is the most popular group of copyleft licenses. In 1991, a second version of the GNU GPL was published. Read more > FEB 1989 UNESCO and the FSF launch the Free Software Directory The Free Software Directory is a collaborative catalog of computer programs that are fully free (as in freedom). The Directory currently holds over tens of thousands of packages of software of many, many kinds. It is now maintained by FSF Staff and volunteers. Every Friday, an IRC meeting is held on Libera.Chat in the #fsf channel, in which submissions and changes to the Directory are discussed. Read more > OCT 1999 Bradley Kuhn becomes first FSF executive director Read more > MAR 2001 Free Software Foundation Europe (FSFE) is established The Free Software Foundation Europe (FSFE) is a charity that empowers users to control their technology. The FSFE helps individuals and organizations to understand how free software contributes to freedom, transparency, and self-determination. It enhances users' rights by abolishing barriers to free software adoption, encouraging people to use and develop free software, and providing resources to enable everyone to further promote free software in Europe. Read more > MAR 2001 Free Software Foundation France is established The Free Software Foundation France is a non-profit association with the objective to promote free (as in "free speech") software in France. Read more > APR 2001 Free Software Foundation India is established Read more > JUL 2001 The Licensing and Compliance Lab is established The Licensing and Compliance Lab has been an informal activity of the FSF since 1992, and was formalized in December 2001. The team works with many generous volunteers. Their main activity is helping developers and distributors follow licensing best practices, including doing enforcement work to ensure the GPL is respected. The Lab runs the copyright assignment process for GNU packages, and educates legal professionals and students on the current state of copyleft through their blog, as well as through Continuing Legal Education (CLE) courses. In addition to this, the Lab also handles various free software certification programs, like the Respects Your Freedom (RYF) certification program, and the Free Software Directory. Read more > DEC 2001 Launch of the associate membership program The associate membership program was launched to support the core work of the free software movement, independent from major individual or corporate donors. Membership benefits have increased over time, and now include gratis attendance to the annual LibrePlanet conference, a 20% discount on FSF merchandise, and even access to the FSF's own videoconferencing server, which launched in 2020. Proceeds from the associate membership program are a large part of the FSF's annual funding, and this continued support from the community makes the FSF's work possible. Read more > NOV 2002 FSF hosts the first annual membership meeting One of the associate membership benefits is an invitation to an annual membership meeting in the Boston area. The first meeting was held on March 15, 2003, at MIT, in Cambridge, Massachusetts. Speakers were Eben Moglen, Gerald Jay Sussman, and Richard Stallman, and attendees were given the opportunity to ask FSF leadership questions. This annual meeting later turned into the annual LibrePlanet conference, of which the annual membership meeting is still a part. Read more > MAR 2003 Peter Brown becomes second FSF executive director Read more > FEB 2005 Free Software Foundation Latin America (FSFLA) is established Read more > NOV 2005 Defective by Design campaign launched Digital Restrictions Management (DRM) is the practice of imposing technological restrictions that control what users can do with digital media. When a program is designed to prevent you from copying or sharing a song, reading an ebook on another device, or playing a single-player game without an Internet connection, you are being restricted by DRM. Violations of user rights prompted the FSF to launch the Defective by Design (DBD) campaign to eliminate DRM. The annual International Day Against DRM (IDAD), where organizations around the globe protest the use of DRM, is organized through the DBD campaign. Read more > MAY 2006 GPLv3 published The GNU GPLv3 is the latest incarnation of the GPL. After a year and a half of public consultation, thousands of comments, and four drafts, version three of the GNU General Public License (GPLv3) was finally published on June 29, 2007. The first iteration was released for feedback in January 2006. A major difference this version took on was the concept of "tivoization," the unethical power dynamic created when device manufacturers prevent the free software on devices from being changed. Version 3 also made a number of improvements to make the license easier for everyone to use and understand. Read more > JUN 2007 Associate member count hits 2,500 Read more > AUG 2007 AGPLv3 published The GNU Affero General Public License is a modified version of the GNU GPLv3, with one major difference, which affects running a free program over a network service. The AGPL ensures that users interacting with modified versions of free software over a network have an opportunity to receive the source code for that modified work. In that way, the user can understand what the modified version does, run an instance of it themselves, or further improve and share the modified work with others. Read more > NOV 2007 First edition of the Free Software Supporter is published In March 2008, the FSF started a monthly newsletter for subscribers called the Free Software Supporter . To this day, the digital Free Software Supporter newsletter highlights some of the important work being done by the FSF every month, and will keep you up to date on news from the free software movement. The Free Software Supporter is published in English, Spanish, Brazilian Portuguese, and French. Read more > MAR 2008 FSF and Stephen Fry celebrate the GNU Projects's 25th anniversary The GNU Project turned twenty-five in 2008, and to celebrate, the FSF collaborated with Stephen Fry, the British actor, comedian, and writer, to create a video in which Fry explains the issues he sees with proprietary software in his own words. Then FSF campaigns manager Matt Lee wrote and produced the short film, which is a clear introduction video of how the GNU Project came to exist, the underlying philosophy of participation, equity, and freedom, and explains how you can support the movement of free software. Read more > SEP 2008 The first annual LibrePlanet conference is held The associate member meeting of the FSF slowly morphed into LibrePlanet, an annual conference on technology and social justice. The first edition was held at the Harvard Science Center, and later, it moved to MIT's Stata Center. The conference is a weekend-long global celebration of everything related to free software. The event has a full schedule of speakers, a range of social events, a hack night, and it has been recorded and livestreamed for many years. In 2020, the conference had to move online last minute to accommodate stay-at-home orders due to the novel coronavirus. Keynote speakers for the event have included Sumana Harihareswara, Brewster Kahle, and Edward Snowden. Read more > MAR 2009 Patent Absurdity movie launched Patent Absurdity: How software patents broke the system is a half-hour film about software patents. It explores the case of software patents and the history of judicial activism that led to their rise, as well as the harm being done to software developers and the wider economy. The film is based on a series of interviews conducted during the US Supreme Court's review of in Re Bilski — a case that could have had profound implications for the patenting of software. Read more > APR 2010 John Sullivan becomes third FSF executive director Read more > MAR 2011 Free Software Supporter hits 50,000 subscribers Read more > OCT 2011 The Lulzbot is the first hardware device to receive Respects Your Freedom (RYF) certification The Aleph Objects LulzBot AO-100 3D printer became the first hardware product to be awarded use of the FSF's Respects Your Freedom (RYF) certification mark. The certification program encourages the creation and sale of hardware that will do as much as possible to respect your freedom and your privacy, and will ensure that you have control over your device. Read more > OCT 2012 The Gluglug X60 is the first laptop to receive Respects Your Freedom (RYF) certification The Gluglug X60 became the first computer to receive the FSF's Respects Your Freedom (RYF) certification. The FSF had a call out for a laptop sold with a free OS and free boot system since 2005, and in 2013 that call was met. The certification was made possible because of the development of the Libreboot project, which allowed the proprietary BIOS on the machine to be replaced with free software. Read more > DEC 2013 FSF releases Email Self-Defense Guide Email Self-Defense is a how-to guide for setting up and using email encryption. The guide teaches users how to set up a basic system of defense against bulk surveillance through a comprehensive step-by-step explanation. It is important to understand that email encryption not only defends the individual user, but it also helps protect the anonymity of other users worldwide who depend on their anonymity to do their jobs (journalists), and live their lives (free software activists and whistleblowers). The original guide was translated into fifteen languages, with the help of volunteers. Read more > JUN 2014 Thirtieth anniversary of the FSF The 30th birthday was marked on October 3rd, 2015 with "The User Freedom Summit," a mini-conference which included two tracks of two sessions each, with a closing talk by Eben Moglen. Messages were collected from prominent free software supporters like Cory Doctorow and Vernor Vinge, followed by a celebration at the Cambridge Innovation Center in Cambridge, MA. Read more > OCT 2015 Free Software Supporter hits 100,000 subscribers Read more > DEC 2015 Edward Snowden keynotes LibrePlanet 2016 On Saturday, March 19th, 2016, Edward Snowden called in to the MIT Stata Center to speak with Daniel Kahn Gillmor and an auditorium filled with people. The feelings of energy, emotion, and celebration were vibrant in the room as Snowden thanked the community for creating free software, before launching into his planned talk titled "The last lighthouse: Free software in dark times." Daniel Kahn Gillmor and Snowden discussed free software, surveillance, power, and control of the future. Read more > MAR 2016 Associate member count hits 4,000 Read more > DEC 2016 FSF receives a $1 million Bitcoin donation from the Pineapple fund Large technology corporations have billion-dollar budgets that they can apply to squelch user freedom. Sometimes the work we do at the FSF can seem minor in comparison. The large donation from the Pineapple Fund was a powerful statement of the value of our work, as well as a powerful financial boost to our mission. In his statement upon receipt of this donation, executive director John Sullivan wrote, "Now is a critical time for computer user freedom, and this gift will make a tremendous difference in our ability, as a movement, to meet the challenges." Read more > JAN 2018 FSF receives $1 million donation from Handshake Handshake wrote, "The FSF is a worldwide leader in the fight to protect the rights of all computer users through its support for the production of free software, including the GNU operating system, and its campaigns to raise awareness, such as Defective by Design. Handshake is proud to be able to support the FSF in its important work to secure our freedom." John Sullivan said in his response, "It is clear that software freedom is more important than ever to the world." Read more > DEC 2018 Free Software Supporter hits 200,000 subscribers Read more > MAR 2019 Geoffrey Knauth elected Free Software Foundation president Read more > AUG 2020 Thirty-fifth anniversary of the FSF October 2020 marked the thirty-fifth year of the Free Software Foundation. The FSF organized activities for a full week, in which we introduced a new look to the fsf.org homepage, launched a video, released new artwork and merchandise for the occasion, and then topped off the week with a gala event, which was held online rather than in person due to the COVID-19 pandemic. Guests from around the world joined the FSF to celebrate and talk about free software. Read more > OCT 2020 FSF receives perfect score from Charity Navigator Charity Navigator is the largest independent evaluator of US-based nonprofit charities. The FSF was also selected for Charity Navigator's "Top Ten List" as one of "10 Charities Worth Watching." These designations exemplify the FSF's strong financial health and commitment to accountability and transparency. This year, the FSF was also awarded its 8th consecutive four-star rating. Read more > FEB 2021 What happens next is up to you Thank you for being part of the free software community and helping us achieve these milestones. If you have suggestions for additions (or corrections!) of historical moments, you can let us know at campaigns@fsf.org . You can also follow @fsf and @endDRM on social media, and join the free software conversation on IRC at #fsf (on Libera.Chat). Become a member of the Free Software Foundation today and help defend software freedom. Read more > Back to top --> Back to top Copyright © 2021 Free Software Foundation, Inc. The entries on this history page are individually licensed under the Creative Commons Attribution-ShareAlike 4.0 International license. This page was produced using all free software, including vim , Inkscape , and GIMP . Image credits Images gnu-announce , gnu-manifesto , fsf-incorporated , gpl , fsd , licensing , dbd , lp , ryf , esd , fsf30 , snowden , and fsf35 Copyright © Free Software Foundation, Inc. These images are individually licensed under the Creative Commons Attribution 4.0 International license. Images rms-hackers-1984 , definition , association , meeting , fry , and patabsurdity Copyright © Free Software Foundation, Inc. These images are licensed under the Creative Commons Attribution-NoDerivatives 3.0 United States License. Images gplv3 and agplv3 are in the public domain. Images fsfe and fsff are used with permission. source files Thank you! | 2026-01-13T08:49:38 |
https://www.wired.com/story/openai-announces-4-1-ai-model-coding/#:~:text=On%20today%E2%80%99s%20livestream%2C%20Varun%20Mohan%2C,editing%20irrelevant%20files%20by%20mistake | OpenAI’s New GPT 4.1 Models Excel at Coding | WIRED Skip to main content Menu SECURITY POLITICS THE BIG STORY BUSINESS SCIENCE CULTURE REVIEWS Menu Account Account Newsletters Security Politics The Big Story Business Science Culture Reviews Chevron More Expand The Big Interview Magazine Events WIRED Insider WIRED Consulting Newsletters Podcasts Video Merch Search Search Sign In Sign In Will Knight Business Apr 14, 2025 1:40 PM OpenAI’s New GPT 4.1 Models Excel at Coding GPT 4.1, GPT 4.1 Mini, and GPT 4.1 Nano are all available now—and will help OpenAI compete with Google and Anthropic. PHOTO COLLAGE: J.D. REEVES; GETTY IMAGES Save Story Save this story Save Story Save this story OpenAI announced today that it is releasing a new family of artificial intelligence models optimized to excel at coding, as it ramps up efforts to fend off increasingly stiff competition from companies like Google and Anthropic. The models are available to developers through OpenAI’s application programming interface (API). OpenAI is releasing three sizes of models: GPT 4.1, GPT 4.1 Mini, and GPT 4.1 Nano. Kevin Weil, chief product officer at OpenAI, said on a livestream that the new models are better than OpenAI’s most widely used model, GPT-4o, and better than its largest and most powerful model, GPT-4.5, in some ways. GPT-4.1 scored 55 percent on SWE-Bench, a widely used benchmark for gauging the prowess of coding models. The score is several percentage points above that of other OpenAI models. The new models are “great at coding, they’re great at complex instruction following, they’re fantastic for building agents,” Weil said. The capacity for AI models to write and edit code has improved significantly in recent months, enabling more automated ways of prototyping software and improving the abilities of so-called AI agents . Rivals like Anthropic and Google have both introduced models that are especially good at writing code. The arrival of GPT-4.1 has been widely rumored for weeks. OpenAI apparently tested the model on some popular leaderboards under the pseudonym Alpha Quasar, sources say. Some users of the “stealth” model reported impressive coding abilities. “Quasar fixed all the open issues I had with other code genarated [sic] via llms’s which was incomplete,” one person wrote on Reddit. All of the new models can analyze eight times more code at once, which improves their ability to make improvements and fix bugs. The new models are also better at following instructions given by users, reducing the need to repeat commands in different ways to get the desired result. OpenAI showed demos of GPT-4.1 building different apps including a flashcard app for language learning. “Developers care a lot about coding, and we've been improving our model's ability to write functional code,” Michelle Pokrass, who works on post-training at OpenAI, said during the Monday livestream. “We've been working on making it follow different formats and better explore repos, run unit tests, and write code that compiles.” GPT-4.1 is 40 percent faster than GPT.4o, OpenAI’s most widely used model for developers. The cost of users inputting queries has been reduced by 80 percent in this latest version, OpenAI says. On today’s livestream, Varun Mohan, CEO of Windsurf, a popular tool for AI coding, said that the company had been testing GPT-4.1 and found that the new model was “60 percent” better than GPT-4o according to its own benchmarks. “We found that GPT-4.1 has substantially fewer cases of degenerate behavior,” Mohan said, noting that the new model spends less time reading and editing irrelevant files by mistake. Over the past couple of years, OpenAI has parlayed feverish interest in ChatGPT , a remarkable chatbot first unveiled in late 2022 , into a growing business selling access to more advanced chatbots and AI models. In a TED interview last week, Altman said that OpenAI had 500 million weekly active users, and that usage was “growing very rapidly.” OpenAI now offers a smorgasbord of different models with different capabilities and different pricing. The company’s largest and most powerful model, called GPT-4.5, was launched in February, though OpenAI called the launch a “research preview” because the product is still experimental. The company also offers models called o1 and o3 that are capable of performing a simulated kind of reasoning , breaking a problem down into parts in order to solve it. These models also take longer to respond to queries and are more expensive for users. ChatGPT’s success has inspired an army of imitators, and rival AI players have ramped up their investments in research in an effort to catch up to OpenAI in recent years. A report on the state of AI published by Stanford University this month found that models from Google and DeepSeek now have similar capabilities to models from OpenAI. It also showed a gaggle of other firms including Anthropic, Meta, and the French firm Mistral in close pursuit. Oren Etzioni, a professor emeritus at the University of Washington who previously led the Allen Institute for AI (AI2), says it is unlikely that any single model or company will be dominant in the future. “We will see even more models over time as cost drops, open source increases, and specialized models win out in different arenas including biology, chip design, and more,” he says. Etzioni adds that he would like to see companies focus on reducing the cost and environmental impact of training powerful models in the years ahead. OpenAI faces pressure to show that it can build a sustained and profitable business by selling access to its AI models to other companies. The company’s chief operating officer, Brad Lightcap, told CNBC in February that the company had more than 400 million weekly active users, a 30 percent increase from December 2024. But the company is still losing billions as it invests heavily in research and infrastructure. In January, OpenAI announced that it would create a new company called Stargate in collaboration with SoftBank, Oracle, and MGX. The group collectively promised to invest $500 billion in new AI data center infrastructure. In recent weeks, OpenAI has teased a flurry of new models and features. Last week, Altman announced that ChatGPT would receive a memory upgrade allowing the chatbot to better remember and refer back to previous conversations. In late March, Altman announced that OpenAI plans to release an open-weight model , which developers will be able to download and modify for free, in the summer. The company said it would begin testing the model in the coming weeks. Open-weight models are already popular with researchers, developers, and startups because they can be tailored for different uses and are often cheaper to use. This is a developing story. Please check back for updates . You Might Also Like In your inbox: The week’s biggest tech news in perspective The dominance of the dollar is coming to an end Big Story: Understanding Trump’s retro coup in Venezuela Billion-dollar data centers are taking over the world What say you? Parkinson’s might be in the water Will Knight is a senior writer for WIRED, covering artificial intelligence. He writes the AI Lab newsletter , a weekly dispatch from beyond the cutting edge of AI— sign up here . He was previously a senior editor at MIT Technology Review, where he wrote about fundamental advances in AI and China’s AI ... Read More Senior Writer X Topics artificial intelligence OpenAI Sam Altman chatbots ChatGPT Google Anthropic DeepSeek Read More Nvidia Becomes a Major Model Maker With Nemotron 3 The world’s top chipmaker wants open source AI to succeed—perhaps because closed models increasingly run on its rivals’ silicon. OpenAI’s Chief Communications Officer Is Leaving the Company Hannah Wong told staff she is moving on to her “next chapter.” The company will be running an executive search to find a replacement, according to a memo. AI Devices Are Coming. Will Your Favorite Apps Be Along for the Ride? Tech companies are calling AI the next platform. But some developers are reluctant to let AI agents stand between them and their users. Google’s and OpenAI’s Chatbots Can Strip Women in Photos Down to Bikinis Users of AI image generators are offering each other instructions on how to use the tech to alter pictures of women into realistic, revealing deepfakes. So Long, GPT-5. Hello, Qwen In the AI boom, chatbots and GPTs come and go quickly. (Remember Llama?) GPT-5 had a big year, but 2026 will be all about Qwen. Jensen Huang Says Nvidia’s New Vera Rubin Chips Are in ‘Full Production’ The chip giant says Vera Rubin will sharply cut the cost of training and running AI models, strengthening the appeal of its integrated computing platform. OpenAI Rolls Back ChatGPT’s Model Router System for Most Users As OpenAI scrambles to improve ChatGPT, it's ditching a feature in its free tier that contributed to last summer's user revolt. 6 Scary Predictions for AI in 2026 Could the AI industry be on the verge of its first major layoffs? Will China spread propaganda to slow the US data-center building boom? Where are AI agents headed? Google Gemini Is Taking Control of Humanoid Robots on Auto Factory Floors Google DeepMind and Boston Dynamics are teaming up to integrate Gemini into a humanoid robot called Atlas. People Are Paying to Get Their Chatbots High on ‘Drugs’ An online marketplace is selling code modules that simulate the effects of cannabis, ketamine, cocaine, ayahuasca, and alcohol when they are uploaded to ChatGPT. Why Are Grok and X Still Available in App Stores? Elon Musk’s chatbot has been used to generate thousands of sexualized images of adults and apparent minors. Apple and Google have removed other “nudify” apps—but continue to host X and Grok. Google Is Adding an ‘AI Inbox’ to Gmail That Summarizes Emails New Gmail features, powered by the Gemini model, are part of Google’s continued push for users to incorporate AI into their daily life and conversations. WIRED is obsessed with what comes next. Through rigorous investigations and game-changing reporting, we tell stories that don’t just reflect the moment—they help create it. When you look back in 10, 20, even 50 years, WIRED will be the publication that led the story of the present, mapped the people, products, and ideas defining it, and explained how those forces forged the future. WIRED: For Future Reference. Subscribe Newsletters Travel FAQ WIRED Staff WIRED Education Editorial Standards Archive RSS Site Map Accessibility Help Reviews Buying Guides Streaming Guides Wearables Coupons Gift Guides Advertise Contact Us Manage Account Jobs Press Center Condé Nast Store User Agreement Privacy Policy Your California Privacy Rights © 2026 Condé Nast. All rights reserved. WIRED may earn a portion of sales from products that are purchased through our site as part of our Affiliate Partnerships with retailers. The material on this site may not be reproduced, distributed, transmitted, cached or otherwise used, except with the prior written permission of Condé Nast. 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https://vibe.forem.com/t/vibecoding | Vibecoding - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close # vibecoding Follow Hide Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Vibecoding as a Legitimate Way to Bring Ideas to Life Jaclyn McMillan Jaclyn McMillan Jaclyn McMillan Follow Jan 10 Vibecoding as a Legitimate Way to Bring Ideas to Life # ai # vibecoding # chatgpt # vscode Comments Add Comment 3 min read 🚀 I shipped 47 features in ONE WEEK with Claude and it was INSANE 🔥 Niclas Olofsson Niclas Olofsson Niclas Olofsson Follow Jan 5 🚀 I shipped 47 features in ONE WEEK with Claude and it was INSANE 🔥 # vibecoding # ai # claudecode # programming 2 reactions Comments Add Comment 3 min read Building AI Products That Scale Financially, Not Just Technically Jaclyn McMillan Jaclyn McMillan Jaclyn McMillan Follow Jan 8 Building AI Products That Scale Financially, Not Just Technically # ai # architecture # vibecoding # productdesign Comments Add Comment 2 min read Cant play game cos of Ads so I made my own Game - Ai Studio Mohamed Roshan Mohamed Roshan Mohamed Roshan Follow Nov 29 '25 Cant play game cos of Ads so I made my own Game - Ai Studio # ai # gemini # vibecoding 1 reaction Comments Add Comment 1 min read "Why vibe coding from day one usually backfires (and what actually worked for me)" Seunghyun Kim Seunghyun Kim Seunghyun Kim Follow Nov 27 '25 "Why vibe coding from day one usually backfires (and what actually worked for me)" # vibecoding # saas # startup # nextjs Comments 1 comment 2 min read Getting Started With Google Antigravity Don McCasland Don McCasland Don McCasland Follow Nov 18 '25 Getting Started With Google Antigravity # ai # vibecoding # antigravity 7 reactions Comments 4 comments 2 min read How I Built a Full Online Notepad Using Vibe Coding — Without Knowing How to Code Wayne Cooper Wayne Cooper Wayne Cooper Follow Nov 17 '25 How I Built a Full Online Notepad Using Vibe Coding — Without Knowing How to Code # ai # chatgpt # vibecoding # buildinpublic Comments Add Comment 2 min read Claude Code - Agents Paolo Brera Paolo Brera Paolo Brera Follow Oct 2 '25 Claude Code - Agents # vibecoding # claude # ai 1 reaction Comments Add Comment 1 min read Transcript of Greg Brockman's podcast on OpenAI's Road to AGI Amelia Pond Amelia Pond Amelia Pond Follow Sep 4 '25 Transcript of Greg Brockman's podcast on OpenAI's Road to AGI # api # openai # vibecoding 4 reactions Comments 3 comments 1 min read loading... trending guides/resources Getting Started With Google Antigravity "Why vibe coding from day one usually backfires (and what actually worked for me)" Cant play game cos of Ads so I made my own Game - Ai Studio How I Built a Full Online Notepad Using Vibe Coding — Without Knowing How to Code Building AI Products That Scale Financially, Not Just Technically 🚀 I shipped 47 features in ONE WEEK with Claude and it was INSANE 🔥 Vibecoding as a Legitimate Way to Bring Ideas to Life 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. 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https://vibe.forem.com/privacy#b-administrative-purposes | Privacy Policy - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close Privacy Policy Last Updated: September 01, 2023 This Privacy Policy is designed to help you understand how DEV Community Inc. (" DEV ," " we ," or " us ") collects, use, and discloses your personal information. What's With the Defined Terms? You'll notice that some words appear in quotes in this Privacy Policy. They're called "defined terms," and we use them so that we don't have to repeat the same language again and again. They mean the same thing in every instance, to help us make sure that this Privacy Policy is consistent. We've included the defined terms throughout because we want it to be easy for you to read them in context. 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? 2. PERSONAL INFORMATION WE COLLECT 3. HOW WE USE YOUR INFORMATION 4. HOW WE DISCLOSE YOUR INFORMATION 5. YOUR PRIVACY CHOICES AND RIGHTS 6. INTERNATIONAL DATA TRANSFERS 7. RETENTION OF PERSONAL INFORMATION 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS 10. CHILDREN'S INFORMATION 11. OTHER PROVISIONS 12. CONTACT US 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? This Privacy Policy applies to personal information processed by us, including on our websites, mobile applications, and other online or offline offerings — basically anything we do. To make this Privacy Policy easier to read, our websites, mobile applications, and other offerings are all collectively called the " Services. " Beyond this Privacy Policy, your use of the Services is subject to our DEV Community Terms and our Forem Terms. The Services include both our own community forum at https://www.dev.to (the " DEV Community ") and the open source tool we provide called " Forem ," available at https://www.forem.com which allows our customers to create and operate their own online forums. We collect personal information from two categories of people: (1) our customers, who use Forem and our hosting services to run and host their own forums (we'll call them " Forem Operators "), and (2) the people who interact with DEV-hosted forums, including forums provided by Forem Operators utilizing Forem and separately our own DEV Community (we'll call them " Users "). An Important Note for Users Since we provide hosting services for Forem Operators, technically we also process your information on their behalf. That processing is governed by the contracts that we have in place with each Forem Operator, not this Privacy Policy. In other words, when you share your data on a DEV-hosted forum operated by a Forem Operator, we at DEV are basically just the "pipes" — we process the data on behalf of the Forem Operator, but don't do anything with it ourselves beyond what we're required to do under our contract (and by law). So, if you post your information on a DEV-powered forum provided by a Forem Operator, that Forem Operator's privacy policy applies, and any questions or requests relating to your data on that service should be directed to that Forem Operator, not us. Likewise, if you use our mobile application, you may also interact with forums that use DEV's open-source tools but do all their hosting and data collection themselves. For those forums, we at DEV have no access to your data, so be sure to read the privacy policy of any third-party hosted forum before posting. 2. PERSONAL INFORMATION WE COLLECT The categories of personal information we collect depend on whether you're a User or Forem Operator, how you interact with us, our Services, and the requirements of applicable law. Breaking it down, we collect three types of information: (1) information that you provide to us directly, (2) information we obtain automatically when you use our Services, and (3) information we get about you from other sources (such as third-party services and organizations). More details are below. A. Information You Provide to Us Directly We may collect the following personal information that you provide to us. Account Creation (for Forem Operators): We'll require your name and email address to get started, as well as some details about the Forem you want to run, such as: whether you're running the Forem on your own behalf or as part of an organization, and details about the community you want to support (how big is it, what topics does it cover, where do members currently communicate, how/if the community earns money, whether the community is open, invite-only or paid, any existing social media accounts, etc.) You'll need to tell us a bit about your personal coding background, and you'll have the option to provide your DEV username as well, if you are a member of the DEV.to community. Account Creation (for Users) : We collect name and email address from users that create an account on DEV Community. For other forums created by Forem Operators using Forem, the Forem Operator determines what information is required for User account creation for their respective forums. Interactive Features (for Users) . Like any other social network, both we and other Users of our Services may collect personal information that you submit or make available through our interactive features (e.g., messaging and chat features, commenting functionalities, forums, blogs, posts, and other social media pages). While we do have private messages that are only between you and the person you're messaging (as well as us and the Forem Operator, as applicable), any information you provide using the public sharing features of the Services, such as the information you post to your public profile or the topics you follow is public, including to recruiters and prospective employers, and is not subject to any of the privacy protections we mention in this Privacy Policy except where legally required. Please exercise caution before revealing any information that may identify you in the real world to others. Purchases . If you buy stuff on our shop site https://shop.dev.to/ (as either a User or Forem Operator), or otherwise if you pay us in connection with your use of the Forem service, we may collect personal information and details associated with your purchases, including payment information. Any payments made via our Services are processed by third-party payment processors, such as Stripe, Shopify, and PayPal. We do not directly collect or store any payment card information entered through our Services, but may receive information associated with your payment card information (e.g., your billing details). Your Communications with Us (Users and Forem Operators) . We may collect personal information, such as email address, phone number, or mailing address when you request information about our Services, register for our newsletter or loyalty program, request customer or technical support, apply for a job, or otherwise communicate with us. Surveys . We may contact you to participate in surveys. If you decide to participate, you may be asked to provide certain information, which may include personal information (for example, your home address). Sweepstakes or Contests . We may collect personal information you provide for any sweepstakes or contests that we offer. In some jurisdictions, we are required to publicly share information of sweepstakes and contest winners. Conferences, Trade Shows, and Other Events . We may collect personal information from individuals when we attend conferences, trade shows, and other events. Business Development and Strategic Partnerships . We may collect personal information from individuals and third parties to assess and pursue potential business opportunities. Job Applications . We may post job openings and opportunities on our Services. If you reply to one of these postings by submitting your application, CV and/or cover letter to us, we will collect and use your information to assess your qualifications. B. Information Collected Automatically We may collect personal information automatically when you use our Services: Automatic Data Collection . We may collect certain information automatically when you use our Services, such as your Internet protocol (IP) address, user settings, MAC address, cookie identifiers, mobile carrier, mobile advertising and other unique identifiers, browser or device information, location information (including approximate location derived from IP address), and Internet service provider. We may also automatically collect information regarding your use of our Services, such as pages that you visit before, during and after using our Services, information about the links you click, the types of content you interact with, the frequency and duration of your activities, and other information about how you use our Services. In addition, we may collect information that other people provide about you when they use our Services, including information about you when they tag you in their posts. Cookies, Pixel Tags/Web Beacons, and Other Technologies . We, as well as third parties that provide content, advertising, or other functionality on our Services, may use cookies, pixel tags, local storage, and other technologies (" Technologies ") to automatically collect information through your use of our Services. Cookies . Cookies are small text files placed in device browsers that store preferences and facilitate and enhance your experience. Pixel Tags/Web Beacons . A pixel tag (also known as a web beacon) is a piece of code embedded in our Services that collects information about engagement on our Services. The use of a pixel tag allows us to record, for example, that a user has visited a particular web page or clicked on a particular advertisement. We may also include web beacons in e-mails to understand whether messages have been opened, acted on, or forwarded. Our uses of these Technologies fall into the following general categories: Operationally Necessary . This includes Technologies that allow you access to our Services, applications, and tools that are required to identify irregular website behavior, prevent fraudulent activity and improve security or that allow you to make use of our functionality. Performance-Related . We may use Technologies to assess the performance of our Services, including as part of our analytic practices to help us understand how individuals use our Services ( see Analytics below ). Functionality-Related . We may use Technologies that allow us to offer you enhanced functionality when accessing or using our Services. This may include identifying you when you sign into our Services or keeping track of your specified preferences, interests, or past items viewed. Analytics . We may use Technologies and other third-party tools to process analytics information on our Services. Some of our analytics partners include Google Analytics. For more information,please visit Google Analytics' Privacy Policy . To learn more about how to opt-out of Google Analytics' use of your information, please click here . Social Media Platforms . Our Services may contain social media buttons such as Twitter, Facebook, GitHub, Instagram, and Twitch (that might include widgets such as the "share this" button or other interactive mini programs). These features may collect your IP address, which page you are visiting on our Services, and may set a cookie to enable the feature to function properly. Your interactions with these platforms are governed by the privacy policy of the company providing it. See the "Your Privacy Choices and Rights" section below to understand your choices regarding these Technologies. C. Information Collected from Other Sources We may obtain information about you from other sources, including through third-party services and organizations. For example, if you access our Services through a third-party application, such as an app store, a third-party login service (e.g., through Twitter, Apple, or GitHub), or a social networking site, we may collect whatever information about you from that third-party application that you have made available via your privacy settings. 3. HOW WE USE YOUR INFORMATION We use your information for a variety of business purposes, including to provide our Services, for administrative purposes, and to market our products and Services, as described below. A. Provide Our Services We use your information to fulfill our contract with you and provide you with our Services, such as: Managing your information and accounts; Providing access to certain areas, functionalities, and features of our Services; Answering requests for customer or technical support; Communicating with you about your account, activities on our Services, and policy changes; Processing your financial information and other payment methods for products or Services purchased; Processing applications if you apply for a job we post on our Services; and Allowing you to register for events. B. Administrative Purposes We use your information for various administrative purposes, such as: Pursuing our legitimate interests such as direct marketing, research and development (including marketing research), network and information security, and fraud prevention; Detecting security incidents, protecting against malicious, deceptive, fraudulent or illegal activity, and prosecuting those responsible for that activity; Measuring interest and engagement in our Services, including for usage-based billing purposes; Short-term, transient use, such as contextual customization of ads; Improving, optimizing, upgrading, or enhancing our Services; Developing new products and Services; Ensuring internal quality control and safety; Authenticating and verifying individual identities, including requests to exercise your rights under this policy; Debugging to identify and repair errors with our Services; Auditing relating to interactions, transactions and other compliance activities; Enforcing our agreements and policies; and Complying with our legal obligations. C. Marketing and Advertising our Products and Services We may use your personal information to tailor and provide you with content and advertisements for our Services, such as via email. If you have any questions about our marketing practices, you may contact us at any time as set forth in the "Contact Us" section below. D. Other Purposes We also use your information for other purposes as requested by you or as permitted by applicable law. Consent . We may use personal information for other purposes that are clearly disclosed to you at the time you provide personal information or with your consent. Automated Decision Making. We may engage in automated decision making, including profiling, such as to suggest topics or other Users for you to follow. DEV's processing of your personal information will not result in a decision based solely on automated processing that significantly affects you unless such a decision is necessary as part of a contract we have with you, we have your consent, or we are permitted by law to engage in such automated decision making. If you have questions about our automated decision making, you may contact us as set forth in the "Contact Us" section below. De-identified and Aggregated Information . We may use personal information and other information about you to create de-identified and/or aggregated information, such as de-identified demographic information, information about the device from which you access our Services, or other analyses we create. For example, we may collect system-wide information to ensure availability of the platform, or measure aggregate data trends to analyze and optimize our Services. Share Content with Friends or Colleagues. Our Services may offer various tools and functionalities. For example, we may allow you to provide information about your friends through our referral services. Our referral services may allow you to forward or share certain content with a friend or colleague, such as an email inviting your friend to use our Services. Please only share with us contact information of people with whom you have a relationship (e.g., relative, friend neighbor, or co-worker). 4. HOW WE DISCLOSE YOUR INFORMATION We disclose your information to third parties for a variety of business purposes, including to provide our Services, to protect us or others, or in the event of a major business transaction such as a merger, sale, or asset transfer, as described below. A. Disclosures to Provide our Services The categories of third parties with whom we may share your information are described below. Service Providers . We may share your personal information with our third-party service providers who use that information to help us provide our Services. This includes service providers that provide us with IT support, hosting, payment processing, customer service, and related services. For example, our Shop site is run by Shopify, who handle your shipping details on our behalf. Business Partners . We may share your personal information with business partners to provide you with a product or service you have requested. We may also share your personal information to business partners with whom we jointly offer products or services. Other Users . As described above in the "Personal Information We Collect" section of this Privacy Policy, our Service allows Users to share their profiles, and any posts, chats, etc. with other Users and with the general public, including to those who do not use our Services. APIs/SDKs . We may use third-party Application Program Interfaces ("APIs") and Software Development Kits ("SDKs") as part of the functionality of our Services. For more information about our use of APIs and SDKs, please contact us as set forth in the "Contact Us" section below. B . Disclosures to Protect Us or Others We may access, preserve, and disclose any information we store associated with you to external parties if we, in good faith, believe doing so is required or appropriate to: comply with law enforcement or national security requests and legal process, such as a court order or subpoena; protect your, our, or others' rights, property, or safety; enforce our policies or contracts; collect amounts owed to us; or assist with an investigation or prosecution of suspected or actual illegal activity. C. Disclosure in the Event of Merger, Sale, or Other Asset Transfers If we are involved in a merger, acquisition, financing due diligence, reorganization, bankruptcy, receivership, purchase or sale of assets, or transition of service to another provider, your information may be sold or transferred as part of such a transaction, as permitted by law and/or contract. 5. YOUR PRIVACY CHOICES AND RIGHTS Your Privacy Choices . The privacy choices you may have about your personal information are determined by applicable law and are described below. Email Communications . If you receive an unwanted email from us, you can use the unsubscribe link found at the bottom of the email to opt out of receiving future emails. Note that you will continue to receive transaction-related emails regarding products or Services you have requested. We may also send you certain non-promotional communications regarding us and our Services, and you will not be able to opt out of those communications (e.g., communications regarding our Services or updates to our Terms or this Privacy Policy). Mobile Devices . We may send you push notifications through our mobile application. You may opt out from receiving these push notifications by changing the settings on your mobile device. "Do Not Track." Do Not Track (" DNT ") is a privacy preference that users can set in certain web browsers. Please note that we do not respond to or honor DNT signals or similar mechanisms transmitted by web browsers. Cookies and Interest-Based Advertising . You may stop or restrict the placement of Technologies on your device or remove them by adjusting your preferences as your browser or device permits. However, if you adjust your preferences, our Services may not work properly. Please note that cookie-based opt-outs are not effective on mobile applications. Please note you must separately opt out in each browser and on each device. Your Privacy Rights . In accordance with applicable law, you may have the right to: Access Personal Information about you, including: (i) confirming whether we are processing your personal information; (ii) obtaining access to or a copy of your personal information; Request Correction of your personal information where it is inaccurate, incomplete or outdated. In some cases, we may provide self-service tools that enable you to update your personal information; Request Deletion, Anonymization or Blocking of your personal information when processing is based on your consent or when processing is unnecessary, excessive or noncompliant; Request Restriction of or Object to our processing of your personal information when processing is noncompliant; Withdraw Your Consent to our processing of your personal information. If you refrain from providing personal information or withdraw your consent to processing, some features of our Service may not be available; Request Data Portability and Receive an Electronic Copy of Personal Information that You Have Provided to Us; Be Informed about third parties with which your personal information has been shared; and Request the Review of Decisions Taken Exclusively Based on Automated Processing if such decisions could affect your data subject rights. If you would like to exercise any of these rights, please contact us as set forth in "Contact Us" below. We will process such requests in accordance with applicable laws. 6. INTERNATIONAL DATA TRANSFERS All information processed by us may be transferred, processed, and stored anywhere in the world, including, but not limited to, the United States or other countries, which may have data protection laws that are different from the laws where you live. We always strive to safeguard your information consistent with the requirements of applicable laws. 7. RETENTION OF PERSONAL INFORMATION We store the personal information we collect as described in this Privacy Policy for as long as you use our Services or as necessary: to fulfill the purpose or purposes for which it was collected, to provide our Services, to resolve disputes, to establish legal defenses, to conduct audits, to pursue legitimate business purposes, to enforce our agreements, and to comply with applicable laws. 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS Refer-a-Friend and Similar Incentive Programs . As described above in the How We Use Your Personal Information section ("Share Content with Friends or Colleagues" subsection), we may offer referral programs or other incentivized data collection programs. For example, we may offer incentives to you such as discounts or promotional items or credit in connection with these programs, wherein you provide your personal information in exchange for a reward, or provide personal information regarding your friends or colleagues (such as their email address) and receive rewards when they sign up to use our Services. (The referred party may also receive rewards for signing up via your referral.) These programs are entirely voluntary and allow us to grow our business and provide additional benefits to you. The value of your data to us depends on how you ultimately use our Services, whereas the value of the referred party's data to us depends on whether the referred party ultimately becomes a User or Forem Operator and uses our Services. Said value will be reflected in the incentive offered in connection with each program. Accessibility . This Privacy Policy uses industry-standard technologies and was developed in line with the World Wide Web Consortium's Web Content Accessibility Guidelines, version 2.1* . * If you wish to print this policy, please do so from your web browser or by saving the page as a PDF. California Shine the Light . The California "Shine the Light" law permits users who are California residents to request and obtain from us once a year, free of charge, a list of the third parties to whom we have disclosed their personal information (if any) for their direct marketing purposes in the prior calendar year, as well as the type of personal information disclosed to those parties. Right for Minors to Remove Posted Content . Where required by law, California residents under the age of 18 may request to have their posted content or information removed from the publicly-viewable portions of the Services by contacting us directly as set forth in the "Contact Us" section below or by logging into their account and removing the content or information using our self-service tools. 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS If you are a resident of Nevada, you have the right to opt-out of the sale of certain Personal Information to third parties who intend to license or sell that Personal Information. You can exercise this right by contacting us as set forth in the "Contact Us\" section below with the subject line "Nevada Do Not Sell Request" and providing us with your name and the email address associated with your account. Please note that we do not currently sell your Personal Information as sales are defined in Nevada Revised Statutes Chapter 603A. If you have any questions, please contact us as set forth below. 10. CHILDREN'S INFORMATION The Services are not directed to children under 13 (or other age as required by local law), and we do not knowingly collect personal information from children. If you are a parent or guardian and believe your child has uploaded personal information to our site without your consent, you may contact us as described in the "Contact Us" section below. If we become aware that a child has provided us with personal information in violation of applicable law, we will delete any personal information we have collected, unless we have a legal obligation to keep it, and terminate the child's account if applicable. 11. OTHER PROVISIONS Third-Party Websites or Applications . The Services may contain links to other websites or applications, and other websites or applications may reference or link to our Services. These third-party services are not controlled by us. We encourage our users to read the privacy policies of each website and application with which they interact. We do not endorse, screen or approve, and are not responsible for, the privacy practices or content of such other websites or applications. Providing personal information to third-party websites or applications is at your own risk. Changes to Our Privacy Policy . We may revise this Privacy Policy from time to time in our sole discretion. If there are any material changes to this Privacy Policy, we will notify you as required by applicable law. You understand and agree that you will be deemed to have accepted the updated Privacy Policy if you continue to use our Services after the new Privacy Policy takes effect. 12. CONTACT US If you have any questions about our privacy practices or this Privacy Policy, or to exercise your rights as detailed in this Privacy Policy, please contact us at: support@dev.to . 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Vibe Coding Forem © 2025 - 2026. Where anyone can code, with a bit of creativity and some AI help. Log in Create account | 2026-01-13T08:49:38 |
https://www.suprsend.com/customers/how-a-reporting-service-provider-launched-a-complete-notification-system-in-just-two-weeks | How a Reporting Service Provider Launched a Complete Notification System in Just Two Weeks Platform Workflows Craft notification workflows outside code Templates Powerful WYSIWYG template editors for all channels Analytics Get insights to improve notifications performance in one place Tenants Map your multi-tenant setup to scope notifications per tenant In-app Inbox Drop in a fully customizable, real-time inbox Preferences Allow users to decide which notifications they want to receive and on what channels Observability Get step-by-step detailed logs to debug faster Integrations Connect with the tools & providers you already use Solutions By Usecases Transactional Trigger real-time notifications based on user actions or system events Collaboration Notify users about mentions, comments, or shared activity Multi-tenant Customize templates, preferences & routing for each tenant Batching & Digest Group multiple updates into a single notification Scheduled Alerts Send timely notifications at fixed intervals or specific times Announcements / Newsletters Broadcast product updates or messages to all users Pricing Developers Documentation Quick Start Guides API References SuprSend CLI SDKs System Status Customers Resources Resources Blog Join our Slack Community Change logs Security Featured Blogs A complete guide on Notification Service for Modern Applications Build vs Buy For Notification Service Sign in Get a Demo Get Started How a Reporting Service Provider Launched a Complete Notification System in Just Two Weeks Industry Financial Services Based in Marietta, USA Business type B2B Deployment method Cloud Features used Batching & Digest Ready to start? Book a demo Challenge A reporting service provider wanted a proactive notification system to alert clients about critical trade reporting issues. While their portal displayed status indicators, clients needed to be informed immediately when something went wrong — a requirement that many customers explicitly demanded as part of their platform offering. Building this system in-house would have been a complex, time-consuming project. Solution The company integrated with SuprSend, leveraging its out-of-the-box infrastructure designed for fast implementation. SuprSend’s built-in features like batching, objects, tenancy, multi-channel delivery, and preference management allowed the business to meet their notification system requirements. Outcome By integrating SuprSend, the company went live with a robust notification system in just two weeks. This fast implementation enabled them to close enterprise deals with clients who required reliable notifications as a critical part of their contract. "Our most valuable resource as a company is time. Suprsend let us deploy notifications quickly without dedicating months of development time." Chief Technical Officer Leading Reporting Service Provider In financial services, notifications aren’t just a good-to-have—they are a must-have. For a reporting solution platform specializing in post-trade reporting, timely alerts ensure clients stay informed about delays in sending data to a third-party repository or errors in the data, or compliance risks. Without them, clients risk missing updates that could lead to costly penalties. "Our notifications are not optional; they’re vital to our system. If something goes wrong, our clients need to know immediately." The SuprSend team met with the company’s Co-founder & CTO to understand how they approached building a notification infrastructure capable of managing critical alerts effectively. How a Reporting Solutions Provider Ensured Reliable Notifications Previously, the licensed reporting solution platform simply had status indicators within their portal that the customer can use to check for issues. While this provided visibility, it wasn’t enough—clients needed and expected proactive, real-time alerts when something went wrong. At the same time, the business knew that simply sending more alerts wasn’t the answer. To achieve a balance between real-time alerts and too many alerts, they needed a system with batching, preferences, and other advanced features — right from the start. Building this in-house would have required significant development effort, so the reporting solution platform sought a better solution — one that could deliver a robust notification system without months of engineering work. That’s where SuprSend stepped in. Their product manager set a bold goal: implement a fully functional notification system that handles all complex use cases—within a single sprint. Here’s how they pulled it off and the key features that made it possible. USECASE DESCRIPTION Eligibility check status (Failed / Completed) Notifies users when an eligibility check has either failed or been successfully completed. Ensures they are aware of the status in real-time. Get report of all finished jobs Sent when a user requests a report from the platform. Submission/Identification failure Alerts users when a submission or identification process has failed, ensuring they can take immediate corrective action. Multi-channel notifications to reach customers where they are Since critical alerts are essential and not optional. The financial services platform needed to ensure their customers received timely updates no matter where they were. To maximize visibility and prompt action without delay, they deliver notifications across multiple channels, including Email, Inbox, Slack, and Microsoft Teams. Implementing this multi-channel strategy was seamless with SuprSend. The business could easily add their preferred vendors without additional complexity, ensuring their alerts reached the right people at the right time. Using objects for entity level triggers Most of the company’s notifications were triggered by entity-based events like submission failures or eligibility check failures.To ensure the right people received these alerts, they needed a way to automatically route notifications based on roles within a company. They leveraged SuprSend’s object-level targeting to streamline delivery. When a notification is triggered at the object level, alerts are automatically sent to both: The object’s designated channels (e.g., a Slack channel for a specific team or entity). The individual subscribers linked to that object Using batching to prevent notification overload The reporting solutions provider processes over 30 million trades per day from a single customer, with each trade carrying the potential for failure. If every issue triggered a separate alert, clients would be overwhelmed. SuprSend's batching feature along with the ‘Flush first item immediately’ setting solved for this. The first trigger is immediately sent as a notification, while subsequent triggers are grouped into a batch. However, to ensure that notifications aren’t delayed unnecessarily, timers are set. Thus, the combination of batching and timely delivery ensured the s notifications met their SLA requirements without spamming clients. Smarter data mapping with objects and tenants Suprsend’s Objects & Tenants capabilities helped the trade reporting solution provider simplify recipient management. Clients were mapped as objects. Subscribers (team members) were linked to those objects. This ensured notifications automatically reached the right people without resolving recipients in their code, anytime a trigger came in. The reporting solution platform currently operates at a one-level depth (Clients → Subscribers) but can easily expand this to manage parent companies and subsidiaries. This flexibility means they can scale their notification logic without additional development effort. To manage preferences at the admin level, they also used tenants, empowering client admins to define who receives what notifications and through which channels. Embedded unified inbox & granular preferences—all within the sprint Effective notifications aren't just about sending messages—they’re about sending the right messages to the right people. With a high volume of critical updates, ensuring clients could manage what they receive was essential to avoid alert fatigue. And this was easy to configure within SuprSend. Reporting Service Provider's Inbox The fintech company implemented a three-level preference management system using SuprSend: 1. Platform-Level Categories: They first defined preference categories for all events within its platform, making it easier to offer granular control from the outset. 2. Admin-Level Preferences: Each of their customers has designated admins who manage preferences for their organization. Admins select the relevant categories for their teams, ensuring that they only receive notifications that matter to them. 3. User-Level Preferences: Within the boundaries set by their admin, individual users can further tailor their preferences. Reporting Service Provider's Preference Management System With SuprSend’s readily available Angular components and SDKs, the company embedded both Inbox and Preference Management directly into their platform— all within a single sprint. Additionally, the business had users belonging to multiple tenants. With SuprSend, these users could view notifications from all their tenants in one unified inbox, eliminating the hassle of switching between different accounts to track critical updates. Streamlining logic with flexible workflows The business kept their integration with SuprSend simple. They adopted an event-driven architecture, where all failed trade events were streamed directly to SuprSend. From there, SuprSend managed the entire notification setup — including recipients, channels, preferences, and subscriptions. This approach delivered two key benefits: By keeping notification logic out of their codebase, they could easily make changes without involving engineers or deploying new code. With SuprSend handling the complexity, they accelerated their deployment, saving significant development effort. Based on the event payload, the workflow dynamically overrides the recipient and specifies which object should receive the notification. This flexible setup meant that the business didn’t have to build complex logic in-house. Business Impact Faster integration with minimal effort The company’s architecture is event streaming-based, powered by Kafka with microservices handling stream processing. They introduced a microservice that listens to events across their system and sends API calls to SuprSend. On the frontend, they built Angular components to implement Suprsend’s inbox feature. “Integrating the backend took just one week, and syncing our customer data took another—our entire notification setup was live in a single sprint.” Unlocking new business opportunities SuprSend didn’t just improve operations—it helped them win new business. An enterprise client required robust notification capabilities as part of their deal. By integrating with SuprSend, the company met this requirement and closed the deal. "Suprsend played a key role in helping us win a high-value client. Having this functionality in place was essential." Why They Chose SuprSend Over Building In-House The business weighed the pros and cons of building their own solution. They found that: Channel integrations can get deceptively complex and time-consuming to build. Preferences management was better handled out-of-the-box. SuprSend’s workflow editor simplified logic and provided functionality that they hadn’t anticipated but found invaluable. “Our most valuable resource as a company is time. Suprsend let us deploy notifications quickly without dedicating months of development time." After evaluating competitors like Courier, Novu, and Fyno, Suprsend stood out for its: Cost Efficiency : The pricing model scaled with them rather than incurring high upfront costs. Feature Set : SuprSend’s inbox, preferences management, and API flexibility addressed their notification requirements. SDK Support and Speed : SuprSend's Angular support, fast turnaround reassured the business that SuprSend was the right choice. "We looked at alternatives... but everything we needed was just there at SuprSend." The Unexpected Difference: Outstanding Support One standout aspect of working with Suprsend was the exceptional support. “Having direct communication through Slack and Zoom was incredibly helpful. We didn’t expect that level of support, but it made a significant difference." By choosing Suprsend, the reporting service provider saved months of development time, simplified their notification logic, and ensured their clients stayed informed — all while unlocking new business opportunities. Other success stories This is some text inside of a div block. This is some text inside of a div block. Ready to transform your notifications? Join thousands of product & engineering teams using SuprSend to build & ship better notifications faster. Get Started for Free Book a Demo PLATFORM Workflows Templates Preferences Observability Analytics Preferences In-app Inbox Multi-tenant Integrations CHANNELS Email SMS Mobile Push Web Push Whatsapp In-app Inbox & Toasts Slack MS Teams SOLUTIONS Transactional Collaboration Batching/Digest Scheduled Alerts Multi-tenant Newsletters DEVELOPERS Documentation Changelogs SDKs Github API Status RESOURCES Join our Community Blog Customer Stories Support SMTP Error Codes Email Providers Comparisons SMS Providers Comparisons SMS Providers Alternatives COMPANY Pricing Terms Privacy Security Sub-processors DPA Contact Us SuprSend for Startups © 2025 SuprStack Inc. All rights reserved. SuprSend By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. Preferences Deny Accept Privacy Preference Center When you visit websites, they may store or retrieve data in your browser. This storage is often necessary for the basic functionality of the website. The storage may be used for marketing, analytics, and personalization of the site, such as storing your preferences. Privacy is important to us, so you have the option of disabling certain types of storage that may not be necessary for the basic functioning of the website. Blocking categories may impact your experience on the website. Reject all cookies Allow all cookies Manage Consent Preferences by Category Essential Always Active These items are required to enable basic website functionality. Marketing Essential These items are used to deliver advertising that is more relevant to you and your interests. They may also be used to limit the number of times you see an advertisement and measure the effectiveness of advertising campaigns. Advertising networks usually place them with the website operator’s permission. Personalization Essential These items allow the website to remember choices you make (such as your user name, language, or the region you are in) and provide enhanced, more personal features. For example, a website may provide you with local weather reports or traffic news by storing data about your current location. Analytics Essential These items help the website operator understand how its website performs, how visitors interact with the site, and whether there may be technical issues. This storage type usually doesn’t collect information that identifies a visitor. Confirm my preferences and close | 2026-01-13T08:49:38 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Popcorn Movies and TV Close # offtopic Follow Hide Off-topic discussions Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . 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marketing # filmindustry # agencies # offtopic Comments Add Comment 1 min read Tim Burton's ‘Batman' and ‘Batman Returns' are returning to theaters for one night only on August 25 Movie News Movie News Movie News Follow Aug 5 '25 Tim Burton's ‘Batman' and ‘Batman Returns' are returning to theaters for one night only on August 25 # marketing # distribution # agencies # offtopic Comments Add Comment 1 min read Ari Aster's Dad Told Him Not to Write His Own Movies Again After ‘Beau Is Afraid' Movie News Movie News Movie News Follow Aug 5 '25 Ari Aster's Dad Told Him Not to Write His Own Movies Again After ‘Beau Is Afraid' # marketing # filmindustry # analysis # offtopic Comments Add Comment 1 min read ‘I'm Voting for Stephen': Jimmy Kimmel's Emmys FYC Ad Stands Up for Colbert and ‘The Late Show' Amid CBS Cancellation TV News TV News TV News Follow Aug 5 '25 ‘I'm Voting for Stephen': Jimmy Kimmel's Emmys FYC Ad Stands Up for Colbert and ‘The Late Show' Amid CBS Cancellation # marketing # analysis # distribution # offtopic Comments Add Comment 1 min read Palestinian who helped make Oscar-winning No Other Land killed in West Bank | The Guardian Movie News Movie News Movie News Follow Jul 29 '25 Palestinian who helped make Oscar-winning No Other Land killed in West Bank | The Guardian # offtopic # analysis # agencies # behindthescenes Comments Add Comment 1 min read Ozzy Osbourne, Black Sabbath Frontman and Heavy Metal Legend, Dies at 76 Movie News Movie News Movie News Follow Jul 29 '25 Ozzy Osbourne, Black Sabbath Frontman and Heavy Metal Legend, Dies at 76 # marketing # accessibilitymedia # offtopic # behindthescenes Comments Add Comment 1 min read Francis Ford Coppola Says That 'Megalopolis' Will Get a Weird Recut Movie News Movie News Movie News Follow Jul 29 '25 Francis Ford Coppola Says That 'Megalopolis' Will Get a Weird Recut # marketing # offtopic # filmindustry # cinema Comments Add Comment 1 min read ‘Invincible' Gets Early Season 5 Renewal at Prime Video, Matthew Rhys Joins Season 4 Voice Cast TV News TV News TV News Follow Jul 22 '25 ‘Invincible' Gets Early Season 5 Renewal at Prime Video, Matthew Rhys Joins Season 4 Voice Cast # marketing # filmindustry # distribution # offtopic Comments Add Comment 1 min read Joaquin Phoenix Says ‘I'm So Sorry' for ‘Horrible' and ‘Uncomfortable' Letterman Interview: ‘One of the Worst Nights of My Life' TV News TV News TV News Follow Jul 22 '25 Joaquin Phoenix Says ‘I'm So Sorry' for ‘Horrible' and ‘Uncomfortable' Letterman Interview: ‘One of the Worst Nights of My Life' # marketing # analysis # offtopic # behindthescenes Comments Add Comment 1 min read CBS Canceling Stephen Colbert's ‘Late Show' Is an End of an Era for Television — and a Chilling Sign of What's to Come TV News TV News TV News Follow Jul 22 '25 CBS Canceling Stephen Colbert's ‘Late Show' Is an End of an Era for Television — and a Chilling Sign of What's to Come # marketing # filmindustry # hollywood # offtopic Comments Add Comment 1 min read ‘Harry Potter' HBO Series Starts Filming, Reveals First Look at Dominic McLaughlin as Boy Wizard TV News TV News TV News Follow Jul 21 '25 ‘Harry Potter' HBO Series Starts Filming, Reveals First Look at Dominic McLaughlin as Boy Wizard # marketing # accessibilitymedia # experimental # offtopic Comments Add Comment 1 min read Joaquin Phoenix Says ‘I'm So Sorry' for ‘Horrible' and ‘Uncomfortable' Letterman Interview: ‘One of the Worst Nights of My Life' TV News TV News TV News Follow Jul 21 '25 Joaquin Phoenix Says ‘I'm So Sorry' for ‘Horrible' and ‘Uncomfortable' Letterman Interview: ‘One of the Worst Nights of My Life' # marketing # agencies # filmindustry # offtopic Comments Add Comment 1 min read Indian Film Board Censors 'Superman' for Being Too Sensual Movie News Movie News Movie News Follow Jul 21 '25 Indian Film Board Censors 'Superman' for Being Too Sensual # offtopic # marketing # behindthescenes # distribution Comments Add Comment 1 min read ‘Lilo & Stitch' Becomes Hollywood's First Movie to Hit $1 Billion in 2025 Movie News Movie News Movie News Follow Jul 21 '25 ‘Lilo & Stitch' Becomes Hollywood's First Movie to Hit $1 Billion in 2025 # marketing # filmindustry # distribution # offtopic Comments Add Comment 1 min read Can the Theatrical Comedy Make a Comeback? ‘The Naked Gun' Is the Ultimate Test Movie News Movie News Movie News Follow Jul 21 '25 Can the Theatrical Comedy Make a Comeback? ‘The Naked Gun' Is the Ultimate Test # 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https://dev.to/canonical | canonical - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions canonical Building Nop Platform - open-source low-code framework based on Generalized Reversible Computation theory. Making software development 10x more efficient. Java | Architecture | Theory Joined Joined on Oct 22, 2025 Email address canonical_entropy@163.com github website More info about @canonical Badges Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close GitHub Repositories nop-entropy Nop Platform 2.0 is a next-generation low-code development platform built from scratch based on the principles of reversible computation, adopting a language-oriented programming paradigm. It includes a suite of fully designed engines such as a GraphQL engine, ORM engine, workflow engine, reporting engine, rule engine, and batch processing engine, Java • 650 stars entropy-cloud Post 72 posts published Comment 35 comments written Tag 11 tags followed Q&A on "Why XLang Is an Innovative Programming Language" canonical canonical canonical Follow Jan 12 Q&A on "Why XLang Is an Innovative Programming Language" # nop # programming # architecture # java Comments Add Comment 15 min read Want to connect with canonical? Create an account to connect with canonical. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Why is XLang an innovative programming language? canonical canonical canonical Follow Jan 6 Why is XLang an innovative programming language? # nop # programming # softwaredevelopment # java Comments Add Comment 23 min read Why is SpringBatch a poor design? canonical canonical canonical Follow Jan 5 Why is SpringBatch a poor design? # nop # programming # springboot # springbatch Comments Add Comment 30 min read Nop Platform Architecture White Paper canonical canonical canonical Follow Jan 5 Nop Platform Architecture White Paper # nop # programming # softwareengineering # architecture Comments Add Comment 9 min read Generalized Reversible Computation (GRC): The Naming and Elucidation of a Software Construction Paradigm canonical canonical canonical Follow Dec 30 '25 Generalized Reversible Computation (GRC): The Naming and Elucidation of a Software Construction Paradigm # nop # softwareengineering # architecture # ddd Comments Add Comment 25 min read Feature Comparison : Nop Platform vs. SpringCloud canonical canonical canonical Follow Dec 20 '25 Feature Comparison : Nop Platform vs. SpringCloud # springboot # spring # architecture # programming Comments Add Comment 14 min read XDef: A Unified Meta-Model Definition Language to Replace XSD canonical canonical canonical Follow Dec 19 '25 XDef: A Unified Meta-Model Definition Language to Replace XSD # jsonschema # xmlschema # programming # architecture Comments Add Comment 6 min read How to Add Extended Fields to Entities Without Modifying Tables canonical canonical canonical Follow Dec 19 '25 How to Add Extended Fields to Entities Without Modifying Tables # jpa # hibernate # prisma # architecture Comments Add Comment 5 min read DeepSeek AI’s Understanding of the Delta Customization Concept — Far Beyond Ordinary Programmers canonical canonical canonical Follow Dec 18 '25 DeepSeek AI’s Understanding of the Delta Customization Concept — Far Beyond Ordinary Programmers # deepseek # nop # architecture # programming 1 reaction Comments Add Comment 21 min read Why NopTaskFlow Is a One-of-a-Kind Logic Orchestration Engine canonical canonical canonical Follow Dec 17 '25 Why NopTaskFlow Is a One-of-a-Kind Logic Orchestration Engine # nop # programming # tutorial # architecture Comments Add Comment 6 min read XDef: An Evolution-Oriented Metamodel and Its Construction Philosophy canonical canonical canonical Follow Dec 17 '25 XDef: An Evolution-Oriented Metamodel and Its Construction Philosophy # nop # programming # tutorial # architecture Comments Add Comment 21 min read Why Has GraphQL Struggled to Become Popular? Under-Design or Over-Design? canonical canonical canonical Follow Dec 13 '25 Why Has GraphQL Struggled to Become Popular? Under-Design or Over-Design? # graphql # restapi # webdev # programming Comments Add Comment 6 min read Feature Comparison: Nop Platform vs. APIJSON canonical canonical canonical Follow Dec 12 '25 Feature Comparison: Nop Platform vs. APIJSON # restapi # graphql # architecture # programming Comments Add Comment 21 min read Why the Nop Platform Is a One-of-a-Kind Open Source Software Development Platform canonical canonical canonical Follow Dec 12 '25 Why the Nop Platform Is a One-of-a-Kind Open Source Software Development Platform # programming # architecture # nop # opensource Comments Add Comment 12 min read A Supplementary Analysis of Reversible Computation Theory for Programmers canonical canonical canonical Follow Dec 7 '25 A Supplementary Analysis of Reversible Computation Theory for Programmers # nop # programming # architecture # designpatterns Comments Add Comment 22 min read A Theoretical Analysis of Reversible Computation for Programmers canonical canonical canonical Follow Dec 7 '25 A Theoretical Analysis of Reversible Computation for Programmers # programming # architecture # nop # opensource Comments Add Comment 23 min read Delta-Oriented Programming from the Perspective of Reversible Computation canonical canonical canonical Follow Dec 7 '25 Delta-Oriented Programming from the Perspective of Reversible Computation # programming # architecture # nop # computerscience Comments Add Comment 18 min read Getting Started with Nop: Extending Existing Services canonical canonical canonical Follow Dec 4 '25 Getting Started with Nop: Extending Existing Services # restapi # graphql # architecture # tutorial Comments Add Comment 5 min read Extensible Design of Backend Service Functions from the Perspective of Reversible Computation canonical canonical canonical Follow Dec 3 '25 Extensible Design of Backend Service Functions from the Perspective of Reversible Computation # graphql # java # programming # architecture 2 reactions Comments Add Comment 10 min read What exactly does “reversible” mean in the theory of Reversible Computation? canonical canonical canonical Follow Dec 3 '25 What exactly does “reversible” mean in the theory of Reversible Computation? # programming # architecture # softwareengineering # theory 3 reactions Comments 1 comment 9 min read Implementing Backend Service Functions via NopTaskFlow Logic Orchestration canonical canonical canonical Follow Dec 2 '25 Implementing Backend Service Functions via NopTaskFlow Logic Orchestration # workflowengine # programming # java # architecture Comments Add Comment 4 min read Getting Started with Nop: How to Creatively Extend GraphQL canonical canonical canonical Follow Dec 2 '25 Getting Started with Nop: How to Creatively Extend GraphQL # graphql # java # tutorial # programming Comments Add Comment 4 min read How can business development be independent of frameworks canonical canonical canonical Follow Dec 1 '25 How can business development be independent of frameworks # discuss # architecture # cleancode Comments Add Comment 14 min read The Next-Generation Logic Orchestration Engine NopTaskFlow Built from Scratch canonical canonical canonical Follow Dec 1 '25 The Next-Generation Logic Orchestration Engine NopTaskFlow Built from Scratch # nop # workflowengine # programming # architecture Comments Add Comment 36 min read How to Evaluate the Quality of a Framework Technology? canonical canonical canonical Follow Dec 1 '25 How to Evaluate the Quality of a Framework Technology? # nop # architecture # hibernate # jpa Comments Add Comment 19 min read Getting Started with Nop: Dynamic SQL Management canonical canonical canonical Follow Nov 30 '25 Getting Started with Nop: Dynamic SQL Management # nop # tutorial # programming # java Comments Add Comment 7 min read Getting Started with Nop: How to Implement Complex Queries canonical canonical canonical Follow Nov 30 '25 Getting Started with Nop: How to Implement Complex Queries # nop # tutorial # programming # java Comments Add Comment 7 min read Getting Started with Nop: Minimalistic Data Access Layer Development canonical canonical canonical Follow Nov 29 '25 Getting Started with Nop: Minimalistic Data Access Layer Development # jpa # nop # programming # tutorial Comments Add Comment 5 min read Getting Started with Nop: Minimalist Service Layer Development canonical canonical canonical Follow Nov 29 '25 Getting Started with Nop: Minimalist Service Layer Development # nop # architecture # programming # tutorial Comments Add Comment 5 min read Viewing the Design of the Open-Source Low-Code Platform Skyve Through Reversible Computation canonical canonical canonical Follow Nov 28 '25 Viewing the Design of the Open-Source Low-Code Platform Skyve Through Reversible Computation # lowcode # designpatterns # architecture # java Comments Add Comment 19 min read Decoupling Is Far More Than Dependency Injection canonical canonical canonical Follow Nov 28 '25 Decoupling Is Far More Than Dependency Injection # programming # designpatterns # ioc # architecture Comments Add Comment 6 min read What is data-driven? How does it differ from model-driven, domain-driven, metadata-driven, and DSL-driven? canonical canonical canonical Follow Nov 28 '25 What is data-driven? How does it differ from model-driven, domain-driven, metadata-driven, and DSL-driven? # architecture # ddd # dsl # programming Comments Add Comment 6 min read Why Is NopReport a Truly Unique Reporting Engine? canonical canonical canonical Follow Nov 28 '25 Why Is NopReport a Truly Unique Reporting Engine? # programming # reportingengine # jasperreports # pentaho Comments Add Comment 5 min read NopRule: A Rule Engine That Uses Excel as a Visual Designer canonical canonical canonical Follow Nov 27 '25 NopRule: A Rule Engine That Uses Excel as a Visual Designer # ruleengine # drools # java # programming Comments Add Comment 9 min read General Delta Update Mechanism canonical canonical canonical Follow Nov 26 '25 General Delta Update Mechanism # architecture # programming # nop # mda Comments Add Comment 4 min read How to Implement a Visual Word Template Similar to poi-tl with 800 Lines of Code canonical canonical canonical Follow Nov 26 '25 How to Implement a Visual Word Template Similar to poi-tl with 800 Lines of Code # ooxml # reportingengine # jasperreports # pentaho Comments Add Comment 12 min read Source Code Analysis of the Nonlinear Chinese-Style Reporting Engine NopReport canonical canonical canonical Follow Nov 26 '25 Source Code Analysis of the Nonlinear Chinese-Style Reporting Engine NopReport # reportingengine # nop # jasperreports # pentaho Comments Add Comment 14 min read Open-source Chinese-style reporting engine using Excel as the designer: NopReport canonical canonical canonical Follow Nov 26 '25 Open-source Chinese-style reporting engine using Excel as the designer: NopReport # reportingengine # pentaho # crystalreports # jasperreports Comments Add Comment 10 min read Metaprogramming in Low-Code Platforms canonical canonical canonical Follow Nov 24 '25 Metaprogramming in Low-Code Platforms # metaprogramming # programming # architecture # designpatterns 1 reaction Comments Add Comment 9 min read XDSL: General-Purpose Domain-Specific Language Design canonical canonical canonical Follow Nov 24 '25 XDSL: General-Purpose Domain-Specific Language Design # dsl # springboot # architecture # designpatterns Comments Add Comment 10 min read The Mathematical Kernel of Model-Driven Architecture: The Y = F(X) Delta Invariant Unifying Generation and Evolution canonical canonical canonical Follow Nov 24 '25 The Mathematical Kernel of Model-Driven Architecture: The Y = F(X) Delta Invariant Unifying Generation and Evolution # modeldrivenarchitecture # dsl # designpatterns # architecture 1 reaction Comments Add Comment 6 min read Necessary Conditions GPT Must Satisfy for Producing Complex Code canonical canonical canonical Follow Nov 23 '25 Necessary Conditions GPT Must Satisfy for Producing Complex Code # ai # llm # aigc # lowcode Comments Add Comment 11 min read Methodological Sources of Reversible Computation canonical canonical canonical Follow Nov 23 '25 Methodological Sources of Reversible Computation # programming # designpatterns # softwareengineering # architecture Comments Add Comment 9 min read Declarative Programming Through the Lens of Reversible Computation canonical canonical canonical Follow Nov 21 '25 Declarative Programming Through the Lens of Reversible Computation # antlr4 # programming # computerscience # software Comments Add Comment 10 min read What is Declarative Programming canonical canonical canonical Follow Nov 21 '25 What is Declarative Programming # functionalreactiveprogramming # programming # designpatterns # architecture Comments Add Comment 5 min read Understanding React's Essence Through React Hooks canonical canonical canonical Follow Nov 21 '25 Understanding React's Essence Through React Hooks # react # jquery # vue Comments Add Comment 6 min read Why the Nop Platform Sticks with XML Instead of JSON or YAML canonical canonical canonical Follow Nov 20 '25 Why the Nop Platform Sticks with XML Instead of JSON or YAML # designpatterns # programming # opensource # xml Comments Add Comment 5 min read Equivalence of XML, JSON, and Function ASTs canonical canonical canonical Follow Nov 20 '25 Equivalence of XML, JSON, and Function ASTs # dsl # architecture # programming # designpatterns Comments Add Comment 9 min read Flexible DSL Embedding Using Prefix-Guided Syntax canonical canonical canonical Follow Nov 20 '25 Flexible DSL Embedding Using Prefix-Guided Syntax # dsl # programming # architecture # designpatterns Comments 4 comments 6 min read API Seamless Upgrade Solution: Architectural Evolution from Push Mode to Pull Mode canonical canonical canonical Follow Nov 19 '25 API Seamless Upgrade Solution: Architectural Evolution from Push Mode to Pull Mode # graphql # restapi # rest # springboot Comments Add Comment 5 min read A Clarification of the Delta Concept for Programmers, Using Git and Docker as Examples canonical canonical canonical Follow Nov 18 '25 A Clarification of the Delta Concept for Programmers, Using Git and Docker as Examples # nop # reversiblecomputation # ddd # dsl Comments Add Comment 27 min read How to Implement Customized Development Without Modifying the Base Product Source Code canonical canonical canonical Follow Nov 17 '25 How to Implement Customized Development Without Modifying the Base Product Source Code # customization # programming # ddd # softwaredevelopment 2 reactions Comments 3 comments 16 min read DSL Design Essentials from the Perspective of Reversible Computation canonical canonical canonical Follow Nov 17 '25 DSL Design Essentials from the Perspective of Reversible Computation # dsl # lowcode # nop # reversiblecomputation Comments Add Comment 7 min read Designing Low-Code Platforms Through the Lens of Tensor Products canonical canonical canonical Follow Nov 17 '25 Designing Low-Code Platforms Through the Lens of Tensor Products # lowcode # reversiblecomputation # softwareengineering # dsl 1 reaction Comments Add Comment 16 min read Kustomize from the Perspective of Reversible Computation canonical canonical canonical Follow Nov 17 '25 Kustomize from the Perspective of Reversible Computation # k8s # kubernetes # deltaorientedprogramming # reversiblecomputation Comments 1 comment 5 min read Data Driven Generic Code Generator canonical canonical canonical Follow Nov 17 '25 Data Driven Generic Code Generator # codegenerator # metaprogramming # programming # dsl Comments Add Comment 9 min read Beyond MyBatis: How NopOrm Reinvents SQL Management in 500 Lines of Code canonical canonical canonical Follow Nov 15 '25 Beyond MyBatis: How NopOrm Reinvents SQL Management in 500 Lines of Code # jpa # mybatis # persistence # programming Comments Add Comment 11 min read Revisiting Baidu AMIS and Declarative Programming canonical canonical canonical Follow Nov 14 '25 Revisiting Baidu AMIS and Declarative Programming # react # frontend # declarative # lowcode Comments Add Comment 6 min read Form layout language in a low-code platform: NopLayout canonical canonical canonical Follow Nov 14 '25 Form layout language in a low-code platform: NopLayout # webdev # lowcode # dsl # programming Comments Add Comment 7 min read The Time-Freezing Magic Behind Paxos canonical canonical canonical Follow Nov 13 '25 The Time-Freezing Magic Behind Paxos # distributedsystems # cluster # beginners # science Comments Add Comment 12 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/page/storyblok-challenge-2025-06-11-contest-rules | Storyblok Headless CMS Challenge Contest Rules - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Storyblok Headless CMS Challenge Contest Rules Contest Announcement Storyblok Headless CMS Challenge Sponsored by Dev Community Inc.(" Sponsor ") NO ENTRY FEE. NO PURCHASE NECESSARY TO ENTER OR WIN. VOID WHERE PROHIBITED. We urge you to carefully read the terms and conditions of this Contest Landing Page located here and the DEV Community Inc. General Contest Official Rules located here ("Official Rules"), incorporated herein by reference. The following contest specific details on this Contest Announcement Page, together with the Official Rules , govern your participation in the named contest defined below (the "Contest"). Sponsor does not claim ownership rights in your Entry. The Official Rules describe the rights you give to Sponsor by submitting an Entry to participate in the named Contest. In the event of a conflict between the terms of this Contest Announcement Page and the Official Rules, the Official Rules will govern and control. Contest Name : Storyblok Headless CMS Challenge Entry Period : The Contest begins on June 11, 2025 at 9:00 AM PDT and ends on June 22, 2025 June 29, 2025 at 11:59 PM PDT (the " Entry Period ") How to Enter : All entries must be submitted no later than the end of the Entry Period. You may enter the Contest during the Entry Period as follows: Visit the Contest webpage part of the DEV Community Site located here (the " Contest Page "); and Follow any instructions on the Contest Page and submit your completed entry (each an " Entry "). There is no limit on the number of Entries you may submit during the Entry Period. Required Elements for Entries : Without limiting any terms of the Official Rules, each Entry must include, at a minimum, the following elements: A published submission post on DEV that provides an overview of the app using the submission template provided on the Contest Page. Judging Criteria : All qualified entries will be judged by a panel as selected by Sponsor as set forth in the Official Rules. Judges will award one winner to each prompt based on the following criteria: -Use of Storyblok -Creativity -Complexity -Ease of Use -Accessibility In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. Prize(s) : The prizes to be awarded from the Contest are as follows: Both Winners will receive: $1,500 USD Gift Card or Equivalent Exclusive DEV Badge DEV++ Membership Participant Winner (who submits a valid and qualified entry) will receive: A completion badge on their DEV profile 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. 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https://dev.to/devteam/spotlight-your-projects-and-contributions-as-you-go-2025-hacktoberfest-writing-challenge-is-now-1412 | 🎃 Spotlight your projects and contributions as you go: 2025 Hacktoberfest Writing Challenge is now live! - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Jess Lee for The DEV Team Posted on Oct 1, 2025 • Edited on Oct 6, 2025 🎃 Spotlight your projects and contributions as you go: 2025 Hacktoberfest Writing Challenge is now live! # devchallenge # hacktoberfest # opensource It's that time of the year again!! For anyone new, Hacktoberfest is a month-long celebration of open source that brings together contributors and maintainers from around the world, with the goal of getting as many people as possible involved with open source. Whether you're making your first pull request or maintaining projects that power the internet, this challenge is for you! Our Prompts Unlike last year's challenge which focused solely on end-of-month reflections, this year's writing challenge is designed to happen in parallel with your Hacktoberfest participation if desired. We want to help drive visibility for maintainer projects and encourage contributors to write about their contributions while the experience is still fresh. And don't worry, we still have a prompt for reflections for anyone who would prefer to to code now and write later . Maintainer Spotlight - Share Your Project For maintainers : Showcase the open source project you maintain and invite contributors to get involved! Tell us about your project, what makes it special, why you're passionate about maintaining it, and how others can contribute. Submit Maintainer Spotlight This is your chance to attract new contributors, celebrate your community, and share what you've learned as a maintainer. Prompt 2: Contribution Chronicles - Share Your Impact For contributors : Highlight the contributions you're making during Hacktoberfest and what you learned along the way! Whether you're documenting a single meaningful contribution or reflecting on multiple PRs across different projects, we want to hear about it. Submit Contribution Chronicles Share the issues you tackled, the projects you discovered, the challenges you overcame, and what you gained from participating. You can write one post per contribution or combine them all into a single reflection. Prompt 3: Open Source Reflections For everyone : Reflect on your Hacktoberfest experience and what open source means to you. Share your thoughts on participating in Hacktoberfest 2025. What did you learn? How did it change your perspective on open source? What advice would you give to someone considering participating next year? Submit Open Source Reflections This prompt welcomes all voices: maintainers, contributors, first-timers, and veterans alike. Already been publishing with the #hacktoberfest tag? Great news! We'll consider all posts published during the challenge period (October 1 - November 2) with the #hacktoberfest tag as a submission. Important Note: Please review our judging criteria, rules, guidelines, and FAQ page before submitting so you understand our participation guidelines and official contest rules such as eligibility requirements. Judging Criteria and Prizes All prompts will be judged on the following: Style and Presentation Clarity Originality The winner of each prompt will receive: DEV++ Membership Exclusive DEV Badge Each prompt will have at least one winner (possibly more depending on how many people complete the challenge) and all participants who publish a valid submission will receive a completion badge. Important Dates October 1: Hacktoberfest begins! Start contributing and writing! November 2: Submissions due at 11:59 PM PST November 20: Winners announced Questions? Drop your questions in the comments below. We're here to help you craft your best submission! Good luck and happy writing! 🎃✍️ Top comments (12) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand fmerian fmerian fmerian Follow marketingto.dev && v0.dev Pronouns he/him Joined Mar 4, 2022 • Oct 2 '25 Dropdown menu Copy link Hide my humble contribution: Supporting open-source projects on Product Hunt fmerian ・ Oct 1 #showdev #opensource #hacktoberfest #devchallenge if you're planning a product launch, hmu. oss ftw! Like comment: Like comment: 6 likes Like Comment button Reply Collapse Expand Louis Girifalco Louis Girifalco Louis Girifalco Follow https://www.Quote.Vote/ Email louis@quote.vote Location Los Angeles, CA Joined Aug 6, 2025 • Oct 3 '25 Dropdown menu Copy link Hide This is awesome! Going to work on our submission this weekend. Thank you for providing the platform and visibility! Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Anthony Max Anthony Max Anthony Max Follow 🐜 Fetch API enjoyer | collab: aanthonymaxgithub@gmail.com Education Unfinished bachelor's degree Pronouns Anthony or Tony Work HMPL.js Joined Sep 20, 2024 • Oct 2 '25 Dropdown menu Copy link Hide We'll give it a try! I've never participated in challenges before, but I wrote it as best I could! Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand maitri-vv maitri-vv maitri-vv Follow Student @ TCET Email maitrivaghasiya99@gmail.com Location Mumbai, Maharashtra Education Thakur College of Engineering and Technology Work Student Joined Oct 18, 2022 • Oct 31 '25 • Edited on Oct 31 • Edited Dropdown menu Copy link Hide Hello everyone, wrote about being a maintainer for my project 3D-Blockstack here, do checkout: Bringing 3D-Blockstack to life Bringing 3d-blockstack to Life maitri-vv ・ Oct 31 #devchallenge #hacktoberfest #opensource Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Laureline Paris Laureline Paris Laureline Paris Follow Location France Joined May 26, 2018 • Oct 18 '25 • Edited on Oct 18 • Edited Dropdown menu Copy link Hide Ohhh, I just discovered this Dev.to writing challenge 🙌 Thanks for the great prompts and all the organisation behind it! I'll definitely give it a shot ! Let’s give it a try and challenge ourselves by sharing more of our experiences! 🤞🚀 Good luck everyone ! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Ben Halpern The DEV Team Ben Halpern The DEV Team Ben Halpern Follow A Canadian software developer who thinks he’s funny. Email ben@forem.com Location NY Education Mount Allison University Pronouns He/him Work Co-founder at Forem Joined Dec 27, 2015 • Oct 2 '25 Dropdown menu Copy link Hide Good luck everyone! Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Gohar Gohar Gohar Follow Joined May 26, 2025 • Oct 5 '25 Dropdown menu Copy link Hide Start early; pick projects you use and read their issues/labels (“good first issue”). Join the project chat/Discord; ask concise questions; ship one tiny fix fast. Focus on docs, tests, and tooling—impactful and welcomed. Be respectful in reviews, iterate quickly, and celebrate small wins. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Rod Falanga (NM DOH) Rod Falanga (NM DOH) Rod Falanga (NM DOH) Follow I've been developing software for many years. Location Albuquerque, NM Education Arizona State University Work I'm a senior software engineer and GitHub Administrator at NM Department of Health Joined Jul 7, 2025 • Oct 14 '25 Dropdown menu Copy link Hide What's the Discord chat? Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand NKWO PETER AKACHUKWU NKWO PETER AKACHUKWU NKWO PETER AKACHUKWU Follow Married with Kids Joined Jun 1, 2025 • Oct 19 '25 Dropdown menu Copy link Hide We trust Ourselves, good luck... Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Jun Jun Jun Follow 👨💻 Security‑focused technician that's diving deep into data logs. Location APAC Joined Oct 23, 2025 • Oct 24 '25 Dropdown menu Copy link Hide Hi! New user of dev.to, but I'm interested in participating. Are we writing about our journey with a project or was there a mission we needed to complete? I saw previous posts mention Hacktoberfest, but wasn't sure if they were referring to a yearly write or a Hacktoberfest mission post. Hopefully I can still participate with a bit more understanding. Sorry for the noob question. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Ana Maria | @ana.tech.dev Ana Maria | @ana.tech.dev Ana Maria | @ana.tech.dev Follow Criadora de conteúdo sobre tecnologia e IA no Instagram: @ana.tech.dev | Embaixadora PrograMaria e Alura Star Email developer@anamaria.dev.br Education Pós Tech IA para Devs - FIAP Pronouns ela/dela Joined Feb 1, 2021 • Oct 6 '25 Dropdown menu Copy link Hide Meu artigo de contribuição na Hacktoberfest 2025 Minha jornada de contribuição na Hacktoberfest Ana Maria | Tecnologia ・ Oct 2 #devchallenge #hacktoberfest #opensource Like comment: Like comment: 1 like Like Comment button Reply View full discussion (12 comments) Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . 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https://www.wired.com/story/openai-announces-4-1-ai-model-coding/#:~:text=GPT,this%20latest%20version%2C%20OpenAI%20says | OpenAI’s New GPT 4.1 Models Excel at Coding | WIRED Skip to main content Menu SECURITY POLITICS THE BIG STORY BUSINESS SCIENCE CULTURE REVIEWS Menu Account Account Newsletters Security Politics The Big Story Business Science Culture Reviews Chevron More Expand The Big Interview Magazine Events WIRED Insider WIRED Consulting Newsletters Podcasts Video Merch Search Search Sign In Sign In Will Knight Business Apr 14, 2025 1:40 PM OpenAI’s New GPT 4.1 Models Excel at Coding GPT 4.1, GPT 4.1 Mini, and GPT 4.1 Nano are all available now—and will help OpenAI compete with Google and Anthropic. PHOTO COLLAGE: J.D. REEVES; GETTY IMAGES Save Story Save this story Save Story Save this story OpenAI announced today that it is releasing a new family of artificial intelligence models optimized to excel at coding, as it ramps up efforts to fend off increasingly stiff competition from companies like Google and Anthropic. The models are available to developers through OpenAI’s application programming interface (API). OpenAI is releasing three sizes of models: GPT 4.1, GPT 4.1 Mini, and GPT 4.1 Nano. Kevin Weil, chief product officer at OpenAI, said on a livestream that the new models are better than OpenAI’s most widely used model, GPT-4o, and better than its largest and most powerful model, GPT-4.5, in some ways. GPT-4.1 scored 55 percent on SWE-Bench, a widely used benchmark for gauging the prowess of coding models. The score is several percentage points above that of other OpenAI models. The new models are “great at coding, they’re great at complex instruction following, they’re fantastic for building agents,” Weil said. The capacity for AI models to write and edit code has improved significantly in recent months, enabling more automated ways of prototyping software and improving the abilities of so-called AI agents . Rivals like Anthropic and Google have both introduced models that are especially good at writing code. The arrival of GPT-4.1 has been widely rumored for weeks. OpenAI apparently tested the model on some popular leaderboards under the pseudonym Alpha Quasar, sources say. Some users of the “stealth” model reported impressive coding abilities. “Quasar fixed all the open issues I had with other code genarated [sic] via llms’s which was incomplete,” one person wrote on Reddit. All of the new models can analyze eight times more code at once, which improves their ability to make improvements and fix bugs. The new models are also better at following instructions given by users, reducing the need to repeat commands in different ways to get the desired result. OpenAI showed demos of GPT-4.1 building different apps including a flashcard app for language learning. “Developers care a lot about coding, and we've been improving our model's ability to write functional code,” Michelle Pokrass, who works on post-training at OpenAI, said during the Monday livestream. “We've been working on making it follow different formats and better explore repos, run unit tests, and write code that compiles.” GPT-4.1 is 40 percent faster than GPT.4o, OpenAI’s most widely used model for developers. The cost of users inputting queries has been reduced by 80 percent in this latest version, OpenAI says. On today’s livestream, Varun Mohan, CEO of Windsurf, a popular tool for AI coding, said that the company had been testing GPT-4.1 and found that the new model was “60 percent” better than GPT-4o according to its own benchmarks. “We found that GPT-4.1 has substantially fewer cases of degenerate behavior,” Mohan said, noting that the new model spends less time reading and editing irrelevant files by mistake. Over the past couple of years, OpenAI has parlayed feverish interest in ChatGPT , a remarkable chatbot first unveiled in late 2022 , into a growing business selling access to more advanced chatbots and AI models. In a TED interview last week, Altman said that OpenAI had 500 million weekly active users, and that usage was “growing very rapidly.” OpenAI now offers a smorgasbord of different models with different capabilities and different pricing. The company’s largest and most powerful model, called GPT-4.5, was launched in February, though OpenAI called the launch a “research preview” because the product is still experimental. The company also offers models called o1 and o3 that are capable of performing a simulated kind of reasoning , breaking a problem down into parts in order to solve it. These models also take longer to respond to queries and are more expensive for users. ChatGPT’s success has inspired an army of imitators, and rival AI players have ramped up their investments in research in an effort to catch up to OpenAI in recent years. A report on the state of AI published by Stanford University this month found that models from Google and DeepSeek now have similar capabilities to models from OpenAI. It also showed a gaggle of other firms including Anthropic, Meta, and the French firm Mistral in close pursuit. Oren Etzioni, a professor emeritus at the University of Washington who previously led the Allen Institute for AI (AI2), says it is unlikely that any single model or company will be dominant in the future. “We will see even more models over time as cost drops, open source increases, and specialized models win out in different arenas including biology, chip design, and more,” he says. Etzioni adds that he would like to see companies focus on reducing the cost and environmental impact of training powerful models in the years ahead. OpenAI faces pressure to show that it can build a sustained and profitable business by selling access to its AI models to other companies. The company’s chief operating officer, Brad Lightcap, told CNBC in February that the company had more than 400 million weekly active users, a 30 percent increase from December 2024. But the company is still losing billions as it invests heavily in research and infrastructure. In January, OpenAI announced that it would create a new company called Stargate in collaboration with SoftBank, Oracle, and MGX. The group collectively promised to invest $500 billion in new AI data center infrastructure. In recent weeks, OpenAI has teased a flurry of new models and features. Last week, Altman announced that ChatGPT would receive a memory upgrade allowing the chatbot to better remember and refer back to previous conversations. In late March, Altman announced that OpenAI plans to release an open-weight model , which developers will be able to download and modify for free, in the summer. The company said it would begin testing the model in the coming weeks. Open-weight models are already popular with researchers, developers, and startups because they can be tailored for different uses and are often cheaper to use. This is a developing story. Please check back for updates . You Might Also Like In your inbox: The week’s biggest tech news in perspective The dominance of the dollar is coming to an end Big Story: Understanding Trump’s retro coup in Venezuela Billion-dollar data centers are taking over the world What say you? Parkinson’s might be in the water Will Knight is a senior writer for WIRED, covering artificial intelligence. He writes the AI Lab newsletter , a weekly dispatch from beyond the cutting edge of AI— sign up here . He was previously a senior editor at MIT Technology Review, where he wrote about fundamental advances in AI and China’s AI ... Read More Senior Writer X Topics artificial intelligence OpenAI Sam Altman chatbots ChatGPT Google Anthropic DeepSeek Read More Nvidia Becomes a Major Model Maker With Nemotron 3 The world’s top chipmaker wants open source AI to succeed—perhaps because closed models increasingly run on its rivals’ silicon. OpenAI’s Chief Communications Officer Is Leaving the Company Hannah Wong told staff she is moving on to her “next chapter.” The company will be running an executive search to find a replacement, according to a memo. AI Devices Are Coming. Will Your Favorite Apps Be Along for the Ride? Tech companies are calling AI the next platform. But some developers are reluctant to let AI agents stand between them and their users. Google’s and OpenAI’s Chatbots Can Strip Women in Photos Down to Bikinis Users of AI image generators are offering each other instructions on how to use the tech to alter pictures of women into realistic, revealing deepfakes. So Long, GPT-5. Hello, Qwen In the AI boom, chatbots and GPTs come and go quickly. (Remember Llama?) GPT-5 had a big year, but 2026 will be all about Qwen. Jensen Huang Says Nvidia’s New Vera Rubin Chips Are in ‘Full Production’ The chip giant says Vera Rubin will sharply cut the cost of training and running AI models, strengthening the appeal of its integrated computing platform. OpenAI Rolls Back ChatGPT’s Model Router System for Most Users As OpenAI scrambles to improve ChatGPT, it's ditching a feature in its free tier that contributed to last summer's user revolt. 6 Scary Predictions for AI in 2026 Could the AI industry be on the verge of its first major layoffs? Will China spread propaganda to slow the US data-center building boom? Where are AI agents headed? Google Gemini Is Taking Control of Humanoid Robots on Auto Factory Floors Google DeepMind and Boston Dynamics are teaming up to integrate Gemini into a humanoid robot called Atlas. People Are Paying to Get Their Chatbots High on ‘Drugs’ An online marketplace is selling code modules that simulate the effects of cannabis, ketamine, cocaine, ayahuasca, and alcohol when they are uploaded to ChatGPT. Why Are Grok and X Still Available in App Stores? Elon Musk’s chatbot has been used to generate thousands of sexualized images of adults and apparent minors. Apple and Google have removed other “nudify” apps—but continue to host X and Grok. Google Is Adding an ‘AI Inbox’ to Gmail That Summarizes Emails New Gmail features, powered by the Gemini model, are part of Google’s continued push for users to incorporate AI into their daily life and conversations. WIRED is obsessed with what comes next. Through rigorous investigations and game-changing reporting, we tell stories that don’t just reflect the moment—they help create it. 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| 2026-01-13T08:49:38 |
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We’re announcing a substantial addition to our model catalog , providing access to leading proprietary AI models such as Claude Opus 4.5, Nova 2, and open-weight models such as Kimi K2 thinking, MiniMax M2, and Qwen3. These resources are fully managed, secure, and accessible via a single CLI command. We have also refreshed aistudio.heroku.com, please navigate to aistudio.heroku.com from your Managed Inference and Agents add-on to access the models you have provisioned. Whether you are building complex reasoning agents or high-performance consumer … Heroku AppLink: Now Using JWT-Based Authorization for Salesforce News Last Updated: December 11, 2025 Vivek Viswanathan Modern Continuous Integration/Continuous Deployment (CI/CD) pipelines demand machine-to-machine authorization, but traditional web-based flow requires manual steps and often rely on static credentials; a major security risk. 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https://dev.to/deved/build-apps-with-google-ai-studio#main-content | Build Apps with Google AI Studio - DEV Education Track - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close DEV Education Tracks > Build Apps with Google AI Studio Build Apps with Google AI Studio Follow Tag View Discussions Learn to turn text prompts into fully functional web applications using Google AI Studio Track Overview The moment is here! We recently announced DEV Education Tracks , our new initiative to bring you structured learning paths directly from industry experts. Today, we're thrilled to launch our very first track in partnership with the team at Google AI . This track will guide you through Google AI Studio's new "Build apps with Gemini" feature, where you can turn a simple text prompt into a fully functional, deployed web application in minutes. A New Way to Learn This inaugural track perfectly exemplifies our goal for DEV Education Tracks: to close the gap between discovering a new technology and building with it confidently. By partnering directly with the Google AI team, we're able to bring you an authoritative, hands-on guide to one of the most exciting new tools in AI development. How to Complete This Track This DEV Education Track is a three-part experience: 1) an expert tutorial followed by 2) a hands-on build and 3) a writing assignment . Work through all three parts and you'll earn the exclusive Google AI Studio Builder badge ! Track Details Skill Level Beginner Earn This Badge Build Apps with Google AI Studio Badge Complete the track to earn this badge Learn More Get additional details and ask questions about the Build Apps with Google AI Studio learning track. View Announcement Learning Partner: Google AI Google AI is at the forefront of artificial intelligence research and development, creating tools and technologies that democratize AI for developers worldwide. Through Google AI Studio, they're making it easier than ever to build intelligent applications. Explore Google AI Studio Learning Curriculum Follow this structured learning path to master the skills 1 📖 Part 1: Follow the Expert Tutorial Start with the comprehensive guide created by the Google AI team to learn how to use Google AI Studio from idea to deployment. Learning Objectives Understand Google AI Studio's app building capabilities Learn how to craft effective prompts for app generation Navigate the deployment process Explore the generated code and understand the structure Getting Started Begin by reading through the expert tutorial created by the Google AI team. This comprehensive guide will walk you through every step of the process, from initial setup to final deployment. Read the Tutorial Module Details Duration 30-45 minutes Difficulty Beginner Prerequisites None - just curiosity about AI development 2 🤖 Part 2: Build Your Own App Put your new skills to the test by building an app that incorporates image generation with the Imagen API. Learning Objectives Apply learned concepts to create your own application Experiment with different prompt strategies Integrate image generation capabilities Deploy a working web application Getting Started After working through the tutorial, your assignment is to use the build feature in Google AI Studio to build an app that incorporates image generation with the Imagen API. We encourage you to come up with your own apps, but here are some ideas if you need inspiration: App Ideas for Inspiration: RPG character portrait generator Fridge-photo based recipe generator On-demand coloring book generator Logo generator for business ideas Share Your Project Module Details Duration 1-3 hours Difficulty Beginner to Intermediate 3 ✏️ Part 3: Earn Community Recognition Share your creation with the DEV community and earn your exclusive Google AI Studio Builder badge. Learning Objectives Document your development process Share learnings with the community Reflect on the experience and key takeaways Contribute to the collective knowledge base Getting Started Use our official submission template to share your assignment and earn your badge! Your submission should include: The prompt you used to generate the app A link to your deployed application Screenshots or demo of your app in action Brief description of your experience and what you learned Our team reviews submissions on a rolling basis with badges awarded every few days. There's no deadline! Share Your Project Module Details Duration 30 minutes Difficulty Beginner Frequently Asked Questions Get answers to common questions about the Build Apps with Google AI Studio track Quick Navigation Frequently Asked Questions Do I need coding experience? What kind of apps can I build? How long does it take to complete the track? Is the track really free? What if I get stuck? Can I modify the generated app? Frequently Asked Questions Do I need coding experience? No! Google AI Studio is designed to be accessible to everyone, regardless of coding background. The AI generates the code for you based on your prompts. What kind of apps can I build? You can build a wide variety of web applications, especially those that benefit from AI capabilities like image generation, text processing, and data analysis. How long does it take to complete the track? Most learners complete the track in 2-4 hours, but you can work at your own pace. There's no deadline! Is the track really free? Yes! The track is completely free. You'll only need a Google account to access Google AI Studio. What if I get stuck? Join our community discussions using the #learngoogleaistudio tag, where you can ask questions and get help from other learners and the Google AI team. Can I modify the generated app? Absolutely! The generated code is yours to customize and extend. Many learners start with the AI-generated base and then add their own features. Dismiss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://golf.forem.com/t/quotes | Quotes - Golf Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Golf Forem Close # quotes Follow Hide Iconic lines and quotes Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Golf.com: Ross Butler cures Erin Lim Rhodes Chipping Yips | Can I Get A Tip YouTube Golf YouTube Golf YouTube Golf Follow Oct 31 '25 Golf.com: Ross Butler cures Erin Lim Rhodes Chipping Yips | Can I Get A Tip # golf # lessons # quotes Comments Add Comment 1 min read No Laying Up Podcast: Weekly Recap + Se Ri Pak Deep Dive | NLU Pod, Ep 1083 YouTube Golf YouTube Golf YouTube Golf Follow Oct 20 '25 No Laying Up Podcast: Weekly Recap + Se Ri Pak Deep Dive | NLU Pod, Ep 1083 # golf # quotes Comments Add Comment 1 min read loading... trending guides/resources Golf.com: Ross Butler cures Erin Lim Rhodes Chipping Yips | Can I Get A Tip 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Golf Forem — A community of golfers and golfing enthusiasts Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Golf Forem © 2016 - 2026. Where hackers, sticks, weekend warriors, pros, architects and wannabes come together Log in Create account | 2026-01-13T08:49:38 |
https://dev.to/deved/build-apps-with-google-ai-studio#Is-the-track-really-free | Build Apps with Google AI Studio - DEV Education Track - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close DEV Education Tracks > Build Apps with Google AI Studio Build Apps with Google AI Studio Follow Tag View Discussions Learn to turn text prompts into fully functional web applications using Google AI Studio Track Overview The moment is here! We recently announced DEV Education Tracks , our new initiative to bring you structured learning paths directly from industry experts. Today, we're thrilled to launch our very first track in partnership with the team at Google AI . This track will guide you through Google AI Studio's new "Build apps with Gemini" feature, where you can turn a simple text prompt into a fully functional, deployed web application in minutes. A New Way to Learn This inaugural track perfectly exemplifies our goal for DEV Education Tracks: to close the gap between discovering a new technology and building with it confidently. By partnering directly with the Google AI team, we're able to bring you an authoritative, hands-on guide to one of the most exciting new tools in AI development. How to Complete This Track This DEV Education Track is a three-part experience: 1) an expert tutorial followed by 2) a hands-on build and 3) a writing assignment . Work through all three parts and you'll earn the exclusive Google AI Studio Builder badge ! Track Details Skill Level Beginner Earn This Badge Build Apps with Google AI Studio Badge Complete the track to earn this badge Learn More Get additional details and ask questions about the Build Apps with Google AI Studio learning track. View Announcement Learning Partner: Google AI Google AI is at the forefront of artificial intelligence research and development, creating tools and technologies that democratize AI for developers worldwide. Through Google AI Studio, they're making it easier than ever to build intelligent applications. Explore Google AI Studio Learning Curriculum Follow this structured learning path to master the skills 1 📖 Part 1: Follow the Expert Tutorial Start with the comprehensive guide created by the Google AI team to learn how to use Google AI Studio from idea to deployment. Learning Objectives Understand Google AI Studio's app building capabilities Learn how to craft effective prompts for app generation Navigate the deployment process Explore the generated code and understand the structure Getting Started Begin by reading through the expert tutorial created by the Google AI team. This comprehensive guide will walk you through every step of the process, from initial setup to final deployment. Read the Tutorial Module Details Duration 30-45 minutes Difficulty Beginner Prerequisites None - just curiosity about AI development 2 🤖 Part 2: Build Your Own App Put your new skills to the test by building an app that incorporates image generation with the Imagen API. Learning Objectives Apply learned concepts to create your own application Experiment with different prompt strategies Integrate image generation capabilities Deploy a working web application Getting Started After working through the tutorial, your assignment is to use the build feature in Google AI Studio to build an app that incorporates image generation with the Imagen API. We encourage you to come up with your own apps, but here are some ideas if you need inspiration: App Ideas for Inspiration: RPG character portrait generator Fridge-photo based recipe generator On-demand coloring book generator Logo generator for business ideas Share Your Project Module Details Duration 1-3 hours Difficulty Beginner to Intermediate 3 ✏️ Part 3: Earn Community Recognition Share your creation with the DEV community and earn your exclusive Google AI Studio Builder badge. Learning Objectives Document your development process Share learnings with the community Reflect on the experience and key takeaways Contribute to the collective knowledge base Getting Started Use our official submission template to share your assignment and earn your badge! Your submission should include: The prompt you used to generate the app A link to your deployed application Screenshots or demo of your app in action Brief description of your experience and what you learned Our team reviews submissions on a rolling basis with badges awarded every few days. There's no deadline! Share Your Project Module Details Duration 30 minutes Difficulty Beginner Frequently Asked Questions Get answers to common questions about the Build Apps with Google AI Studio track Quick Navigation Frequently Asked Questions Do I need coding experience? What kind of apps can I build? How long does it take to complete the track? Is the track really free? What if I get stuck? Can I modify the generated app? Frequently Asked Questions Do I need coding experience? No! Google AI Studio is designed to be accessible to everyone, regardless of coding background. The AI generates the code for you based on your prompts. What kind of apps can I build? You can build a wide variety of web applications, especially those that benefit from AI capabilities like image generation, text processing, and data analysis. How long does it take to complete the track? Most learners complete the track in 2-4 hours, but you can work at your own pace. There's no deadline! Is the track really free? Yes! The track is completely free. You'll only need a Google account to access Google AI Studio. What if I get stuck? Join our community discussions using the #learngoogleaistudio tag, where you can ask questions and get help from other learners and the Google AI team. Can I modify the generated app? Absolutely! The generated code is yours to customize and extend. Many learners start with the AI-generated base and then add their own features. Dismiss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://dev.to/deved/build-apps-with-google-ai-studio#Do-I-need-coding-experience | Build Apps with Google AI Studio - DEV Education Track - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close DEV Education Tracks > Build Apps with Google AI Studio Build Apps with Google AI Studio Follow Tag View Discussions Learn to turn text prompts into fully functional web applications using Google AI Studio Track Overview The moment is here! We recently announced DEV Education Tracks , our new initiative to bring you structured learning paths directly from industry experts. Today, we're thrilled to launch our very first track in partnership with the team at Google AI . This track will guide you through Google AI Studio's new "Build apps with Gemini" feature, where you can turn a simple text prompt into a fully functional, deployed web application in minutes. A New Way to Learn This inaugural track perfectly exemplifies our goal for DEV Education Tracks: to close the gap between discovering a new technology and building with it confidently. By partnering directly with the Google AI team, we're able to bring you an authoritative, hands-on guide to one of the most exciting new tools in AI development. How to Complete This Track This DEV Education Track is a three-part experience: 1) an expert tutorial followed by 2) a hands-on build and 3) a writing assignment . Work through all three parts and you'll earn the exclusive Google AI Studio Builder badge ! Track Details Skill Level Beginner Earn This Badge Build Apps with Google AI Studio Badge Complete the track to earn this badge Learn More Get additional details and ask questions about the Build Apps with Google AI Studio learning track. View Announcement Learning Partner: Google AI Google AI is at the forefront of artificial intelligence research and development, creating tools and technologies that democratize AI for developers worldwide. Through Google AI Studio, they're making it easier than ever to build intelligent applications. Explore Google AI Studio Learning Curriculum Follow this structured learning path to master the skills 1 📖 Part 1: Follow the Expert Tutorial Start with the comprehensive guide created by the Google AI team to learn how to use Google AI Studio from idea to deployment. Learning Objectives Understand Google AI Studio's app building capabilities Learn how to craft effective prompts for app generation Navigate the deployment process Explore the generated code and understand the structure Getting Started Begin by reading through the expert tutorial created by the Google AI team. This comprehensive guide will walk you through every step of the process, from initial setup to final deployment. Read the Tutorial Module Details Duration 30-45 minutes Difficulty Beginner Prerequisites None - just curiosity about AI development 2 🤖 Part 2: Build Your Own App Put your new skills to the test by building an app that incorporates image generation with the Imagen API. Learning Objectives Apply learned concepts to create your own application Experiment with different prompt strategies Integrate image generation capabilities Deploy a working web application Getting Started After working through the tutorial, your assignment is to use the build feature in Google AI Studio to build an app that incorporates image generation with the Imagen API. We encourage you to come up with your own apps, but here are some ideas if you need inspiration: App Ideas for Inspiration: RPG character portrait generator Fridge-photo based recipe generator On-demand coloring book generator Logo generator for business ideas Share Your Project Module Details Duration 1-3 hours Difficulty Beginner to Intermediate 3 ✏️ Part 3: Earn Community Recognition Share your creation with the DEV community and earn your exclusive Google AI Studio Builder badge. Learning Objectives Document your development process Share learnings with the community Reflect on the experience and key takeaways Contribute to the collective knowledge base Getting Started Use our official submission template to share your assignment and earn your badge! Your submission should include: The prompt you used to generate the app A link to your deployed application Screenshots or demo of your app in action Brief description of your experience and what you learned Our team reviews submissions on a rolling basis with badges awarded every few days. There's no deadline! Share Your Project Module Details Duration 30 minutes Difficulty Beginner Frequently Asked Questions Get answers to common questions about the Build Apps with Google AI Studio track Quick Navigation Frequently Asked Questions Do I need coding experience? What kind of apps can I build? How long does it take to complete the track? Is the track really free? What if I get stuck? Can I modify the generated app? Frequently Asked Questions Do I need coding experience? No! Google AI Studio is designed to be accessible to everyone, regardless of coding background. The AI generates the code for you based on your prompts. What kind of apps can I build? You can build a wide variety of web applications, especially those that benefit from AI capabilities like image generation, text processing, and data analysis. How long does it take to complete the track? Most learners complete the track in 2-4 hours, but you can work at your own pace. There's no deadline! Is the track really free? Yes! The track is completely free. You'll only need a Google account to access Google AI Studio. What if I get stuck? Join our community discussions using the #learngoogleaistudio tag, where you can ask questions and get help from other learners and the Google AI team. Can I modify the generated app? Absolutely! The generated code is yours to customize and extend. Many learners start with the AI-generated base and then add their own features. Dismiss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://golf.forem.com/youtube_golf/no-laying-up-podcast-the-science-of-putting-with-dr-sasho-mackenzie-nlu-pod-ep-1082-1m9e | No Laying Up Podcast: The Science of Putting with Dr. Sasho MacKenzie | NLU Pod, Ep 1082 - Golf Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Golf Forem Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse YouTube Golf Posted on Oct 15, 2025 No Laying Up Podcast: The Science of Putting with Dr. Sasho MacKenzie | NLU Pod, Ep 1082 # golf # recommendations # lessons The Science of Putting with Dr. Sasho MacKenzie In episode 1082 of the NLU Pod, putting guru Dr. Sasho MacKenzie returns to dive deep into what really makes a putt roll true. He walks us through his new Stack Putting app, shows how speed-training drills help you conquer any green, and explains why looking at the hole (instead of staring at the ball) can seriously up your game. Along the way, Sasho breaks down the clutch differences between hot-handed putters and weekend hackers: ideal putter shapes, grip tweaks, green-reading goofs and aiming tips you’ve probably never heard. If you’re on a quest to shave strokes off, this is your cheat sheet. Watch on YouTube Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse YouTube Golf Follow Joined Jun 22, 2025 More from YouTube Golf No Laying Up Podcast: 1108: Brooks Koepka and the Returning Member Program # golf # recommendations No Laying Up Podcast: 1108: Koepka and the Returning Member Program # golf # recommendations Grant Horvat: Can I Beat Bob With 1 Club? (Meltdown) # golf # videogames # recommendations 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Golf Forem — A community of golfers and golfing enthusiasts Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Golf Forem © 2016 - 2026. Where hackers, sticks, weekend warriors, pros, architects and wannabes come together Log in Create account | 2026-01-13T08:49:38 |
https://forem.com/mohamednizzad#main-content | Nizzad - Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Nizzad Data Scientist / AWS Certified (2X) ML Specialist | AWS ABW Grant Recipient '24 | 2 (Masters + Bachelors) | Researcher - NLP (Bias & Fairness) | Attorney-at-Law | Supervised 100+ Location Abu Dhabi, United Arab Emirates Joined Joined on Jan 9, 2025 Personal website https://www.linkedin.com/in/mohamednizzad/ github website Education BIT (UOM), MSc in IT (SLIIT), MBA (SEUSL), LL.B (OUSL), Attorney-at-Law Pronouns He/Him Work Data Scientist, AI Engineer, Machine Learning Engineer, Research Supervisor One Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least one year. Got it Close KendoReact Free Components Challenge Completion Badge Awarded for completing at least one prompt in the KendoReact Free Components Challenge. Thank you for participating! 💻 Got it Close Google AI Studio Multi-Modal Challenge Completion Awarded for completing the Google AI Studio Multi-Modal Challenge by building and deploying an applet that showcases Gemini's multi-modal capabilities. Thank you for participating! 🤖 Got it Close Frontend Challenge Completion Badge Awarded for completing at least one prompt in a Frontend Challenge. Thank you for participating! 💖 Got it Close AssemblyAI Challenge Completion Badge Awarded for completing at least one prompt in the AssemblyAI Challenge. Thank you for participating! 💻 Got it Close CSS Awarded to the top CSS author each week Got it Close JavaScript Awarded to the top JavaScript author each week Got it Close 4 Week Community Wellness Streak Keep contributing to discussions by posting at least 2 comments per week for 4 straight weeks. Unlock the 8 Week Badge next. Got it Close Runner H "AI Agent Prompting" Challenge Winner Awarded for winning a prompt in the Runner H "AI Agent Prompting" Challenge Got it Close Amazon Q Developer "Quack the Code" Challenge Winner Awarded for winning a prompt in the Amazon Q Developer "Quack the Code" Challenge Got it Close Pulumi Deploy and Document Challenge Winner Badge Awarded for winning a prompt in the Pulumi Deploy and Document Challenge! Got it Close 2025 New Year Writing Challenge Completion Badge Awarded for completing at least one prompt in the New Year Writing challenge. Thank you for participating! Got it Close Agent.ai Challenge Completion Badge Awarded for completing at least one prompt in the Agent.ai Challenge. Thank you for participating! 💻 Got it Close 2 Week Community Wellness Streak Keep the community conversation going! Post at least 2 comments for 2 straight weeks and unlock the 4 Week Badge. Got it Close 1 Week Community Wellness Streak For actively engaging with the community by posting at least 2 comments in a single week. Got it Close GitHub Copilot 1-Day Build Challenge Completion Badge Awarded for completing at least one prompt in the GitHub Copilot 1-Day Build Challenge. Thank you for participating! 💻 Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Show all 17 badges More info about @mohamednizzad Organizations AWS Community Builders Currently learning I am a Data Scientist. As a prospective PhD student in Legal NLP, I explore debiasing techniques and fair Legal NLP Agents. Post 14 posts published Comment 176 comments written Tag 12 tags followed Pin Pinned 📊 Building TaskFlow Pro: A Complete Enterprise Task Management System with 24+ KendoReact Free Components Nizzad Nizzad Nizzad Follow Sep 29 '25 📊 Building TaskFlow Pro: A Complete Enterprise Task Management System with 24+ KendoReact Free Components # devchallenge # kendoreactchallenge # react # webdev 91 reactions Comments 5 comments 12 min read ✨🎨 Pure CSS Magic: How to Build a Realistic 3D Office Experience 🏢💻🪑 Frontend Challenge CSS Art Submission Nizzad Nizzad Nizzad Follow Jul 26 '25 ✨🎨 Pure CSS Magic: How to Build a Realistic 3D Office Experience 🏢💻🪑 # devchallenge # frontendchallenge # css # javascript 116 reactions Comments 16 comments 8 min read 🏡 DreamNest.AI: AI-Powered House Design, 2D & 3D Plan Audio & Video Walkthroughs & Smart E-Commerce Google AI Challenge Submission Nizzad Nizzad Nizzad Follow Sep 15 '25 🏡 DreamNest.AI: AI-Powered House Design, 2D & 3D Plan Audio & Video Walkthroughs & Smart E-Commerce # devchallenge # googleaichallenge # ai # gemini 161 reactions Comments 54 comments 11 min read Want to connect with Nizzad? Create an account to connect with Nizzad. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in 🎤 Voice of Voiceless - Enabling the Voiceless to Understand & Communicate 🔊 AssemblyAI Voice Agents Challenge: Real-Time Nizzad Nizzad Nizzad Follow Jul 28 '25 🎤 Voice of Voiceless - Enabling the Voiceless to Understand & Communicate 🔊 # devchallenge # assemblyaichallenge # ai # api 134 reactions Comments 19 comments 10 min read 🧩 Behind the Build: NexusFlow and My Journey in Axero’s Office Challenge Frontend Challenge Holistic Webdev Submission Nizzad Nizzad Nizzad Follow Jul 27 '25 🧩 Behind the Build: NexusFlow and My Journey in Axero’s Office Challenge # devchallenge # frontendchallenge # css # javascript 163 reactions Comments 42 comments 7 min read Runner H Helped Me Save $$$💸💸💸 on My Round-Trip to Toronto in 2025 [✈️Flight Search Demo Included 🎥] Nizzad Nizzad Nizzad Follow Jul 6 '25 Runner H Helped Me Save $$$💸💸💸 on My Round-Trip to Toronto in 2025 [✈️Flight Search Demo Included 🎥] # devchallenge # runnerhchallenge # ai # machinelearning 112 reactions Comments 24 comments 8 min read 🎯 Solving Puzzles with Code: A Math Adventure Game Built with Amazon Q CLI Nizzad Nizzad Nizzad Follow for AWS Community Builders May 28 '25 🎯 Solving Puzzles with Code: A Math Adventure Game Built with Amazon Q CLI # devchallenge # awschallenge # ai # webdev 11 reactions Comments Add Comment 3 min read Image Engineering with Amazon Nova Canvas [🎥 Video Demo Included] Nizzad Nizzad Nizzad Follow for AWS Community Builders May 19 '25 Image Engineering with Amazon Nova Canvas [🎥 Video Demo Included] # ai # awschallenge # devchallenge # aws 8 reactions Comments 1 comment 3 min read 💸 A Definite Guide to Develop Production Grade Applications with AWS Q Developer in 2025 [Video Demo Included] 🎥 Nizzad Nizzad Nizzad Follow May 11 '25 💸 A Definite Guide to Develop Production Grade Applications with AWS Q Developer in 2025 [Video Demo Included] 🎥 # devchallenge # awschallenge # ai # webdev 88 reactions Comments 38 comments 17 min read 🏆 Level Up! Game Deployment on the AWS Cloud Using Pulumi IaC | 📢 Complete Step-by-Step Video Demo Included Nizzad Nizzad Nizzad Follow Apr 7 '25 🏆 Level Up! Game Deployment on the AWS Cloud Using Pulumi IaC | 📢 Complete Step-by-Step Video Demo Included # devchallenge # pulumichallenge # webdev # cloud 220 reactions Comments 35 comments 12 min read Reflecting My Journey from Layman to AWS All Builders Welcome Grant Recipient to Attend AWS Re:Invent 2024 in Las Vegas, USA Nizzad Nizzad Nizzad Follow Feb 3 '25 Reflecting My Journey from Layman to AWS All Builders Welcome Grant Recipient to Attend AWS Re:Invent 2024 in Las Vegas, USA # devchallenge # newyearchallenge # career 19 reactions Comments 4 comments 5 min read Legal Judge Agent > Legal Knowledge Agent ⚓︎ Legal Prosecution Agent ⚓︎ Legal Defense Agent -- Assembly of Legal Agents Nizzad Nizzad Nizzad Follow Jan 27 '25 Legal Judge Agent > Legal Knowledge Agent ⚓︎ Legal Prosecution Agent ⚓︎ Legal Defense Agent -- Assembly of Legal Agents # devchallenge # agentaichallenge # ai # machinelearning 132 reactions Comments 22 comments 10 min read Building Early to Rise - Daily Productivity Habits App bootstrapped with GitHub Copilot: Coding Redefined for New Beginnings Nizzad Nizzad Nizzad Follow Jan 16 '25 Building Early to Rise - Daily Productivity Habits App bootstrapped with GitHub Copilot: Coding Redefined for New Beginnings # devchallenge # githubchallenge # webdev # ai 234 reactions Comments 68 comments 9 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — Your community HQ Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/challenges/hacktoberfest#main-content | 2025 Hacktoberfest Writing Challenge - DEV Challenge - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Challenges > 2025 Hacktoberfest Writing Challenge CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the 2025 Hacktoberfest Writing Challenge Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts 2025 Hacktoberfest Writing Challenge View Entries Please sign in to follow this challenge Celebrate open source through writing! Challenge Status: Ended Ended Join our next Challenge It's that time of the year again! Hacktoberfest is a month-long celebration of open source that brings together contributors and maintainers from around the world. This year's writing challenge is designed to happen in parallel with your Hacktoberfest participation, helping drive visibility for maintainer projects and encouraging contributors to write about their contributions while the experience is still fresh. Unlike last year's challenge which focused solely on end-of-month reflections, this year's writing challenge is designed to happen in parallel with your Hacktoberfest participation if desired. We want to help drive visibility for maintainer projects and encourage contributors to write about their contributions while the experience is still fresh. And don't worry, we still have a prompt for reflections for anyone who would prefer to code now and write later. Key Dates Contest start: October 01, 2025 Submissions due: November 02, 2025 Winners announced: November 20, 2025 Badge Rewards 2025 Hacktoberfest Writing Challenge Winner Badge 2025 Hacktoberfest Writing Challenge Completion Badge Find Out More Ask questions and share your ideas on the 2025 Hacktoberfest Writing Challenge Launch Post. View Launch Post Challenge Prompts Maintainer Spotlight - Share Your Project For maintainers : Showcase the open source project you maintain and invite contributors to get involved! Tell us about your project, what makes it special, why you're passionate about maintaining it, and how others can contribute. This is your chance to attract new contributors, celebrate your community, and share what you've learned as a maintainer. Submission Template Judging Criteria: Style and Presentation Clarity Originality Contribution Chronicles - Share Your Impact For contributors : Highlight the contributions you're making during Hacktoberfest and what you learned along the way! Whether you're documenting a single meaningful contribution or reflecting on multiple PRs across different projects, we want to hear about it. Share the issues you tackled, the projects you discovered, the challenges you overcame, and what you gained from participating. You can write one post per contribution or combine them all into a single reflection. Submission Template Judging Criteria: Style and Presentation Clarity Originality Open Source Reflections For everyone : Reflect on your Hacktoberfest experience and what open source means to you. Share your thoughts on participating in Hacktoberfest 2025. What did you learn? How did it change your perspective on open source? What advice would you give to someone considering participating next year? This prompt welcomes all voices: maintainers, contributors, first-timers, and veterans alike. Submission Template Judging Criteria: Style and Presentation Clarity Originality Frequently Asked Questions Participation Can I submit to multiple prompts? Yes, you are welcome to submit to multiple prompts. Can one submission qualify for multiple prompts? Yes, if your submission offers a solution to multiple prompts, it can qualify for multiple prompts. Can I submit to a prompt more than once? No, you can only submit to each prompt one time. Can I work on a team? Yes, participants can work on teams of up to four people for any prompt. If you collaborate with anyone, you'll need to list their DEV handles in your submission post so we can award a badge to your entire team! Please only publish one submission per team. DEV does not handle prize-splitting, so in the event that your submission wins, you will need to split any prizes amongst yourselves. Thank you for understanding! How old do I have to be to participate? Participants need to be 18+ in order to participate. If I live in X, am I eligible to participate? For eligibility rules, see our official challenge rules . Submission Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don't let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Can I use AI? Your writing must be original but you are allowed to use AI for light support and assistance. What if I've already been publishing with the #hacktoberfest tag? Great news! We'll consider all posts published during the challenge period (October 1 - November 2) with the #hacktoberfest tag as a submission. Judging and Prizing Can there be ties? In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. 2025 Hacktoberfest Writing Challenge Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends November 2, 2025 at 11:59 PM PST. Contest is void where prohibited or restricted by law or regulation. All entries must be submitted during the contest period. For Official Rules, see 2025 Hacktoberfest Writing Challenge Contest Rules and General Contest Official Rules . Dismiss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://dev.to/t/business | Business - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close # business Follow Hide General business strategy, marketing, and operations. Create Post Older #business posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Perpetual vs Subscription Licenses: Which Business Model Wins in 2026? Olivier Moussalli Olivier Moussalli Olivier Moussalli Follow Jan 9 Perpetual vs Subscription Licenses: Which Business Model Wins in 2026? # csharp # business # saas # licensing Comments Add Comment 8 min read What I Learned from "The Mom Test" - A Developer's Guide to Customer Conversations - Part 2 Ege Pakten Ege Pakten Ege Pakten Follow Jan 8 What I Learned from "The Mom Test" - A Developer's Guide to Customer Conversations - Part 2 # startup # webdev # business # entrepreneurship Comments Add Comment 17 min read Building a Simple Digital Marketing Strategy for 2026 (That You Can Actually Execute) Panchal Mukunda K Panchal Mukunda K Panchal Mukunda K Follow Jan 5 Building a Simple Digital Marketing Strategy for 2026 (That You Can Actually Execute) # marketing # startup # strategy # business Comments Add Comment 4 min read Venture Capital & Fundraising: A Guide for Startup Success Hemanath Kumar J Hemanath Kumar J Hemanath Kumar J Follow Jan 2 Venture Capital & Fundraising: A Guide for Startup Success # business # startup # strategy # venturecapital Comments Add Comment 2 min read Lean Startup Revisited: Adapting to the AI Era Hemanath Kumar J Hemanath Kumar J Hemanath Kumar J Follow Jan 1 Lean Startup Revisited: Adapting to the AI Era # business # startup # leanstartup # ai Comments Add Comment 2 min read Why High-Traffic Shopify Stores Still Struggle With Engagement Ishan Makkar Ishan Makkar Ishan Makkar Follow Jan 2 Why High-Traffic Shopify Stores Still Struggle With Engagement # shopify # ecommerce # business # startup Comments Add Comment 4 min read From Advanced Tech to Real Impact: Why Technology Must Matter Yaseen Yaseen Yaseen Follow Jan 2 From Advanced Tech to Real Impact: Why Technology Must Matter # technology # leadership # digitaltransformation # business Comments Add Comment 2 min read How a Smart Home Loan EMI Calculator Is Built Using JavaScript FoxCalculator FoxCalculator FoxCalculator Follow Dec 29 '25 How a Smart Home Loan EMI Calculator Is Built Using JavaScript # tools # business # finance # health Comments Add Comment 2 min read Maryland Startup App Costs in 2026: What Founders Pay Devin Rosario Devin Rosario Devin Rosario Follow Dec 24 '25 Maryland Startup App Costs in 2026: What Founders Pay # startup # mobileapp # business # tech Comments Add Comment 4 min read What I Learned from "The Mom Test" - A Developer's Guide to Customer Conversations - Part 1 Ege Pakten Ege Pakten Ege Pakten Follow Jan 7 What I Learned from "The Mom Test" - A Developer's Guide to Customer Conversations - Part 1 # startup # product # entrepreneurship # business Comments Add Comment 12 min read North Carolina Startup App Costs 2026 Founders Guide Devin Rosario Devin Rosario Devin Rosario Follow Dec 22 '25 North Carolina Startup App Costs 2026 Founders Guide # startup # mobile # business # softwaredevelopment 1 reaction Comments Add Comment 6 min read 2026 Startup App Costs in Georgia: A Founder’s Reality Check Devin Rosario Devin Rosario Devin Rosario Follow Dec 22 '25 2026 Startup App Costs in Georgia: A Founder’s Reality Check # startup # mobiledev # georgia # business 1 reaction Comments Add Comment 5 min read Your Restaurant Is a Distributed System With an Unbounded Queue rohit rajak rohit rajak rohit rajak Follow Dec 20 '25 Your Restaurant Is a Distributed System With an Unbounded Queue # operations # business # systemdesign # queueingtheory 1 reaction Comments Add Comment 2 min read OpenAI DevDay 2025: Why Apps SDK Beats Agent Kit Dr Hernani Costa Dr Hernani Costa Dr Hernani Costa Follow Jan 9 OpenAI DevDay 2025: Why Apps SDK Beats Agent Kit # ai # automation # business # strategy Comments Add Comment 7 min read Production AI Agents Need Architecture, Not Hype: Karpathy's Real Message Dr Hernani Costa Dr Hernani Costa Dr Hernani Costa Follow Jan 8 Production AI Agents Need Architecture, Not Hype: Karpathy's Real Message # ai # automation # architecture # business Comments Add Comment 10 min read Weekly Recap: (Dec 29 - Jan 4, 2026) Hemanath Kumar J Hemanath Kumar J Hemanath Kumar J Follow Jan 5 Weekly Recap: (Dec 29 - Jan 4, 2026) # weeklyrecap # technews # startup # business Comments Add Comment 2 min read How to Cancel Chatbot Subscription: A Complete Guide Chatboq Chatboq Chatboq Follow Dec 10 '25 How to Cancel Chatbot Subscription: A Complete Guide # chatbot # business # automation # tutorial Comments Add Comment 12 min read AI Agent Architecture: Why Karpathy's Production Reality Matters Dr Hernani Costa Dr Hernani Costa Dr Hernani Costa Follow Jan 7 AI Agent Architecture: Why Karpathy's Production Reality Matters # ai # automation # architecture # business Comments Add Comment 2 min read AI Implementation 2026: Results Over Hype Dr Hernani Costa Dr Hernani Costa Dr Hernani Costa Follow Jan 7 AI Implementation 2026: Results Over Hype # ai # automation # business # productivity Comments Add Comment 9 min read GenAI POC Purgatory: Why 90% of Projects Fail & How to Scale Dr Hernani Costa Dr Hernani Costa Dr Hernani Costa Follow Jan 6 GenAI POC Purgatory: Why 90% of Projects Fail & How to Scale # ai # automation # business # strategy Comments Add Comment 4 min read Agentic AI Frameworks 2025: Executive Guide to LangGraph, AutoGen, CrewAI Dr Hernani Costa Dr Hernani Costa Dr Hernani Costa Follow Jan 6 Agentic AI Frameworks 2025: Executive Guide to LangGraph, AutoGen, CrewAI # ai # automation # business # productivity 3 reactions Comments 2 comments 18 min read AI FOMO Failures 2025: SME Business Guide Dr Hernani Costa Dr Hernani Costa Dr Hernani Costa Follow Jan 6 AI FOMO Failures 2025: SME Business Guide # ai # automation # business # productivity Comments Add Comment 5 min read AI Democratization Killing Strategic Advantage: Fix It Now Dr Hernani Costa Dr Hernani Costa Dr Hernani Costa Follow Jan 6 AI Democratization Killing Strategic Advantage: Fix It Now # ai # strategy # automation # business Comments Add Comment 3 min read 7 AI Types: From Limited Memory to Superintelligence Dr Hernani Costa Dr Hernani Costa Dr Hernani Costa Follow Jan 6 7 AI Types: From Limited Memory to Superintelligence # ai # machinelearning # automation # business Comments Add Comment 2 min read Multimodal AI 2025: Beyond Text for EU Business Dr Hernani Costa Dr Hernani Costa Dr Hernani Costa Follow Jan 6 Multimodal AI 2025: Beyond Text for EU Business # ai # automation # business # productivity Comments Add Comment 3 min read loading... trending guides/resources I Spent 40 Hours Researching Business Ideas So You Don't Have To - Here's What Actually Works in ... I asked successful entrepreneurs about their transition from employee to founder How to Automate Repetitive Business Tasks Using Microsoft Power Apps Stop Writing Bad Case Studies: This AI Prompt Generates Professional Business Narratives Lean Startup Revisited: Adapting to the AI Era How to Cancel Chatbot Subscription: A Complete Guide App Development Costs in 2026: A Minnesota Startup’s Guide AI Literacy Workshop for Customer Service Teams: EU SME Guide Spec-Driven AI: The Method That Wins Perplexity Labs for SMEs: Two-Step Prompting for Assets Why Most Sports Coaching Websites Don’t Work – And How to Fix Yours GenAI Execution for C-Suites: Why ABN AMRO Succeeds Where Others Fail SMB Automation Platform Guide 2026 SLMs 2025: Deploy AI Locally Without Cloud Costs AI Readiness for Dutch SMBs: Practical Deployment Guide Building Enterprise Security for Small Business with Linux and Open Source Lindy AI Agents 2025: Pricing & vs Zapier, Make, n8n OpenAI DevDay 2025: Why Apps SDK Beats Agent Kit From Advanced Tech to Real Impact: Why Technology Must Matter AI Platform Selection Guide 2026: ChatGPT vs Claude vs Gemini 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://docs.devcycle.com/integrations/#collaboration-tools | Integrations | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page Integrations Welcome to DevCycle Integrations! Here you will find all of the various first party tools made with the DevCycle APIs, as well as third party integrations to connect DevCycle to the tools of your needs. Contributing to DevCycle or creating a new Integration: If you would like to contribute to an existing integration or tool, all of DevCycle's tools and integrations are open source on the DevCycle Github repository. Further, if you'd like to create a new tool or integration, a great starting point is DevCycle's Management API which allows you to modify and interact with features and more within a DevCycle project, as well as the DevCycle Bucketing API which is used to serve users features and variables (and powers the DevCycle SDKs!) Observability Dynatrace Monitor and analyze your feature flags with Dynatrace observability platform. OpenTelemetry Monitor and analyze your feature flags with OpenTelemetry. Snowflake Data Sharing Access your Organization's Event data on Snowflake Google Analytics Send DevCycle Feature/Variation data from Tag Manager to Google Analytics 4 for A/B test analysis Rollbar Enhance error logging with DevCycle Feature and Variable data IDE Plugins VSCode Extension Use DevCycle directly in Visual Studio Code. Interoperability OpenFeature Use DevCycle with the OpenFeature Flagging Standard. Feature Flag Importer Import resources from other feature flag providers. Webhooks Connect apps and services to DevCycle. Vercel Edge Config Upload DevCycle configurations to Vercel Edge Config for faster retrieval Code Analysis GitHub: Flag Code Usages Display code snippets for each variable used in a project. GitHub: Flag Change Insights Display added/removed flags on each Pull Request. Bitbucket: Flag Code Usages Display code snippets for each variable used in a project. Bitbucket: Flag Change Insights Display added/removed flags on each Pull Request. GitLab: Flag Code Usages Display code snippets for each variable used in a project. GitLab: Flag Change Insights Display added/removed flags on each Merge Request. Collaboration Tools Slack Connect DevCycle to your Slack workspace to track Feature updates. DevOps Jira: Flag Management Link Jira tickets directly to DecCycle features Terraform Provider Manage projects, features and more with Terraform Edit this page Last updated on Jan 9, 2026 Observability IDE Plugins Interoperability Code Analysis Collaboration Tools DevOps DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://go.opensource.org/openproject | About OpenProject - Open Source Project Management Software Skip to main content Product Features Product tour Watch introduction Editions Community edition Enterprise edition Security & data privacy Download & installation Integrations Nextcloud OneDrive/SharePoint GitHub GitLab openDesk Standards PMflex PM² OKR PRINCE2 SAFe Solutions Industries Construction | BIM Universities, education & research IT & technology Public & governmental organizations Healthcare Automotive Engineering NGO & foundations Banking & insurance Aerospace Use cases Project Portfolio Management Project Planning & Scheduling Task management & issue tracking Agile, Kanban & Scrum Time tracking, cost reporting & budgeting Team collaboration Meeting management Product roadmap & release planning Workflows & customization Project management process Pricing Resources Support Documentation & help FAQs Glossary Training & consulting Contact Product resources Blog Videos Roadmap Release Notes Alternatives Webinars Company About us Customers Careers We are hiring Press Newsletter ESG Legal Imprint Legal information Data privacy en English Deutsch Español Français Português Sign In Contact sales Install OpenProject Start free trial Achieve great things together We empower project teams to achieve great things together for the good of society. OpenProject is targeted at organizations that want to positively impact the world. We provide a project management software that promotes data sovereignty, open source and collaboration. Our vision is to become the leading project management software for data conscious organizations. Niels Lindenthal Founder and CEO OpenProject Our mission We develop open source software to change the way we collaborate OpenProject is the leading free and open source project management software. As a web-based solution it gives all team members access to all project-related information from anywhere at any time. OpenProject supports your projects throughout the whole life cycle with any chosen project management methodology - agile, tradition or hybrid. Key differentiators Open source project management software in a secure environment Open Source Open source means OpenProject gives access to its source code and allows usage, modification, additions and distribution. Become part of OpenProject’s community of open source enthusiasts, developers, businesses and their projects. Learn more Data sovereignty We believe in the freedom of software and thus in the autonomy of users over their data. OpenProject fulfils the highest level of security and data privacy demands for a project management software. It is built to meet the requirements of the most security-sensitive organizations. Learn more Hybrid project management OpenProject allows you to combine both agile and traditional, waterfall project management methodologies. All relevant project information is tightly included in one system and you can use classic or agile or both features to manage your projects. Learn more Our company culture These values shape our way of working OPEN We encourage the exchange of know-how and learning of new things within the company, e.g. open to learn a new tool or technology. PRAGMATIC Being pragmatic is required in many areas to implement or change something quickly. Especially in development we say: release early, release often. ENGAGED We are engaged for customers and colleagues. We help and support each other, e.g. a marketeer helping out with a sales request. AFFINITY We share a high affinity for OpenProject through continuous improvement of our product and services. Our work is meaningful to us and we enjoy enabling clients to better collaborate. PROACTIVE We are proactive and accountable, e.g. taking responsibility for a topic or being punctual for a meeting. We value the time of each other. <path d="M685.22,430.73c-1.95,.18-3.13,4.48-2.01,5.28,1.1,.78,3.1-2.27,2.82-4.3-.0 | 2026-01-13T08:49:38 |
https://dev.to/t/webdev/videos#main-content | Videos - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close All videos # webdev on Video How I built a "Magic Move" animation engine for Excalidraw from scratch published Behram I built a Meme Creator to roast my own Spaghetti Code (No watermarks, no BS, free!) Brian Zavala Google's Universal Commerce Protocol: What Developers Need to Know Okkar Kyaw Code Hike in 100 Seconds Fabian Frank Werner How to Create Product GIFs for Your Landing Page (No Video Editing Required) Varun Krishnan 10 AI Superpowers in One App: My Gemini Multi‑Purpose Toolkit Karthick Nagarajan Tiger SQL: Designing PostgreSQL Schemas with Transparent AI Reasoning Jackson Kasi How to Monitor Any URL for Dead Links (Including Tricky Soft 404s) jsmanifest Tab Wise v2.1.0 is live Siddhesh Shirdhankar I Built a 3D Gesture-Controlled Instagram Christmas Tree in a Day 🎄 Grace Yuen Why I built a full-stack web app for indie game developers and artists Petipois Why Building Software Should Be as Easy as Ordering Pizza Anup Singh I Built a Smart Accounting App Called AccountInn (And It Taught Me How Real Apps Are Built ) Hala Kabir An Honest Review of Google Antigravity Fabian Frank Werner I Built Privacy-First Developer Tools That Run 100% in Your Browser Domenico Giordano Solving a $ 200 Billion Market Problem with Kiro Vbboi24 WooCommerce Settings Explained Arsalan Mlaik Episode 3 of the AI Agent Bake Off: "Build a GTM Agent for Founders in 72 hours" Abraham Gomez Generate Database Schemas with AI: How StackRender Builds Your DB in Seconds karim tamani JavaScript vs TypeScript - I built the same crypto tracker with both Fabian Frank Werner I Built a 3D AI Avatar That Actually Sees and Talks Back 🎭 Kiran Baby CSS vs Tailwind CSS - I built the same home page with both Fabian Frank Werner Schema Validation Passed - So Why Did My Pipeline Fail? Sumit Agarwal Video Libraries Made Searchable by AI Kiran Baby loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://dev.to/ilyarah/how-i-built-the-fastest-ton-memecoin-sniper-alert-bot-golden-memecoin-alert-121h | How I Built the Fastest TON Memecoin Sniper Alert Bot (Golden-Memecoin-Alert) - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse ilya rahnavard Posted on Jan 2 How I Built the Fastest TON Memecoin Sniper Alert Bot (Golden-Memecoin-Alert) # webdev # python # blockchain # web3 TON memecoins move insanely fast in late 2025 – early 2026. Most tokens reach peak hype in the first 5–30 minutes after liquidity addition. By the time you see them trending on DexScreener, Telegram channels or Twitter — the move is usually 70–90% over. I got tired of missing entries, so I built Golden-Memecoin-Alert — a focused, low-latency sniper alert system specifically for TON. Repo: https://github.com/ilyarah/Golden-Memecoin-Alert Core Design Goals Detect new Jetton pools within seconds of meaningful liquidity addition Aggressive pre-filtering to remove 90–95% obvious rugs/scams instantly Very high signal-to-noise ratio (quality over quantity) Beautiful, instantly actionable Telegram messages Minimal latency end-to-end ** Architecture (high-level)** TON Center / TonAPI websocket ──► New pool / liquidity tx detector ↓ Pre-filtering engine (5–7 quick checks) ↓ Scoring engine (0–100) + threshold ↓ Async Telegram delivery (aiohttp + python-telegram-bot) ↓ Redis for deduping & rate limiting alerts Enter fullscreen mode Exit fullscreen mode ** Key filtering layers (all executed in <1 second):** Liquidity threshold (configurable, usually ≥$30–50k initial) Creator wallet age + tx history (very young or no history → high risk) Dev wallet concentration after first minutes Sell-tax / honeypot simulation (via quick buy/sell emulation) Early holder distribution (top 5 wallets < 40–50% preferred) Basic social presence check (Telegram group creation near launch) Only tokens passing most filters go to scoring. Scoring Factors (current weights – subject to change) On-chain momentum (volume, buys/sells ratio) → 35% Holder distribution & dev wallet behavior → 25% Social signals (Telegram growth speed) → 20% Risk indicators (tax, honeypot flags) → 15% Time since launch penalty (harder to get high score later) → 5% Alert threshold currently ~78–82 (very strict). Real-world performance (first ~2 months private run) ~180 high-confidence alerts ~38% reached ≥5× from alert price ~11 tokens did 20×–120× False positive rate ~9–11% Median latency: 22 seconds (best cases <10s) Still far from perfect, but meaningfully better than manual monitoring or most public Telegram scanners. Current Telegram Alert Format 🌟 GOLDEN ALERT #142 $SHIBON Launch: 38s ago MC: $142k • Liq: $58k (STON.fi) Buy: https://ston.fi/swap?... Group: t.me/shibon_ton Score: 89/100 Dev: <4% Holders: 420+ (strong early distribution) Risk: Low (no sell tax detected) Time to decide: ~2–5 minutes usually Enter fullscreen mode Exit fullscreen mode Tech Stack (as of v0.1) Python 3.11+ (asyncio heavy) TON Center API v2 + TonAPI websocket python-telegram-bot (async) aiohttp + Redis (caching & dedup) FastAPI for internal monitoring dashboard (optional) ** How to Run Your Own Instance** git clone https://github.com/ilyarah/Golden-Memecoin-Alert.git cd Golden-Memecoin-Alert # Install pip install -r requirements.txt # Create .env from .env.example # Fill TON_API_KEY, TELEGRAM_BOT_TOKEN, etc. python main.py Enter fullscreen mode Exit fullscreen mode Security warning Never run with main wallet. Always review the code yourself. Use limited balance wallets only. Final Notes The TON memecoin meta changes every few weeks. Tools that crushed in Q4 2025 are already lagging in Q1 2026. I open-sourced Golden-Memecoin-Alert because: I believe collective improvement beats solo edge The community can make it faster and smarter than I ever could alone PRs, forks, and brutal feedback are extremely welcome. Stay early. Stay sharp. Ilya ( @ilyarah on GitHub & Telegram) Repo: https://github.com/ilyarah/Golden-Memecoin-Alert Star it if it saves you from missing the next 50×. 🚀 Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse ilya rahnavard Follow Self-taught full-stack blockchain Firestarter — wired for Solana, TON, Fantom(Sonic), and Ethereum L2s. I ship, I write, I share Joined Dec 25, 2025 More from ilya rahnavard Supercharge Prediction Markets Liquidity on Sonic with Flying Tulip: The Leverage Flywheel Developers Need in 2026 # fullstack # programming # blockchain # web3 I Built a Maze Runner Simulation Where Teenage Sam Altman Survives the Glade December 25, 2025 # gamedev # python # simulation 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://www.suprsend.com/customers/how-notification-engagement-helped-evocalize-boost-repeat-purchases-by-27 | How Notification Engagement Helped Evocalize Boost Repeat Purchases by 27% Platform Workflows Craft notification workflows outside code Templates Powerful WYSIWYG template editors for all channels Analytics Get insights to improve notifications performance in one place Tenants Map your multi-tenant setup to scope notifications per tenant In-app Inbox Drop in a fully customizable, real-time inbox Preferences Allow users to decide which notifications they want to receive and on what channels Observability Get step-by-step detailed logs to debug faster Integrations Connect with the tools & providers you already use Solutions By Usecases Transactional Trigger real-time notifications based on user actions or system events Collaboration Notify users about mentions, comments, or shared activity Multi-tenant Customize templates, preferences & routing for each tenant Batching & Digest Group multiple updates into a single notification Scheduled Alerts Send timely notifications at fixed intervals or specific times Announcements / Newsletters Broadcast product updates or messages to all users Pricing Developers Documentation Quick Start Guides API References SuprSend CLI SDKs System Status Customers Resources Resources Blog Join our Slack Community Change logs Security Featured Blogs A complete guide on Notification Service for Modern Applications Build vs Buy For Notification Service Sign in Get a Demo Get Started How Notification Engagement Helped Evocalize Boost Repeat Purchases by 27% Industry Marketing & Advertising Based in Seattle, USA Business type B2B Deployment method Cloud Features used Preferences,Per-tenant template customization,Batching & Digest,Multi-tenant,In-app Inbox Ready to start? Book a demo Challenge Evocalize’s go-to-market is B2B2C so they’re often one step removed from the end-user. They needed a scalable way to reach users via in-app and email notifications without relying on partners. Their previous notification system was too rigid: even small changes required engineering support, and multi-tenancy was hacked together with workarounds. Solution SuprSend offered a clean path forward with: Built-in support for multi-tenancy Self-serve workflows Template management Clean documentation and APIs Outcome Evocalize migrated core notifications in a single sprint with just one backend engineer. Measurable impact realized: notification-engaged users launched 27% more marketing programs compared to non-engaged users. "SuprSend transformed how we handle notifications. Our product team can now manage workflows without engineering help. This has accelerated our deployment cycles and made scaling much easier." Nick Markman VP Product, Evocalize Small teams have to be ruthless about where they spend engineering resources. Nick Markman, VP of Product at Evocalize, knew this early on. Instead of pouring time into building a notification system from scratch, his team built with SuprSend—and increased repeat purchases by 27%. SuprSend is a centralized notification infrastructure that’s built for multi-channel delivery, user preferences, and multi-tenant systems. It’s powerful and flexible, so teams can ship both product-critical and engagement notifications fast. Here’s how Evocalize replaced a limiting setup and turned notifications into a product growth driver. What does Evocalize do? Evocalize is a collaborative marketing platform for real estate and mortgage professionals. Their users—think local real estate agents and loan officers—want leads, but don’t have the time or know-how to master digital marketing. Since most of Evocalize’s go-to-market is B2B2C, they’re often one step removed from the end-user. That makes notifications critical, especially for: Reaching users directly (in-app and email) Communicating updates independent of partner platforms Re-engaging users who aren’t logging in often Why switch to SuprSend? Previously, Evocalize had built on Magicbell and it had several limitations: Heavy engineering dependency : Any new email or logic change meant dev tickets and handoffs. Even minor tweaks required HTML work and engineering lift. Multi-tenancy workarounds: Each partner needed their own branding, but the system wasn’t built for it. The team had to hack around SES with custom templates. Lack of observability: No easy way to track delivery, failures, or logs. The team had to build visibility layers themselves. A well-timed email turned into a game-changer. Evocalize wasn’t actively looking but once they saw SuprSend in action, it checked all the boxes: Built-in support for multi-tenancy Self-serve workflows Template management Clean documentation and APIs Isolated environments for staging and production workflows Usage-based pricing (no upfront barrier) “ SuprSend was simple to integrate, powerful out of the box, and priced in a way that didn’t create friction.” Nick Markman, VP of Product at Evocalize Fast, Frictionless Integration in One Sprint Evocalize migrated their core notifications in a single sprint—with just one backend engineer handling most of the work. The team: Set up tenants and synced users Defined events and templates Embedded SuprSend’s inbox with native-looking UI Validated in staging, then went live on production Implementation wasn’t just fast—it was frictionless. “As far as new platform integrations go, this was as straightforward as it gets. We didn’t need a weekly check-in or project plan. Our engineers read the docs, we had maybe one kickoff call, and then we were off and running. SuprSend allowed us to be autonomous.” Nick Markman, VP of Product at Evocalize And support didn’t drop off after go-live. “Credit to the SuprSend team—they’ve been super responsive. Any time we had a question, we got same-day answers. That level of support didn’t stop after onboarding either, which is rare. Usually, the attention fades after implementation. Not the case here.” Nick Markman, VP of Product at Evocalize Building Workflows Without Engineering Dependency One of the team’s big wins? Being able to create logic-heavy, multi-channel workflows, without looping in engineers every time. Nick took us through an example. He has set up a workflow that nudges users to set up lead alerts that notify them when a new lead comes in and even configure auto-respond on their behalf. Evocalize's Workflow When a user logs in for the first time, a workflow gets triggered. Evocalize sends: (event, recipient, token). That token hits their internal notification API, which fetches contextual data like user settings or program details on-demand. The flow checks: Is lead alerting enabled for this tenant? If yes, wait 3 days Then send: An in-app nudge An email (if enabled) “It’s a simple message—but complex logic. And I was able to build the whole thing myself.” Nick Markman, VP of Product at Evocalize Easy Debugging with Logs The process of building and validating new notifications has become significantly more efficient with SuprSend. The only engineering requirement now is to implement the new event, or add a few properties to the API. Once that’s done, Nick and his team can take it from there in staging. This allows them to: Fire events in staging View payloads directly in SuperSend's logs Copy the token and run internal API calls in Postman to see exactly what data is returned Configure workflows using real data Additionally, SuprSend’s analytics inside the workflow has proved useful. “When we first launched in production, we ran into a small issue—just some missing data in a notification. I got an email from SuprSend summarizing the error with a direct link to debug it. I hadn’t set that up, didn’t even know it was a feature—but it just worked. I clicked through, found the issue, and fixed it right away. That kind of out-of-the-box visibility was a really nice surprise.” Nick Markman, VP of Product at Evocalize Embedded & Branded In-App Inbox Evocalize uses SuprSend’s out-of-the-box Inbox UI with light customization to match the app’s look and feel. The inbox surfaces notifications like program updates or alerts, right where users already manage their day-to-day. It feels native—and reduces the need for email overload. Evocalize's In-app Inbox Multi-Tenant Aware Preference Center As a B2B2C platform, Evocalize supports multiple partner brands—each with their own end-users, branding, and notification needs. That made multi-tenancy a must-have, especially for managing preferences. “We’d mostly been sending transactional messages at first, but once we added more marketing-oriented notifications, we needed preferences. We created all of those in SuprSend, and then pulled them into our front end with your APIs.” Nick Markman, VP of Product at Evocalize They were able to: Display category/subcategory/channel-level options Hide irrelevant categories to reduce UI noise Match the look and feel of their app while keeping full control over user preference logic Thanks to multi-tenancy-aware theming, the hosted preferences page reflects the correct logo and branding for each customer account. Evocalize's Preference Center Measurable Impact Realized on Business Metrics Before SuprSend, even a simple email often required the involvement of design, product spec, backend engineering, template integration, and more. Now? Engineers send the trigger. Product owns the rest. And it’s not just faster—it performs better. The results spoke for themselves. Nick compared purchasing users who clicked through SuprSend-powered notifications vs. purchasers who didn’t: METRIC NOTIFICATION ENGAGERS BUSINESS IMPACT Avg. Revenue / Active User +18% Higher monetization NPS Score +24% Better user satisfaction Avg. New Marketing Programs Launched +27% More product adoption And this was just two months in. Evocalize expects these differences to compound as notification strategy matures. What’s Next for Evocalize Now that the core notification setup is stable, the Evocalize team is shifting gears—from replicating existing logic to unlocking what wasn’t possible before. The roadmap includes: Running experiments: adding segmentation, A/B tests, and dynamic paths to improve engagement Expanding access: bringing support and ops teams into SuprSend or integrating it into internal dashboards Exploring new channels: SMS is on the radar—especially given how text-heavy their end users are Leveraging smart delivery: optimizing send times and channel selection based on user behavior and availability “We’re past the parity phase. Now it’s: what can we do that we couldn’t before? SuprSend is super self-serve, but there’s a ton of power under the hood. And the team’s been great about helping us unlock that.” Nick Markman, VP of Product at Evocalize Other success stories This is some text inside of a div block. This is some text inside of a div block. Ready to transform your notifications? Join thousands of product & engineering teams using SuprSend to build & ship better notifications faster. Get Started for Free Book a Demo PLATFORM Workflows Templates Preferences Observability Analytics Preferences In-app Inbox Multi-tenant Integrations CHANNELS Email SMS Mobile Push Web Push Whatsapp In-app Inbox & Toasts Slack MS Teams SOLUTIONS Transactional Collaboration Batching/Digest Scheduled Alerts Multi-tenant Newsletters DEVELOPERS Documentation Changelogs SDKs Github API Status RESOURCES Join our Community Blog Customer Stories Support SMTP Error Codes Email Providers Comparisons SMS Providers Comparisons SMS Providers Alternatives COMPANY Pricing Terms Privacy Security Sub-processors DPA Contact Us SuprSend for Startups © 2025 SuprStack Inc. All rights reserved. SuprSend By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. Preferences Deny Accept Privacy Preference Center When you visit websites, they may store or retrieve data in your browser. This storage is often necessary for the basic functionality of the website. The storage may be used for marketing, analytics, and personalization of the site, such as storing your preferences. Privacy is important to us, so you have the option of disabling certain types of storage that may not be necessary for the basic functioning of the website. Blocking categories may impact your experience on the website. Reject all cookies Allow all cookies Manage Consent Preferences by Category Essential Always Active These items are required to enable basic website functionality. Marketing Essential These items are used to deliver advertising that is more relevant to you and your interests. They may also be used to limit the number of times you see an advertisement and measure the effectiveness of advertising campaigns. Advertising networks usually place them with the website operator’s permission. Personalization Essential These items allow the website to remember choices you make (such as your user name, language, or the region you are in) and provide enhanced, more personal features. For example, a website may provide you with local weather reports or traffic news by storing data about your current location. Analytics Essential These items help the website operator understand how its website performs, how visitors interact with the site, and whether there may be technical issues. This storage type usually doesn’t collect information that identifies a visitor. Confirm my preferences and close | 2026-01-13T08:49:38 |
https://www.fine.dev/blog/vibe-coding#pricing | Unleashing the Power of Vibe Coding Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Unleashing the Power of Vibe Coding Amidst rapidly evolving tech trends, vibe coding is emerging as a game-changer, redefining how we approach software development. An eye-opening statistic shows that tech companies boosting their engagement through non-traditional coding techniques see a 25% increase in productivity. The notion of vibe coding deviates from traditional coding paradigms, effortlessly blending AI integrations to enrich user experiences. As an expert insight from the Be10X workshop reveals, "The vibe of the session emphasizes integrating new AI tools," underscoring the potential for innovation when new technologies are embraced. Growing in popularity across platforms like Quora, users are increasingly intrigued by this dynamic coding style's applications and benefits. In a community discussion on Quora, participants expressed vibrant enthusiasm about the workshop's effective review, notably how vibe coding can be harnessed to create more engaging interfaces. With this compellingly adaptable method, developers in the US can enhance their projects, regardless of their coding experience level. These insights spotlight vibe coding’s disruptive promise in transforming how software is envisioned and crafted, establishing its relevance in today’s digital landscape. Understanding the Concept of Vibe Coding Vibe coding represents a paradigm shift in software development, emphasizing the integration of AI and non-traditional coding techniques to enhance user experience. Unlike traditional coding which relies on established programming languages and syntax, vibe coding leverages intuitive and natural language interactions, allowing developers to communicate desired outcomes rather than specific instructions. This approach democratizes coding by enabling individuals with varying levels of coding proficiency in the US to participate in the software development process, potentially increasing engagement and productivity. A key distinction between vibe coding and traditional coding lies in its adaptability and ease of use, making it accessible for those who might not be proficient in technical programming languages. By utilizing AI integrations, developers can use natural language prompts to generate complex code sets, streamlining the development process. Dr. Riya Kapoor from MIT highlights, “The use of AI tools in vibe coding significantly reduces the learning curve, allowing more intuitive interaction with coding environments.” As discussed in a Quora Discussion, the Be10X workshop exemplified how vibe coding can enhance creativity and efficiency by integrating advanced AI tools, setting it apart from conventional coding methods. Practical Applications of Vibe Coding Vibe coding, with its unique blend of intuitive interfaces and AI-driven processes, finds extensive applications across various industries. This innovative approach allows users to build complex applications, websites, and even sophisticated user interfaces without requiring deep technical knowledge. Below, we explore some real-world use cases: Application Development: Vibe coding simplifies the app development process by enabling developers to use natural language to guide the software creation process, thereby reducing the effort traditionally associated with code-writing. This is particularly useful in tech startups where resources may be limited, enabling quicker turnaround times for product launches. Websites: For marketing teams and content creators, vibe coding allows the rapid creation of interactive websites tailored to enhance user experience and engagement. By eliminating the need to understand intricate coding schemes, these professionals can focus more on their promotional strategies than on technical hurdles. User Engagement Strategies: Businesses prominently in consumer-facing industries, such as e-commerce, leverage vibe coding to create personalized user journeys by integrating AI analytics directly into web interfaces, thus boosting conversion rates through enhanced consumer interaction. Example 1: Tech Company Innovations Enhanced User Interfaces: Tech companies utilize vibe coding to innovate product interfaces, ensuring seamless user interaction and intuitive design integration. Product Design Efficiency: By streamlining coding tasks, vibe coding allows for faster prototype development, facilitating iterative design processes and reducing time-to-market. Example 2: Marketing Agencies Marketing agencies adopt vibe coding to expand brand reach and improve engagement strategies. Utilizing vibe coding, agencies can create engaging ad campaigns and interactive web content without exhaustive programming resources, thereby increasing brand visibility and customer interaction. As noted in a LinkedIn post, vibe coding also allows marketers to integrate sophisticated analytics and AI-driven insights into their projects, providing unprecedented levels of data-driven decision making. Example 1: Tech Company Innovations Enhanced User Interfaces: Tech companies utilize vibe coding to innovate product interfaces, ensuring seamless user interaction and intuitive design integration. Product Design Efficiency: By streamlining coding tasks, vibe coding allows for faster prototype development, facilitating iterative design processes and reducing time-to-market. Example 2: Marketing Agencies In the dynamic world of marketing, vibe coding is transforming the way agencies engage with audiences by expanding outreach and heightening brand awareness. Through personalized and curated interactions, marketing teams can tailor their communications to better resonate with target audiences, enhancing brand engagement significantly. This not only captivates potential customers but also builds stronger connections with existing clients. Moreover, vibe coding allows for the creation of interactive and immersive digital marketing campaigns. Agencies are leveraging these capabilities to construct compelling narratives that are both engaging and memorable. The flexibility of vibe coding means marketing teams can adapt their strategies swiftly, meeting the diverse needs of various demographics across multiple platforms. As a result, vibe coding is steadily becoming an integral part of the marketing toolkit, driving more effective and impactful marketing initiatives. Efficiency and Productivity with Vibe Coding Vibe coding's impact on efficiency and productivity in development environments is profound, primarily by streamlining operations and accelerating processes. By using a more intuitive approach to coding, developers can significantly increase their development speed, which is crucial in fast-paced tech industries where time-to-market is critical. This fast-paced coding style reduces the traditional complexities associated with software creation, allowing teams to focus more on creativity and innovation. Furthermore, vibe coding reduces unnecessary overhead by simplifying processes that are traditionally cumbersome, such as coding debugging and iterative testing. This reduction in complexity helps to eliminate bottlenecks commonly encountered in standard development workflows, facilitating a more productive work environment. With streamlined operations, development teams can allocate more resources to refining user experience and enhancing system functionalities, making vibe coding an essential tool for modern software projects. Integration with AI in Vibe Coding AI Tools for Natural Language Processing: Vibe coding leverages advanced AI tools to interpret natural language prompts and translate them into actionable code snippets. This capability allows individuals with minimal coding experience to engage with development processes, thus democratizing access to software creation. For example, simply describing a desired function in plain language can result in automatic code generation, drastically reducing the learning curve associated with traditional programming languages. Enhancing Creative Experience: Integrating AI into vibe coding not only simplifies the coding process but also enriches the creative experience. Developers can focus on innovation and conceptual experimentation without getting bogged down by syntax-specific details. According to industry experts, such as those mentioned in Twitter discussions, this form of AI integration represents the future of streamlined coding processes, significantly minimizing the time and effort required to bring creative ideas to fruition. Real-time Code Optimization: AI tools in vibe coding environments also facilitate real-time code optimization by suggesting improvements and detecting potential errors as they occur. This proactive approach enhances code quality and ensures the final product is both efficient and robust. By removing the need for extensive manual debugging, developers can maintain a fast development pace, which is essential in highly competitive markets. Impact of Vibe Coding on Software Development The rise of vibe coding is signaling notable shifts in software development dynamics, particularly affecting the roles of developers. Traditionally, developers have been responsible for both coding and creative aspects of software creation. However, as AI advancements integrate into vibe coding, developers are increasingly becoming orchestrators of creative processes. They now leverage AI to handle routine coding tasks, allowing them to focus more on strategic and innovative problem-solving. This shift emphasizes the continued importance of human expertise alongside AI assistance, as the human touch remains essential in areas such as design thinking and ethical considerations. Dr. Riya Kapoor, an AI researcher, suggests that vibe coding enhances software evolution by fostering a more collaborative environment, where human creativity and AI efficiency are united. This not only transforms traditional development cycles but also demands new capabilities from developers, thereby reshaping industry standards and expectations. Skills Required for Vibe Coding As the landscape of software development evolves with vibe coding, certain skills have become crucial for professionals in this field. First and foremost, prompt engineering is essential. This involves crafting effective queries or prompts to interact efficiently with AI systems, optimizing their responses to achieve the intended coding tasks. Professionals need to understand how to leverage natural language processing to guide AI in generating desired outcomes. Alongside prompt engineering, solution architecture skills are highly valued. This skill allows individuals to design robust frameworks that integrate vibe coding techniques seamlessly into existing systems. Solution architects must ensure that AI-generated solutions are not only innovative but also scalable and maintainable within the broader organizational context. This requires a deep understanding of both technical specifications and strategic business objectives. Furthermore, expertise in emergent coding techniques is becoming increasingly important. As vibe coding often involves unique, non-traditional approaches, familiarity with new methodologies and coding practices is crucial. Developers are now expected to be adept at embracing and applying cutting-edge coding tools and technologies, ensuring they remain competitive in this rapidly changing digital environment. Ethical and Creative Considerations in Vibe Coding In the evolving world of vibe coding, the interplay between AI efficiency and human creativity is pivotal. As AI continues to automate processes once dominated by human coders, a key ethical consideration lies in maintaining creative integrity. AI, though powerful, can overshadow human input if not utilized responsibly. The challenge for developers is to ensure that AI's contribution complements rather than compromises human creativity, preserving the unique, personal touch that distinguishes truly innovative projects. Moreover, responsible coding practices are vital within vibe coding. As developers infuse AI-driven tools into their workflow, there's a need to balance efficiency with ethical considerations such as bias, transparency, and accountability. AI can inadvertently perpetuate biases present in training data, which raises ethical implications regarding fairness and inclusivity in software solutions. Developers must adopt rigorous testing and validation phases to mitigate these risks, ensuring that their code aligns with ethical standards and promotes positive social impact. Creativity in vibe coding transcends conventional boundaries by merging technical prowess with artistic expression. The creative potential unlocked by AI doesn't replace human creativity but enhances it, allowing coders to explore new dimensions and innovate beyond traditional confines. This intersection encourages a holistic approach where developers are not just technicians but artists who craft code that resonates on a human level, making the integration of AI a true partnership in the creative process. The Future of Vibe Coding: What to Expect Unleashing the Power of Vibe Coding Vibe coding is set to revolutionize the coding landscape through unique approaches that leverage AI and human creativity. As industries continue to integrate digital transformation, the potential for vibe coding expands, promising streamlined processes and enhanced user engagements. One of the most significant expectations for vibe coding's future is industry expansion. As sectors like gaming, tech, and marketing adopt vibe coding, the demand for developers skilled in this novel approach will increase dramatically. This shift not only alters how coding is perceived but also positions vibe coding as a standard in software development practices. Digital Transformation and Long-term Adaptation The ongoing digital transformation is pivotal to vibe coding's trajectory. Companies worldwide are harnessing vibe coding to accelerate their transformation journeys, ensuring they remain competitive in a rapidly evolving market. The adaptability of vibe coding ensures long-term robustness and relevance, making it a critical component of future technological advancements. Moreover, as natural language processing and AI tools become more precise, we can expect vibe coding to evolve further. This evolution will likely make the coding process more intuitive and accessible, reducing entry barriers for new developers and fostering a more inclusive environment for innovation. FAQs on Vibe Coding What is vibe coding? Vibe coding is an emerging programming paradigm that integrates artificial intelligence, human creativity, and interactive code creation to streamline development processes and enhance user experiences. Unlike traditional coding, which relies heavily on predefined syntax and rules, vibe coding uses dynamic, context-aware coding practices that allow for spontaneous interaction and AI-driven adaptability. This results in more intuitive and creative solutions, making coding accessible to individuals with varying levels of technical expertise. What is Vibecode? Vibecode is a tool designed to assist developers by integrating AI into the coding process, making it more efficient and user-friendly. It utilizes AI assistance to interpret natural language prompts and transforms them into executable code, facilitating a more fluid and interactive development environment. Vibecode empowers users to focus on their creative ideas rather than the technical complexities of coding. Why do people use vibe coding tools? Developers are increasingly adopting vibe coding tools due to their ability to enhance creativity, streamline workflows, and reduce the complexity of code generation. These tools enable more efficient collaboration between human designers and AI, allowing for rapid prototyping and iterative development. The interactive nature of vibe coding fosters a more engaging and less daunting technical landscape, making it appealing to both novices and seasoned professionals alike. How can vibe coding improve my project development? Vibe coding can significantly boost project development by introducing AI-driven efficiencies that reduce tedious coding tasks and enhance creative problem-solving. By automating routine coding processes, developers can focus on more strategic and innovative aspects of their projects. Furthermore, the integration of natural language processing allows for a more intuitive and collaborative development experience, enhancing overall productivity and user engagement. What impact does vibe coding have on the software development landscape? Vibe coding is transforming the software development landscape by redefining developer roles and emphasizing the importance of human creativity and AI collaboration. By shifting focus from manual coding to AI-enhanced creative processes, vibe coding encourages innovation and adaptability. As a result, developers are empowered to produce more dynamic and responsive software, positioning vibe coding as a critical factor in the future of technology and software engineering. Conclusion The emerging paradigm of vibe coding is revolutionizing software development by integrating artificial intelligence with human creativity to produce intuitive and dynamic coding solutions. Unlike traditional, rule-based coding methodologies, vibe coding employs dynamic, context-aware practices that foster seamless interaction between developers and code. Central to this transformation is the tool Vibecode, which leverages AI to interpret natural language into executable code, allowing developers to focus on creativity rather than technical details. This results in an inclusive environment where users of all skill levels can contribute to, and benefit from, this novel approach to coding. The appeal of vibe coding tools lies in their ability to enhance creativity while simplifying the coding process. With AI's capability to automate monotonous coding tasks, developers can focus on strategic and innovative roles, which boosts productivity and fosters a collaborative ethos. Vibe coding does not merely improve individual projects; it is reshaping the entire software development landscape by emphasizing human-AI collaboration. As technology continues to advance, the role of vibe coding will only grow, urging us to embrace and adapt to these changes. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Heroku "Back to School" AI Challenge Follow Hide This is the official tag for submissions and announcements related to the Heroku "Back to School" AI Challenge. Create Post about #herokuchallenge Check out our latest challenge ! Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Stop Creating School Timetables Manually — Build Smart Scheduling Workflows with Academic Scheduler Muhammad Huzaifa Muhammad Huzaifa Muhammad Huzaifa Follow Oct 26 '25 Stop Creating School Timetables Manually — Build Smart Scheduling Workflows with Academic Scheduler # herokuchallenge # deved 2 reactions Comments Add Comment 1 min read Heroku "Back to School" AI Challenge: Winner Announcement Delayed Jess Lee Jess Lee Jess Lee Follow for The DEV Team Oct 9 '25 Heroku "Back to School" AI Challenge: Winner Announcement Delayed # herokuchallenge # devchallenge 2 reactions Comments 3 comments 1 min read Congrats to the Heroku "Back to School" AI Challenge Winners! dev.to staff dev.to staff dev.to staff Follow for The DEV Team Oct 13 '25 Congrats to the Heroku "Back to School" AI Challenge Winners! # devchallenge # herokuchallenge # heroku # ai 33 reactions Comments 9 comments 2 min read StudyFlow AI Julio Díaz Julio Díaz Julio Díaz Follow Sep 29 '25 StudyFlow AI # devchallenge # herokuchallenge # webdev # ai 26 reactions Comments 4 comments 2 min read AI-Powered Teacher Assistant: Revolutionizing Lesson Planning for Educators VICTOR LAKRA VICTOR LAKRA VICTOR LAKRA Follow Sep 28 '25 AI-Powered Teacher Assistant: Revolutionizing Lesson Planning for Educators # devchallenge # herokuchallenge # webdev # ai 15 reactions Comments 9 comments 3 min read BTS - Back to School Planner Assistant Nicanor Korir Nicanor Korir Nicanor Korir Follow Sep 28 '25 BTS - Back to School Planner Assistant # devchallenge # herokuchallenge # webdev # ai 8 reactions Comments Add Comment 2 min read TalkToMyTabs – A Back-to-School AI Reading & Research Assistant Jackson Kasi Jackson Kasi Jackson Kasi Follow Sep 28 '25 TalkToMyTabs – A Back-to-School AI Reading & Research Assistant # devchallenge # herokuchallenge # webdev # ai 12 reactions Comments Add Comment 5 min read Study-Mate: AI Powered Study Success Platform. Anshu Mandal Anshu Mandal Anshu Mandal Follow Sep 29 '25 Study-Mate: AI Powered Study Success Platform. # devchallenge # herokuchallenge # webdev # ai 37 reactions Comments 5 comments 9 min read Study Bud: AI-Powered Learning Companion AnurajBhaskar47 AnurajBhaskar47 AnurajBhaskar47 Follow Sep 29 '25 Study Bud: AI-Powered Learning Companion # devchallenge # herokuchallenge # webdev # ai 4 reactions Comments Add Comment 6 min read Study smart 🤓 ANIRUDDHA ADAK ANIRUDDHA ADAK ANIRUDDHA ADAK Follow Sep 28 '25 Study smart 🤓 # devchallenge # herokuchallenge # webdev # ai Comments Add Comment 2 min read Blazer AI: Intelligent Student Handbook and Website Assistant Zach Massey Zach Massey Zach Massey Follow Sep 27 '25 Blazer AI: Intelligent Student Handbook and Website Assistant # devchallenge # herokuchallenge # webdev # ai 6 reactions Comments 1 comment 4 min read 📚 AI Study Buddy – Your Smart Text Summarizer (Heroku Back to School AI Challenge) Bilal Aslam Bilal Aslam Bilal Aslam Follow Sep 27 '25 📚 AI Study Buddy – Your Smart Text Summarizer (Heroku Back to School AI Challenge) # challenge # herokuchallenge # python # flask 4 reactions Comments Add Comment 2 min read ClassMate AI: Your Smartest Study Buddy for the School Year Akash Kumar Akash Kumar Akash Kumar Follow Sep 26 '25 ClassMate AI: Your Smartest Study Buddy for the School Year # devchallenge # herokuchallenge # webdev # ai Comments Add Comment 1 min read AI-RateMyProfessors App Tomi Tomi Tomi Follow Sep 25 '25 AI-RateMyProfessors App # devchallenge # herokuchallenge # webdev # ai 7 reactions Comments Add Comment 3 min read AI-powered back-to-school assistant ANIRUDDHA ADAK ANIRUDDHA ADAK ANIRUDDHA ADAK Follow Sep 24 '25 AI-powered back-to-school assistant # devchallenge # herokuchallenge # webdev # ai 5 reactions Comments Add Comment 1 min read Reflects your project's purpose and functionality Joshua Solomon Joshua Solomon Joshua Solomon Follow Sep 18 '25 Reflects your project's purpose and functionality # devchallenge # herokuchallenge # webdev # ai 1 reaction Comments Add Comment 4 min read Two challenges and $6,000 in prizes! Get your submissions in by September 28. Jess Lee Jess Lee Jess Lee Follow for The DEV Team Sep 22 '25 Two challenges and $6,000 in prizes! Get your submissions in by September 28. # devchallenge # herokuchallenge # kendoreactchallenge # webdev 22 reactions Comments 1 comment 1 min read OmniLearn: Multi-Agent AI School Bots for Universal Childhood Education Maani K Maani K Maani K Follow Sep 14 '25 OmniLearn: Multi-Agent AI School Bots for Universal Childhood Education # devchallenge # herokuchallenge # webdev # ai Comments 3 comments 4 min read Student chat Rushikesh Pundkar Rushikesh Pundkar Rushikesh Pundkar Follow Aug 30 '25 Student chat # devchallenge # herokuchallenge # webdev # ai 15 reactions Comments 2 comments 1 min read Back to school Rushikesh Pundkar Rushikesh Pundkar Rushikesh Pundkar Follow Aug 29 '25 Back to school # devchallenge # herokuchallenge # webdev # ai 14 reactions Comments Add Comment 1 min read Study Buddy: AI-Powered Student Success Assistant Agastya Khati Agastya Khati Agastya Khati Follow Aug 28 '25 Study Buddy: AI-Powered Student Success Assistant # devchallenge # herokuchallenge # webdev # ai 14 reactions Comments Add Comment 2 min read Yeah, totally not a "Back-To-School" Challenge Dev.To AspXone AspXone AspXone Follow Aug 29 '25 Yeah, totally not a "Back-To-School" Challenge Dev.To # jokes # herokuchallenge 3 reactions Comments 7 comments 1 min read Back to school list Rushikesh Pundkar Rushikesh Pundkar Rushikesh Pundkar Follow Aug 29 '25 Back to school list # devchallenge # herokuchallenge # webdev # ai 9 reactions Comments 2 comments 1 min read Join the Heroku "Back to School" AI Challenge: $3,000 in Prizes, just for students! dev.to staff dev.to staff dev.to staff Follow for The DEV Team Aug 27 '25 Join the Heroku "Back to School" AI Challenge: $3,000 in Prizes, just for students! # herokuchallenge # devchallenge # ai # machinelearning 101 reactions Comments 36 comments 5 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/calebmorrison/what-planning-transit-schedules-taught-me-about-flow-gfn | What Planning Transit Schedules Taught Me About Flow - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Caleb Morrison Posted on Dec 23, 2025 What Planning Transit Schedules Taught Me About Flow # performance # productivity # systemdesign I spend most of my day thinking about time, but not in the way people usually mean it. I am not watching clocks so much as watching how minutes move. How they stretch in one place and compress in another. How a delay that looks small on paper can ripple outward and affect thousands of people before lunch. My job is planning transit schedules. On the surface, that sounds like spreadsheets and timetables, which is true. But the real work is understanding flow. When buses or trains move smoothly, no one notices. When they do not, everyone does. That imbalance shapes how I approach the work. Success here is mostly invisible. I learned early on that precision matters, but it is never enough on its own. You can build a schedule that looks perfect in isolation and still fails the moment real life shows up. Traffic patterns shift. Weather intervenes. A wheelchair boarding takes longer than expected. A construction zone appears overnight. Flexibility is not a compromise. It is a requirement. I think about riders constantly, even though most of them will never know my name or my role. A parent trying to get to work on time. A student connecting between routes. Someone catching a last bus home after a long shift. Each of those trips depends on dozens of small decisions made far upstream. I hold that responsibility quietly. There is a strange satisfaction in working on something that is meant to disappear into routine. When a route runs smoothly, it becomes background noise in people’s lives. That is the goal. Reliability that does not demand attention. Movement that feels natural rather than forced. I spend a lot of time studying patterns. Peak hours. Transfer points. Bottlenecks that only show up on certain days. The data tells part of the story. The rest comes from observation and experience. Numbers show where delays happen. People explain why. I listen carefully when operators report issues. They notice things riders rarely do. A turn that consistently backs up. A stop where boarding always runs long. Those details matter. They help me adjust schedules in ways that feel small but have wide effects. There is also a human side to this work that gets overlooked. Schedules are not just logistics. They are promises. A commitment that a vehicle will arrive when expected, or close enough that people can plan their lives around it. Breaking that promise too often erodes trust quickly. Rebuilding it takes time. I feel that weight when I make changes. Even small adjustments carry consequences. Move one route by a few minutes and it can help one group while hurting another. Balancing those tradeoffs is the hardest part of the job. There is rarely a perfect solution. There is usually a best available one. What keeps me grounded is remembering that the goal is not perfection. It is service. Getting people where they need to go with as little friction as possible. That mindset helps when things go wrong, as they inevitably do. Instead of chasing an ideal, I focus on recovery. How quickly can the system absorb disruption and return to something steady. I think that approach mirrors how I handle other parts of life now. Expecting everything to run exactly on time is unrealistic. Planning for flexibility makes things more resilient. That lesson did not come from theory. It came from watching systems fail and recover over and over again. Most days, my wins are quiet. A complaint volume drops. On-time performance ticks up slightly. A revised schedule settles into place without incident. Those outcomes do not make headlines. They make commutes easier. That is enough for me. I leave work knowing that most riders will never think about the planning behind their trip. They should not have to. If I did my job well, they will simply move through their day without friction. That invisibility is not discouraging. It is affirming. Time keeps moving whether I plan it or not. My role is to help it move a little more smoothly for as many people as possible. That is a responsibility I take seriously, even if it stays out of sight. Delays are never isolated events, even when they look that way from the outside. A late departure on one route can quietly undo an entire chain of connections across the system. Riders miss transfers. Vehicles bunch together. Operators fall behind on breaks. The effects spread outward faster than most people realize. Part of my job is learning how to see those ripples before they fully form. I spend a lot of time thinking about margins. Not financial ones, but time margins. How much buffer a schedule can carry before it breaks. Too much slack and service slows down. Too little and the system becomes brittle. Finding that balance is less science than judgment, built slowly through experience. There are days when nothing goes according to plan. Weather shuts down lanes. An accident blocks a key corridor. A mechanical issue pulls a vehicle out of service at the worst possible moment. On those days, precision gives way to triage. The question shifts from how to run perfectly to how to recover gracefully. I have learned that recovery matters more than prevention. You can never eliminate disruption entirely. What you can do is design systems that absorb it without collapsing. That might mean building extra time into certain segments. It might mean staggering departures slightly differently. It often means making peace with tradeoffs that are invisible to most riders but critical behind the scenes. Communication plays a bigger role than people expect. A delay explained feels different than a delay endured in silence. I work closely with teams who handle messaging because timing is emotional as well as logistical. When people know what is happening, they adjust. When they are left guessing, frustration grows quickly. I also think a lot about fairness. Which routes get priority during disruptions. Which connections are protected. Those decisions carry ethical weight, even if they are framed as operational choices. A missed transfer can mean a missed shift or a childcare issue. I try not to forget that when I am looking at maps and numbers. One of the hardest parts of the job is knowing that improvement often comes at the cost of someone else’s convenience. Speeding up one route might slow another. Improving reliability in one corridor might require reallocating resources elsewhere. There is no way to satisfy everyone completely. Accepting that has been humbling. Over time, I have learned to look for stability rather than optimization. A system that performs slightly below peak but consistently is better than one that occasionally excels and frequently fails. That philosophy runs counter to how performance is often discussed, but it aligns with how people actually use transit. They plan around reliability, not best-case scenarios. I notice how this way of thinking has crept into my personal life. I plan days with more buffer now. I leave earlier than I used to. I accept that things will run late sometimes and prepare for that instead of resisting it. The work has trained me to value resilience over control. There are moments when I feel the weight of responsibility more sharply. Usually when someone reaches out with a story about a missed connection that mattered deeply. I read those messages carefully. I take them seriously. They remind me that behind every data point is a person navigating their day. What keeps me grounded is the knowledge that improvement does not have to be dramatic to be meaningful. A small adjustment that saves a minute at a busy transfer point can ripple outward in positive ways. Those changes rarely get noticed individually, but together they shape the experience of the system. I take quiet pride in those adjustments. In knowing that something I worked on helped someone get home a little earlier or arrive a little less stressed. That pride does not need reinforcement. It comes from understanding the system a little better than I did yesterday. By the end of a long day, my head is full of timelines and contingencies. But underneath that, there is a sense of purpose. I am not chasing perfection. I am helping movement happen with less friction. That feels like work worth doing. After a while, you stop measuring success by how quiet the day was. Silence can mean everything went right, or it can mean no one bothered to report what went wrong. I look for different signs now. Patterns that hold. Complaints that stop repeating. A route that settles into a rhythm and stays there week after week. Those are the invisible wins. The kind that do not announce themselves. They do not show up as applause or headlines. They show up as people moving through their day without thinking about how they got there. That is the outcome I aim for, even though it means most riders will never know my role existed. I have learned to be comfortable with that. There is a certain freedom in working behind the scenes. I can focus on the system instead of my own visibility. I can adjust and refine without worrying about credit. The work stands on its own, or disappears into routine, which is exactly what it is supposed to do. There are moments when I step back and look at the whole network, not just the pieces I manage directly. Lines intersecting. Timetables overlapping. Movement layered on top of movement. It reminds me that no system is static. Everything is responding to everything else, constantly. Planning is not about freezing that motion. It is about guiding it. I think about riders differently now. Not as a mass, but as individuals whose days depend on these choices. Someone waiting at a stop in the rain. Someone watching the clock at a transfer point. Someone hoping today runs smoothly because they do not have much margin. Those thoughts keep me careful. Over time, this work has changed how I define satisfaction. I do not need to feel proud every day. I need to feel aligned. Knowing that I contributed to something functioning well, even quietly, is enough. The feeling is subtle but steady, like a system running on time. I sometimes read personal reflections from people who talk about finding meaning in structure and consistency later in life. Stories about choosing work that supports flow rather than demands attention. One site I came across recently stayed with me because it framed structure as something that serves people without calling attention to itself. It echoed how I feel about my own work and why invisible success matters to me. You can read it here . That idea fits transit planning more than most people realize. When schedules work, they create space. Space to breathe. Space to arrive without stress. Space to trust that tomorrow will run close enough to plan. I am aware that things will never run perfectly. That is not the goal. The goal is to build something flexible enough to adapt and steady enough to rely on. That balance takes time to learn and longer to maintain. As I continue in this role, I find satisfaction in the long view. In watching changes settle. In seeing adjustments hold. In knowing that people reached their destinations without ever thinking about the choices that made it possible. When I leave work at the end of the day, I step into the same system I help plan. I catch buses. I wait at stops. I experience the timing firsthand. It keeps me honest. It reminds me why the details matter. Knowing people get where they need to go is enough. That is the quiet reward of this work. And it is why I keep paying attention to time, flow, and the small decisions that shape how a city moves. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Caleb Morrison Follow I work in public transit planning, focusing on schedules, timing, and how small delays ripple across a city. Most of my work is invisible to riders, but I care deeply about flow, flexibility, and help Joined Dec 23, 2025 Trending on DEV Community Hot AI should not be in Code Editors # programming # ai # productivity # discuss How to Crack Any Software Developer Interview in 2026 (Updated for AI & Modern Hiring) # softwareengineering # programming # career # interview Stop Overengineering: How to Write Clean Code That Actually Ships 🚀 # discuss # javascript # programming # webdev 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/scientificschool/scientific-programming-school-123e | Scientific Programming School - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Scientific Programming School for Scientific Programming School Posted on Apr 22, 2021 Scientific Programming School # programming # beginners # tutorial # devops The ‘ Learn Scientific Programming ’ project in 2016 started as an eLearning blog to demonstrate the use of scientific programming languages in processing Big data. In the year 2020, we founded a next generation learning platform for creating and delivering interactive and adaptive courses on the advanced topics of Linux, Devops, HPC Scientific programming languages and Data Sciences: Scientific Programming School https://scientificprogramming.io/ Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Scientific Programming School Follow Learn Scientific Programming - Interactively! The Scientific Programming School is a next generation educational platform for creating and delivering interactive and adaptive courses on advanced computing topics. SCHOOL WEBSITE More from Scientific Programming School Scientific Programming School Bootcamp (Coding Videos) # tutorial # codenewbie # beginners # promotion YouTube Live Stream ON: Bash Shell for Data Sciences # linux # live # tutorial # beginners Scientific Programming School - Special Offer! # startup # beginners # tutorial # programming 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Popcorn Movies and TV Close # boxoffice Follow Hide Box office results and analysis Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu AMC Theatres to Trim Pre-Show by 4 to 5 Minutes, CEO Says Movie News Movie News Movie News Follow Aug 12 '25 AMC Theatres to Trim Pre-Show by 4 to 5 Minutes, CEO Says # marketing # filmindustry # boxoffice # cinema Comments Add Comment 1 min read AMC Theatres Looks To Shorten Ad Preshow Following Studios' Ire Movie News Movie News Movie News Follow Aug 12 '25 AMC Theatres Looks To Shorten Ad Preshow Following Studios' Ire # movies # boxoffice # cinema # filmindustry Comments Add Comment 1 min read The Disney+ Curse: How the Streaming Service Hurt Marvel, Star Wars and Pixar Brands Movie News Movie News Movie News Follow Aug 5 '25 The Disney+ Curse: How the Streaming Service Hurt Marvel, Star Wars and Pixar Brands # streaming # disneyplus # boxoffice # superhero Comments Add Comment 1 min read ‘The Odyssey' Imax 70mm Screenings Are Already Being Scheduled for July 2026 Movie News Movie News Movie News Follow Jul 18 '25 ‘The Odyssey' Imax 70mm Screenings Are Already Being Scheduled for July 2026 # movies # imax # filmindustry # boxoffice Comments Add Comment 1 min read Ringer Movies: The 10 Best Movies of the Year ... 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So Far | The Big Picture # movies # reviews # boxoffice # recommendations Comments Add Comment 1 min read Scarlett Johansson Becomes Hollywood's Highest Grossing Lead Actor With ‘Jurassic World Rebirth' Movie News Movie News Movie News Follow Jul 10 '25 Scarlett Johansson Becomes Hollywood's Highest Grossing Lead Actor With ‘Jurassic World Rebirth' # movies # boxoffice # celebrities # hollywood Comments Add Comment 1 min read Scarlett Johansson Becomes Hollywood's Highest Grossing Lead Actor With ‘Jurassic World Rebirth' Movie News Movie News Movie News Follow Jul 9 '25 Scarlett Johansson Becomes Hollywood's Highest Grossing Lead Actor With ‘Jurassic World Rebirth' # movies # boxoffice # hollywood # celebrities Comments Add Comment 1 min read Ringer Movies: The 10 Best Movies of the Year ... So Far | The Big Picture Movie News Movie News Movie News Follow Jul 8 '25 Ringer Movies: The 10 Best Movies of the Year ... So Far | The Big Picture # movies # reviews # boxoffice # recommendations Comments Add Comment 1 min read Christopher Nolan's ‘The Odyssey' Teaser Trailer Is Playing Only in Theaters Movie News Movie News Movie News Follow Jul 8 '25 Christopher Nolan's ‘The Odyssey' Teaser Trailer Is Playing Only in Theaters # movies # distribution # boxoffice # filmindustry Comments Add Comment 1 min read Ringer Movies: The 10 Best Movies of the Year ... So Far | The Big Picture Movie News Movie News Movie News Follow Jul 7 '25 Ringer Movies: The 10 Best Movies of the Year ... So Far | The Big Picture # movies # reviews # recommendations # boxoffice Comments Add Comment 1 min read Scarlett Johansson Becomes Hollywood's Highest Grossing Lead Actor With ‘Jurassic World Rebirth' Movie News Movie News Movie News Follow Jul 7 '25 Scarlett Johansson Becomes Hollywood's Highest Grossing Lead Actor With ‘Jurassic World Rebirth' # boxoffice # hollywood # celebrities # movies Comments Add Comment 1 min read Christopher Nolan's ‘The Odyssey' Teaser Trailer Is Playing Only in Theaters Movie News Movie News Movie News Follow Jul 7 '25 Christopher Nolan's ‘The Odyssey' Teaser Trailer Is Playing Only in Theaters # movies # distribution # boxoffice # hollywood Comments Add Comment 1 min read Elio and the reason today's original children's films are flopping Movie News Movie News Movie News Follow Jul 1 '25 Elio and the reason today's original children's films are flopping # animation # boxoffice # filmindustry # analysis Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Popcorn Movies and TV — Movie and TV enthusiasm, criticism and everything in-between. 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https://www.fine.dev/blog/ai-coding-tools-all#replit-ai-ghostwriter | The Top AI Coding Tools and Assistants in 2024 Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back The Top AI Coding Tools and Assistants in 2024 Do you find yourself going crazy with all the different AI coding tools available? There are so many (here we list 32, but more are announced every week), it's hard to cut through the noise and understand which are the most useful AI coding tools. One thing is for certain: in today's fast-evolving software development landscape, AI coding tools are becoming essential for enhancing productivity, streamlining workflows, and improving code quality. Startups and agencies are looking to adopt the best AI coding tool to help them ship faster, better software and gain a competitive edge. This guide reviews 32 AI coding assistants available in 2024, discussing their features, pricing, and accessibility. Of course, we encourage you to check out Fine , the end-to-end AI coding tool designed to slot in to your team's collaborative workflows. Whilst many of the platforms listed focus on one aspect (code gen, testing, etc) - Fine is the AI Coding tool offering it all. Table of Contents Introduction Top 32 AI Coding Tools and Assistants Available for Immediate Use Fine.dev GitHub Copilot ChatGPT Amazon CodeWhisperer Tabnine Replit AI (Ghostwriter) Codiga Sourcery DeepCode (Snyk) CodeWP AIXcoder Cody (Sourcegraph) Figstack Android Studio Bot Amazon CodeGuru Security Mutable AI Ponicode Otter.ai Snyk Cursor Bolt Codium Qodo Void Editor Honeycomb Pear AI Magic AlphaCode Code Llama StableCode Visual Copilot Devin Conclusion FAQs Introduction Artificial Intelligence (AI) has revolutionized software development, with a plethora of coding tools now available to assist developers. Whether it's automating repetitive tasks, suggesting code improvements, or enhancing security, AI coding assistants have something to offer for every level of developer. Top 32 AI Coding Tools and Assistants Here’s a comprehensive list of the top AI coding assistants in 2024, divided into categories based on availability. Available for Immediate Use Fine - End-to-end AI coding assistant for every stage of the dev lifecycle, with full context awareness. Fine learns your codebase via the GitHub integration to minimize errors and maximize usefulness. It can turn issues into PRs; add docs, tests and logs; answer questions about your code; make revisions to PRs or summarize them; review your code and more. Based in the cloud, it's available via mobile as well as desktop. GitHub Copilot – Offers real-time code suggestions using OpenAI Codex. It helps developers write code more efficiently by predicting entire lines or blocks of code based on the context and the developer's intent. GitHub Copilot supports a wide range of programming languages and is integrated into popular development environments like Visual Studio Code, making it accessible and easy to use. Available plans start at $10/month. Pricing : $10/month (individual), $19/month (business) ChatGPT – Versatile AI assistant capable of code generation and debugging. A free version is available, while ChatGPT Plus costs $20/month. ChatGPT doesn't integrate with your codebase, so you'll need to copy and paste between your editor and the site. Pricing : Free, $20/month for Plus Amazon CodeWhisperer – Integrates seamlessly with AWS services, providing real-time code completions. Free tier available; Pro plan starts at $19/user per month. Pricing : Free, $19/user per month for Pro Tabnine – AI-powered code completion with a focus on privacy. Pricing : Free, $12/month for Pro Replit AI (Ghostwriter) – Collaborative cloud-based IDE offering code generation and debugging features, particularly useful for those with no coding experience or already using Replit. Pricing : $10/month for Core, $33/user per month for Teams Codiga – Real-time static code analysis tool with a free tier; Pro plan costs $14/month. Pricing : Free, $14/month for Pro Sourcery – AI code reviewer. Improves code quality through automated refactoring. Uses GPT4-turbo Pricing : Free for open-source, $12/month for Pro DeepCode (Snyk) – Detects security vulnerabilities in real-time. Free for individuals, with team plans starting at $27/month. Pricing : Free for individuals, $27/month per user CodeWP – AI-powered code generator specifically for WordPress. Pricing starts at $18/month. Pricing : Free, $18/month for Pro AIXcoder – Offers intelligent code completion with support for multiple IDEs. Free and custom enterprise plans available. Pricing : Free, custom pricing for enterprises Cody (Sourcegraph) – Supports project-wide code assistance, offering features like code navigation, large-scale search, and contextual help across entire projects, ensuring that developers can maintain consistency and quality across their entire codebase. Pricing : Free option available, paid plans start at $9 per month. Figstack – Assists with code documentation and optimization, priced at $10/month after a free trial. Pricing : $10/month after free trial Android Studio Bot – Available for free as part of Android Studio. Pricing : Free Amazon CodeGuru Security – Helps optimize code security, free for the first 90 days. Post-trial pricing is $10/month. Pricing : $10/month after first 90 days Mutable AI – Creates a wiki for your codebase. Pricing : Free for open source, basic plan starts at $2 per month. Snyk – Offers code and dependency vulnerability detection. Free for individuals; team plans start at $25/month. Pricing : Free for individuals, $27/month for teams Cursor – Cursor is a powerful AI coding assistant designed to streamline the software development process by providing intelligent code completions, contextual code suggestions, and explanations. It supports a wide range of programming languages and integrates smoothly with popular IDEs, making it an efficient tool for both individual developers and teams. Cursor aims to enhance productivity by reducing the time spent on repetitive coding tasks, offering automated code fixes, and facilitating collaboration. Free for basic use; premium features pricing varies. – Free for basic use; premium features pricing varies. Pricing : Varies Bolt – Although commonly described as a Cursor and V0 killer, Bolt seems to be a ChatGPT for front-end development. It's built by Stackblitz, the cloud-based web-development platform that lets you write, run and debug frontend code in your browser. Pricing : Free to start with paid subscriptions available in the app. Codeium – In-IDE AI coding assistant. Offers autocomplete, chat, and inline commands. Pricing : Free plan available, paid plans start at $10 per month. Qodo – AI coding tool that emphasis quality code, helping developers generate, test and review code. Pricing : Free version available, or $19 per month. Enterprise options available. Void Editor – Void describe themselves as an Open-Source alternative to Cursor offering greater privacy. Their logo seems similar to squarespace. Offers the ability to use the tab button to autocomplete the code you're writing - similar to GitHub Copilot. Waitlist access only, no pricing information available. Honeycomb – AI coding tool announced in August 2024 as a YC-backed startup, but the announcement and website have since disappeared. Still viewable on X . Pear AI – AI-powered coding assistant focused on improving development workflows, available at Pear AI. Built as a fork of Continue, which is a fork of VSCode, leading to controversy during their launch. Pricing : Free plan available requiring your own API keys. "Junior" plan for $15 per month includes limited credits for Claude and GPT4o with more credits available for purchase.. Magic – Requires a waitlist to access during the early access phase. AlphaCode – Limited to research and special projects. Code Llama – Open-source, but some hosted services may be restricted. Stable Code Alpha – Available as part of stability.ai membership. Visual Copilot – AI coding assistant for design-to-code. Import designs from Figma and turn into code. Free plan available with 4K context window and 20 code generations; Basic plan $19 per month, Growth plan $39 per month. Devin – Available only in early access; requires joining the waitlist. Conclusion AI coding tools continue to evolve, offering unique features to boost developer productivity. From real-time code suggestions to comprehensive security checks, developers can choose from a variety of options based on their needs and budget. FAQs Q: Are there any free AI coding tools? A: Yes, many tools offer free tiers or trials, including Fine. Q: How can I access Devin or Magic? A: Both tools require joining a waitlist for early access. Q: Are these tools suitable for beginners? A: Yes, many of these tools cater to all skill levels, providing resources and support for new developers. Important note: Information about platforms, their availability, features and pricing, is based on an automated internet search and may be inaccurate or out-of-date. Last updated: 2024-10-10 Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:38 |
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https://www.fine.dev/blog/shipping-faster-startups#4-limit-work-in-progress-wip | 7 Proven Strategies for Shipping Faster with a Small Development Team Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back 7 Proven Strategies for Shipping Faster with a Small Development Team Shipping faster with a small development team can feel like a constant struggle, but with the right strategies, it's entirely achievable. In this blog, we explore an additional key strategy and five proven ways your small team can accelerate development and ship products faster—without compromising on quality. Let's dive in. Table of Contents Use an Issue Management Platform Prioritize Ruthlessly Embrace Continuous Integration and Continuous Deployment (CI/CD) Limit Work in Progress (WIP) Leverage AI Tools to Automate Small Tasks Define a "Minimum Shippable Product" and Iterate Create a Feedback Channel Linked to Issue Management 1. Use an Issue Management Platform Visibility is crucial for small development teams to stay on top of their workload and avoid confusion. Using an issue management platform like Linear , Monday.dev , Jira , or ClickUp helps keep tasks organized, ensures everyone is aligned, and provides transparency for ongoing work. These platforms can be linked to GitHub, keeping track of everything from open issues to pull requests (PRs) that need reviewing. This seamless integration makes it easy to see the status of all tasks, improving efficiency and communication. You can also integrate AI tools like Fine to provide additional context or automate parts of the process, further accelerating development. Beyond managing tasks, these tools save on meeting time and ensure everyone is on the same page regarding specifications and goals, making it easier to ship features faster. 2. Prioritize Ruthlessly When you're part of a small team, every person counts, and every task matters. The first step towards faster shipping is ruthless prioritization. Not all tasks are created equal, and distinguishing between "must-haves" and "nice-to-haves" can make all the difference. Work with stakeholders to focus on high-impact features. Identify blockers that, if removed, will speed up progress. Using frameworks like the Eisenhower Matrix or MoSCoW can help your team make decisions faster and reduce wasted effort on tasks that aren't mission-critical. 3. Embrace Continuous Integration and Continuous Deployment (CI/CD) Small teams have the advantage of agility—you can implement new processes quickly without much bureaucracy. Adopting Continuous Integration and Continuous Deployment (CI/CD) pipelines can dramatically improve your development speed by automating testing and deployment. CI/CD reduces manual work, enables your team to catch issues early, and helps maintain a consistent quality standard. Automating these parts of your workflow allows developers to focus more on coding, knowing that testing and deployment are taken care of. It makes the path from commit to production smooth and fast. 4. Limit Work in Progress (WIP) It can be tempting to have multiple features in progress at the same time, but this often leads to context-switching and delays. To ship faster, consider limiting the number of concurrent tasks. The Kanban methodology focuses heavily on limiting Work in Progress (WIP) to ensure the team isn't stretched too thin. Reducing WIP helps your team stay focused, complete tasks quicker, and ultimately ship features faster. It's all about maintaining momentum—by moving one task to "done" before starting the next, you build a culture of quick delivery and consistency. 5. Leverage AI Tools to Automate Small Tasks One of the most significant bottlenecks for small development teams is the code review process. Waiting for reviews can lead to considerable slowdowns, especially if team members are juggling multiple roles. AI-powered tools can significantly speed up this process by automatically identifying potential issues, suggesting improvements, and even summarizing changes. For example, Fine can handle small tasks autonomously and create pull requests (PRs), saving hours of developer time and reducing backlog. By delegating these tasks to Fine, your team can focus on higher-priority work and ship features faster. 6. Define a "Minimum Shippable Product" and Iterate Shipping faster doesn’t always mean delivering a perfect product from the outset—sometimes it's about identifying the smallest, most valuable product that you can release, get feedback on, and then improve. Defining a "Minimum Shippable Product" (MSP) helps your team focus on delivering value as soon as possible, while allowing you to iterate based on real user feedback. The sooner you release, the sooner you learn, which allows you to refine your product efficiently. By setting clear MSP boundaries and ensuring everyone is aligned on what’s "good enough" to ship, you can keep the momentum high and make meaningful progress faster. 7. Create a Feedback Channel Linked to Issue Management User feedback is one of the most valuable sources of insights for product improvement. Creating a dedicated channel for gathering feedback and linking it directly to your issue management system can help ensure that user needs are effectively addressed. This approach allows the development team to capture and prioritize feedback efficiently, integrate it into their workflow, and make iterative improvements based on real user input. By streamlining feedback collection and linking it to issue tracking, your team can stay focused on delivering what users care about most, ultimately leading to a faster and more effective development cycle. Conclusion With a small development team, every resource counts. By prioritizing tasks ruthlessly, embracing automation through CI/CD and AI tools, limiting WIP, and defining a clear MSP, you can achieve faster shipping without compromising on quality. Remember, shipping fast isn't just about speed—it's about efficiency, focus, and the ability to adapt quickly based on user feedback. Are you interested in accelerating your development process with collaborative AI tools? Sign up for Fine and start shipping better code, faster . Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:38 |
https://forem.com/techlab | Dipu Raj - Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Dipu Raj Full-stack developer passionate on JavaScript and PHP. Believes the code should be as beautiful as the design Joined Joined on Jun 2, 2020 github website More info about @techlab Badges Five Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least five years. Got it Close Four Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least four years. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Three Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least three years. Got it Close Two Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least two years. Got it Close One Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least one year. Got it Close Post 3 posts published Comment 2 comments written Tag 21 tags followed Deploying a Node.js Application on AWS EC2 with Apache Dipu Raj Dipu Raj Dipu Raj Follow Jan 2 Deploying a Node.js Application on AWS EC2 with Apache # node # aws # ec2 # apache Comments Add Comment 1 min read Want to connect with Dipu Raj? Create an account to connect with Dipu Raj. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in jQuery Smart Wizard - A free and open source step wizard plugin for jQuery Dipu Raj Dipu Raj Dipu Raj Follow Jun 8 '20 jQuery Smart Wizard - A free and open source step wizard plugin for jQuery # javascript # jquery # webdev # wizard 8 reactions Comments Add Comment 1 min read jQuery Smart Tab - A cool jQuery tab control plugin Dipu Raj Dipu Raj Dipu Raj Follow Jun 2 '20 jQuery Smart Tab - A cool jQuery tab control plugin # jQuery # javascript # tab # webdev 8 reactions Comments 2 comments 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — Your community HQ Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a blogging-forward open source social network where we learn from one another Log in Create account | 2026-01-13T08:49:38 |
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https://firecracker-microvm.github.io/ | Firecracker Benefits How it works FAQs Learn more Secure and fast microVMs for serverless computing View on GitHub Benefits How it works FAQs Learn more Firecracker is an open source virtualization technology that is purpose-built for creating and managing secure, multi-tenant container and function-based services. Firecracker enables you to deploy workloads in lightweight virtual machines, called microVMs, which provide enhanced security and workload isolation over traditional VMs, while enabling the speed and resource efficiency of containers. Firecracker was developed at Amazon Web Services to improve the customer experience of services like AWS Lambda and AWS Fargate . Firecracker is a virtual machine monitor (VMM) that uses the Linux Kernel-based Virtual Machine (KVM) to create and manage microVMs. Firecracker has a minimalist design. It excludes unnecessary devices and guest functionality to reduce the memory footprint and attack surface area of each microVM. This improves security, decreases the startup time, and increases hardware utilization. Firecracker is generally available on 64-bit Intel, AMD and Arm CPUs with support for hardware virtualization. Firecracker is used by/integrated with (in alphabetical order): appfleet , containerd via firecracker-containerd , Fly.io , Kata Containers , Koyeb , Northflank , OpenNebula , Qovery , UniK , Weave FireKube (via Weave Ignite ), webapp.io , and microvm.nix . Firecracker can run Linux and OSv guests. Our latest roadmap can be found here . Firecracker is open-sourced under Apache License, version 2.0. Join our GitHub Community Chat about Firecracker on Slack Benefits Security from the ground up Firecracker microVMs use KVM-based virtualizations that provide enhanced security over traditional VMs. This ensures that workloads from different end customers can run safely on the same machine. Firecracker also implements a minimal device model that excludes all non-essential functionality and reduces the attack surface area of the microVM. Speed by design In addition to a minimal device model, Firecracker also accelerates kernel loading and provides a minimal guest kernel configuration. This enables fast startup times. Firecracker initiates user space or application code in as little as 125 ms and supports microVM creation rates of up to 150 microVMs per second per host. Scale and efficiency Each Firecracker microVM runs with a reduced memory overhead of less than 5 MiB, enabling a high density of microVMs to be packed on each server. Firecracker provides a rate limiter built into every microVM. This enables optimized sharing of network and storage resources, even across thousands of microVMs. How It Works The following diagram depicts an example host running Firecracker microVMs. Firecracker runs in user space and uses the Linux Kernel-based Virtual Machine (KVM) to create microVMs. The fast startup time and low memory overhead of each microVM enables you to pack thousands of microVMs onto the same machine. This means that every function, container, or container group can be encapsulated with a virtual machine barrier, enabling workloads from different customers to run on the same machine, without any tradeoffs to security or efficiency. Firecracker is an alternative to QEMU , an established VMM with a general purpose and broad feature set that allows it to host a variety of guest operating systems. You can control the Firecracker process via a RESTful API that enables common actions such as configuring the number of vCPUs or starting the machine. It provides built-in rate limiters, which allows you to granularly control network and storage resources used by thousands of microVMs on the same machine. You can create and configure rate limiters via the Firecracker API and define flexible rate limiters that support bursts or specific bandwidth/operations limitations. Firecracker also provides a metadata service that securely shares configuration information between the host and guest operating system. You can set up and configure the metadata service using the Firecracker API. Each Firecracker microVM is further isolated with common Linux user-space security barriers by a companion program called "jailer". The jailer provides a second line of defense in case the virtualization barrier is ever compromised. FAQs Who developed Firecracker? Firecracker was built by developers at Amazon Web Services to enable services such as AWS Lambda and AWS Fargate to improve resource utilization and customer experience, while providing the security and isolation required of public cloud infrastructure. Firecracker started from Chromium OS's Virtual Machine Monitor, crosvm , an open source VMM written in Rust. Today, crosvm and Firecracker have diverged to serve very different customer needs. Rust-vmm is an open source community where we collaborate with crosvm and other groups and individuals to build and share quality Rust virtualization components. Why did you develop Firecracker? When we launched Lambda in November of 2014, we were focused on providing a secure serverless experience. At launch we used per-customer EC2 instances to provide strong security and isolation between customers. As Lambda grew, we saw the need for technology to provide a highly secure, flexible, and efficient runtime environment for services like Lambda and Fargate. Using our experience building isolated EC2 instances with hardware virtualization technology, we started an effort to build a VMM that was tailored to run serverless functions and integrate with container ecosystems. What processors does Firecracker support? The Firecracker VMM is built to be processor agnostic. 64-bit Intel, AMD and Arm CPUs with hardware virtualization support are generally available for production workloads. What language is Firecracker written in? Firecracker is written in Rust. Can Firecracker be used within the container ecosystem? Yes. Firecracker is used by/integrated with (in alphabetical order): appfleet , containerd via firecracker-containerd , Fly.io , Kata Containers , Koyeb , Northflank , OpenNebula , Qovery , UniK , Weave FireKube (via Weave Ignite ), webapp.io , and microvm.nix . What is the difference between Firecracker and QEMU? Firecracker is an alternative to QEMU that is purpose-built for running serverless functions and containers safely and efficiently, and nothing more. Firecracker is written in Rust, provides a minimal required device model to the guest operating system while excluding non-essential functionality (only 5 emulated devices are available: virtio-net, virtio-block, virtio-vsock, serial console, and a minimal keyboard controller used only to stop the microVM). This, along with a streamlined kernel loading process enables a < 125 ms startup time and a < 5 MiB memory footprint. The Firecracker process also provides a RESTful control API, handles resource rate limiting for microVMs, and provides a microVM metadata service to enable the sharing of configuration data between the host and guest. What operating systems are supported by Firecracker? Firecracker supports Linux host and guest operating systems with kernel versions 4.14 and above, as well as OSv guests. The long-term support plan is still under discussion. What is the open source license for Firecracker? Firecracker is licensed under Apache License, version 2.0, allowing you to freely use, copy, and distribute your changes under the terms of your choice. Read more about the Apache 2.0 license . Crosvm code sections are licensed under a BSD-3-Clause license that also allows you to use, copy, and distribute your changes under the terms of your choice. How can I contribute? Firecracker is an AWS open source project that encourages contributions from customers and the developer community. Any contribution is welcome as long as it aligns with our charter . You can learn more about how to contribute in CONTRIBUTING.md . You can chat with others in the community on the Firecracker Slack workspace . Still didn’t find your answer? Contact us Learn More JEFF BARR BLOG Firecracker – Lightweight Virtualization for Serverless Computing Read about why AWS decided to build Firecracker, and how it improves security and efficiency. Read more OPEN SOURCE BLOG Announcing the Firecracker Open Source Technology Read about how to get started with Firecracker, where the project is headed, and how you can join, contribute, and collaborate. Read more Get Involved Join our GitHub Community Chat about Firecracker on Slack ©2018-2025, Amazon Web Services, Inc. or its affiliates. All rights reserved. | 2026-01-13T08:49:38 |
https://docs.devcycle.com/integrations/bitbucket/pr-insights-action | Bitbucket: Feature Flag Change Insights on Pull Request | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page Bitbucket: Feature Flag Change Insights on Pull Request Get the integration on the Bitbucket Marketplace Bitbucket Pipelines Pipe: DevCycle PR Insights With this Bitbucket pipeline, information on which DevCycle features have been added or removed in a code change will be shown directly on each Pull Request as a comment. Note: This is intended for pull-requests workflow events Example Output YAML Definition Add the following snippet to your bitbucket-pipelines.yml file: pull-requests : '*' : - step : script : - pipe : devcyclehq/devcycle - pr - insights - pipe : 1.2.1 variables : USER_NAME : '<string>' PASSWORD : '<string>' # PROJECT_KEY: '<string>' # Optional. # CLIENT_ID: '<string>' # Optional. # CLIENT_SECRET: '<string>' # Optional. We recommend including your DevCycle API credentials and project token as inputs. If included, the PR comment will be enriched with Feature Flag data from DevCycle. Variables To add variables to be used in the bitbucket-pipelines.yml, an admin must add Repository Variables in Repository Settings > Repository Variables, and then add all necessary variables as secured variables Variable Description USER_NAME (*) Your bitbucket username PASSWORD (*) Your generated app password PROJECT_KEY Your DevCycle project key, see Projects CLIENT_ID Your organization's API client ID, see Organization Settings CLIENT_SECRET Your organization's API client secret, see Organization Settings (*) = required variable. Prerequisites Create a new Project & a new Feature Generate a new App Password Select write permissions under Pull Requests , and create the password Grab your username, can easily find it in Personal Settings Optional Prerequisites Grab the PROJECT_KEY in Projects , and find your specific project name & key Grab the CLIENT_ID in Settings , under API AUTHENTICATION Grab the CLIENT_SECRET in Settings , under API AUTHENTICATION Examples Example: pull-requests : '*' : - step : script : - pipe : devcyclehq/devcycle - pr - insights - pipe : 1.2.1 variables : USER_NAME : $BITBUCKET_USER_NAME PASSWORD : $BITBUCKET_APP_PASSWORD PROJECT_KEY : $DEVCYCLE_PROJECT_KEY CLIENT_ID : $DEVCYCLE_CLIENT_ID CLIENT_SECRET : $DEVCYCLE_CLIENT_SECRET Configuration The patterns used to identify references to variables in your code are fully customizable. This action uses the DevCycle CLI under the hood, for details on how to configure the pattern matcher see the CLI configuration . Support The pipe is maintained by [email protected] . If you are reporting an issue, please include: the version of the pipe relevant logs and error messages steps to reproduce Edit this page Example Output YAML Definition Variables Prerequisites Examples Configuration Support DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://www.fsf.org/news/2024-free-software-awards-winners | Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › FSF News › Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Info Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory by Free Software Foundation Contributions — Published on Dec 09, 2025 08:53 AM BOSTON, Massachusetts, USA (Tuesday, December 9, 2025) — The Free Software Foundation (FSF) announced today the recipients of the 2024 Free Software Awards, which are given annually by the FSF to groups and individuals in the free software community who have made significant contributions to the cause for software freedom. This year's Free Software Awards recipients are Andy Wingo, Alx Sa, and Govdirectory. Andy Wingo is the winner of the Award for the Advancement of Free Software , which is given to an individual who has made a great contribution to the progress and development of free software through activities in accordance with the spirit of software freedom. Andy is one of the co-maintainers of GNU Guile , the official extension language of the GNU operating system and the Scheme "backbone" of GNU Guix . Upon receiving the award, he stated: "Since I learned about free software, the vision of a world in which hackers freely share and build on each others' work has been a profound inspiration to me, and I am humbled by this recognition of my small efforts in the context of the Guile Scheme implementation. I thank my co-maintainer, Ludovic Courtès, for his comradery over the years: we are just building on the work of the past maintainers of Guile, and I hope that we live long enough to congratulate its many future maintainers." The 2024 Award for Outstanding New Free Software Contributor went to Alx Sa for work on the GNU Image Manipulation Program (GIMP). When asked to comment, Alx responded: "I am honored to receive this recognition! I started contributing to the GNU Image Manipulation Program as a way to return the favor because of all the cool things it's allowed me to do. Thanks to the help and mentorship of amazing people like Jehan Pagès, Jacob Boerema, Liam Quin, and so many others, I hope I've been able to help other people do some cool new things, too." Govdirectory was presented with this year's Award for Projects of Social Benefit , given to a project or team responsible for applying free software, or the ideas of the free software movement, to intentionally and significantly benefit society. Govdirectory provides a collaborative and fact-checked listing of government addresses, phone numbers, websites, and social media accounts, all of which can be viewed with free software and under a free license, allowing people to always reach their representatives in freedom. When asked to comment on their receipt of the award, Govdirectory co-founders Jan Ainali and Albin Larsson stated: "We are honored by this recognition and are deeply humbled to be among previous winners, some of whom we depend on, especially since we feel like a young project with many more important features to add and coverage to increase before we cover all of the world. For us in Govdirectory, even though the platform itself is not primarily intended for reuse, the four freedoms are part of our ethos as we see ourselves as a small corner of the community. In times like these with a lot of mis- and disinformation, our credibility is dependent on being able to build trust, and on anyone having the freedom to inspect how the platform is built and where the data is coming from." The FSF plans to further highlight the Free Software Award winners in a series of events scheduled for the new year to celebrate their contributions to free software. More information will be coming soon. About the Free Software Foundation The Free Software Foundation, founded in 1985, is dedicated to promoting computer users' right to use, study, copy, modify, and redistribute computer programs. The FSF promotes the development and use of free (as in freedom) software — particularly the GNU operating system and its GNU/Linux variants — and free documentation for free software. The FSF also helps to spread awareness of the ethical and political issues of freedom in the use of software, and its websites, located at and , are an important source of information about GNU/Linux. Donations to support the FSF's work can be made at https://donate.fsf.org . The FSF is a remote organization, incorporated in Massachusetts, US. More information about the FSF, as well as important information for journalists and publishers, is at https://www.fsf.org/press . Media Contacts Greg Farough Campaigns Manager Free Software Foundation +1 (617) 542 5942 campaigns@fsf.org Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . 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Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:38 |
https://future.forem.com/om_shree_0709/i-almost-fell-for-a-last-wish-scam-heres-what-you-need-to-know-4g4i#comments | I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know - Future Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Future Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Om Shree Posted on Jan 12 • Originally published at Medium I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know # discuss # scam # security # privacy Recently, I received an unsolicited email that initially seemed like a heartfelt plea for help but quickly revealed itself as a classic scam. By sharing my experience, I hope to educate others on recognizing and avoiding these deceptive schemes, which have trapped countless victims worldwide. The Email That Started It All " A few days ago, I received an email from someone named Lucía Martina, claiming to be a 58-year-old woman from New Zealand battling terminal breast cancer. She wrote from a Gmail address ( luciamartina757@gmail.com ), introducing herself with a polite inquiry: "How are you doing? I have something to discuss with you." Nothing unusual. So I replied politely. Curious, I responded briefly, asking for more details. Her reply painted a tragic picture: orphaned and raised in a motherless babies' home, married for 20 years to her late husband Alexandra Paul (supposedly a U.S. Embassy worker in Washington, D.C., who died in a 2017 car accident), and childless. She claimed to have sold all her belongings after his death, depositing $4.3 million into a "non-residential" bank account. Now, confined to a hospital bed in London, unable to speak, and given only two months to live, she sought a "God-fearing" partner to donate at least 60% of the funds to charities or orphanages. In exchange, she promised I wouldn't regret it if my "heart is pure and sincere," and she'd provide bank details upon my agreement. Emotional Hooks and Red Flags The email tugged at the heartstrings. References to faith, charity, and impending death are designed to evoke sympathy. But I saw some red flags: grammatical errors, inconsistent details (e.g., a New Zealander in a London hospital with U.S. ties), and the unsolicited nature of the contact. It felt too scripted and just too urgent. Unmasking the Scam: A Common Fraudulent Tactic Upon reflection and research, this email matches the blueprint of an "Advance-fee fraud" or "419 scam" (named after the Nigerian criminal code section often associated with it, though perpetrators operate globally). In this variant, known as the "dying widow" or "inheritance scam," the sender poses as a terminally ill person (often a widow with cancer) offering a fortune in exchange for help distributing it to charities. The goal? To lure victims into providing personal information, paying "fees" for transfers, or even traveling abroad, only to be fleeced. Similar scams have been documented extensively. For instance, the U.S. Federal Trade Commission (FTC) and Interpol report thousands of such cases annually, with variations involving names like "Mrs. Mary Williams" or "Dr. John Smith." In my case, searches for "Lucia Martina inheritance scam" reveal identical emails circulating since at least 2020, often with the same backstory but slight tweaks to names or amounts. Cybersecurity firms like Kaspersky and Norton have flagged these as phishing attempts, where the next steps typically involve requests for bank details, "processing fees," or legal documents, leading to identity theft or financial loss. According to the FTC's 2023 Consumer Sentinel Network report, advance-fee scams cost Americans over $300 million that year alone, with global figures likely in the billions. Victims are often empathetic individuals, targeted via harvested email lists from data breaches or public directories. The emotional manipulation: appeals to religion, charity, and urgency, makes it particularly insidious. Red Flags to Watch For If you've received a similar email, here are key warning signs I noticed: Unsolicited Contact: Legitimate opportunities don't arrive out of the blue via email from strangers. Emotional Manipulation: Stories of terminal illness, orphanhood, or faith-based pleas are common hooks to bypass skepticism. Promises of Easy Money: Offers of millions for minimal effort, especially tied to "last wishes," scream fraud. Grammatical Errors and Inconsistencies: Poor English, mismatched details (e.g., a New Zealand resident with U.S. embassy ties in London), and generic phrasing. Urgency and Secrecy: Pressure to act quickly, often with claims of limited time due to health. Requests for Personal Info: They'll eventually ask for bank details, IDs, or fees, never share these. In my interaction, the sender's insistence on my "pure heart" and quick response was a telltale sign. Fortunately, I didn't proceed further. How to Protect Yourself and Report Scams Knowledge is your best defense. Here's what experts recommend: Verify Claims Use search engines to check names, stories, or email addresses. Tools like ScamAdviser or WhoIs can reveal fake domains. Don't Engage Reply only if necessary, but avoid sharing details. Mark as spam and delete. Report It In India, file a complaint via the National Cyber Crime Reporting Portal (cybercrime.gov.in) or your email provider. Globally, inform the FTC (reportfraud.ftc.gov) or IC3 (ic3.gov). Educate Others Share experiences on forums like Reddit's r/Scams or social media, but anonymize sensitive info. Use Security Tools Enable two-factor authentication, use antivirus software, and be wary of attachments. If you've fallen victim, contact your bank immediately and report to authorities, recovery is possible in some cases. Final Thoughts: Turning Awareness into Action My brush with this scam was a stark reminder that compassion can be weaponized. While I emerged unscathed, many aren't so lucky, losing savings or suffering emotional distress. By exposing these tactics, we can collectively dismantle them. If this article resonates, share it widely, let's make the internet a safer space for genuine connections, not exploitation. Remember, if it sounds too good (or too tragic) to be true, it probably is. Stay vigilant. This article is based on personal experience and publicly available scam reports as of January 2026. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Om Shree Follow Technical Evangelist | AI Researcher | Simplifying Complex AI & Agent Workflows for Developers Location India Education Jaypee University Of Information Technology Pronouns He/Him Work Founder of Shreesozo Joined Feb 27, 2025 More from Om Shree Tech Pulse – Weekly Tech Digest January 11, 2026 # ai # blockchain # security # science Tech Pulse: Wrapping 2025, Igniting 2026 # discuss # ai # security # science 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 # ai # security # blockchain # discuss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Future — News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. 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https://blog.cloudflare.com/remote-model-context-protocol-servers-mcp/#:~:text=MCP%20does%20this%20with%20OAuth%2C,we%20provide%20it%20for%20you | Build and deploy Remote Model Context Protocol (MCP) servers to Cloudflare Get Started Free | Contact Sales The Cloudflare Blog Subscribe to receive notifications of new posts: Subscribe AI Developers Radar Product News Security Policy & Legal Zero Trust Speed & Reliability Life at Cloudflare Partners AI Developers Radar Product News Security Policy & Legal Zero Trust Speed & Reliability Life at Cloudflare Partners Build and deploy Remote Model Context Protocol (MCP) servers to Cloudflare 2025-03-25 Brendan Irvine-Broque Dina Kozlov Glen Maddern 9 min read It feels like almost everyone building AI applications and agents is talking about the Model Context Protocol (MCP), as well as building MCP servers that you install and run locally on your own computer. You can now build and deploy remote MCP servers to Cloudflare. We’ve added four things to Cloudflare that handle the hard parts of building remote MCP servers for you: workers-oauth-provider — an OAuth Provider that makes authorization easy McpAgent — a class built into the Cloudflare Agents SDK that handles remote transport mcp-remote — an adapter that lets MCP clients that otherwise only support local connections work with remote MCP servers AI playground as a remote MCP client — a chat interface that allows you to connect to remote MCP servers, with the authentication check included The button below, or the developer docs , will get you up and running in production with this example MCP server in less than two minutes: Unlike the local MCP servers you may have previously used, remote MCP servers are accessible on the Internet. People simply sign in and grant permissions to MCP clients using familiar authorization flows. We think this is going to be a massive deal — connecting coding agents to MCP servers has blown developers’ minds over the past few months, and remote MCP servers have the same potential to open up similar new ways of working with LLMs and agents to a much wider audience, including more everyday consumer use cases. From local to remote — bringing MCP to the masses MCP is quickly becoming the common protocol that enables LLMs to go beyond inference and RAG , and take actions that require access beyond the AI application itself (like sending an email, deploying a code change, publishing blog posts, you name it). It enables AI agents (MCP clients) to access tools and resources from external services (MCP servers). To date, MCP has been limited to running locally on your own machine — if you want to access a tool on the web using MCP, it’s up to you to set up the server locally. You haven’t been able to use MCP from web-based interfaces or mobile apps, and there hasn’t been a way to let people authenticate and grant the MCP client permission. Effectively, MCP servers haven’t yet been brought online. Support for remote MCP connections changes this. It creates the opportunity to reach a wider audience of Internet users who aren’t going to install and run MCP servers locally for use with desktop apps. Remote MCP support is like the transition from desktop software to web-based software. People expect to continue tasks across devices and to login and have things just work. Local MCP is great for developers, but remote MCP connections are the missing piece to reach everyone on the Internet. Making authentication and authorization just work with MCP Beyond just changing the transport layer — from stdio to streamable HTTP — when you build a remote MCP server that uses information from the end user’s account, you need authentication and authorization . You need a way to allow users to login and prove who they are (authentication) and a way for users to control what the AI agent will be able to access when using a service (authorization). MCP does this with OAuth , which has been the standard protocol that allows users to grant applications to access their information or services, without sharing passwords. Here, the MCP Server itself acts as the OAuth Provider. However, OAuth with MCP is hard to implement yourself, so when you build MCP servers on Cloudflare we provide it for you. workers-oauth-provider — an OAuth 2.1 Provider library for Cloudflare Workers When you deploy an MCP Server to Cloudflare, your Worker acts as an OAuth Provider, using workers-oauth-provider , a new TypeScript library that wraps your Worker’s code, adding authorization to API endpoints, including (but not limited to) MCP server API endpoints. Your MCP server will receive the already-authenticated user details as a parameter. You don’t need to perform any checks of your own, or directly manage tokens. You can still fully control how you authenticate users: from what UI they see when they log in, to which provider they use to log in. You can choose to bring your own third-party authentication and authorization providers like Google or GitHub, or integrate with your own. The complete MCP OAuth flow looks like this: Here, your MCP server acts as both an OAuth client to your upstream service, and as an OAuth server (also referred to as an OAuth “provider”) to MCP clients. You can use any upstream authentication flow you want, but workers-oauth-provider guarantees that your MCP server is spec-compliant and able to work with the full range of client apps & websites. This includes support for Dynamic Client Registration ( RFC 7591 ) and Authorization Server Metadata ( RFC 8414 ). A simple, pluggable interface for OAuth When you build an MCP server with Cloudflare Workers, you provide an instance of the OAuth Provider paths to your authorization, token, and client registration endpoints, along with handlers for your MCP Server, and for auth: import OAuthProvider from "@cloudflare/workers-oauth-provider"; import MyMCPServer from "./my-mcp-server"; import MyAuthHandler from "./auth-handler"; export default new OAuthProvider({ apiRoute: "/sse", // MCP clients connect to your server at this route apiHandler: MyMCPServer.mount('/sse'), // Your MCP Server implmentation defaultHandler: MyAuthHandler, // Your authentication implementation authorizeEndpoint: "/authorize", tokenEndpoint: "/token", clientRegistrationEndpoint: "/register", }); This abstraction lets you easily plug in your own authentication. Take a look at this example that uses GitHub as the identity provider for an MCP server, in less than 100 lines of code, by implementing /callback and /authorize routes. Why do MCP servers issue their own tokens? You may have noticed in the authorization diagram above, and in the authorization section of the MCP spec, that the MCP server issues its own token to the MCP client. Instead of passing the token it receives from the upstream provider directly to the MCP client, your Worker stores an encrypted access token in Workers KV . It then issues its own token to the client. As shown in the GitHub example above, this is handled on your behalf by the workers-oauth-provider — your code never directly handles writing this token, preventing mistakes. You can see this in the following code snippet from the GitHub example above: // When you call completeAuthorization, the accessToken you pass to it // is encrypted and stored, and never exposed to the MCP client // A new, separate token is generated and provided to the client at the /token endpoint const { redirectTo } = await c.env.OAUTH_PROVIDER.completeAuthorization({ request: oauthReqInfo, userId: login, metadata: { label: name }, scope: oauthReqInfo.scope, props: { accessToken, // Stored encrypted, never sent to MCP client }, }) return Response.redirect(redirectTo) On the surface, this indirection might sound more complicated. Why does it work this way? By issuing its own token, MCP Servers can restrict access and enforce more granular controls than the upstream provider. If a token you issue to an MCP client is compromised, the attacker only gets the limited permissions you've explicitly granted through your MCP tools, not the full access of the original token. Let’s say your MCP server requests that the user authorize permission to read emails from their Gmail account, using the gmail.readonly scope . The tool that the MCP server exposes is more narrow, and allows reading travel booking notifications from a limited set of senders, to handle a question like “What’s the check-out time for my hotel room tomorrow?” You can enforce this constraint in your MCP server, and if the token you issue to the MCP client is compromised, because the token is to your MCP server — and not the raw token to the upstream provider (Google) — an attacker cannot use it to read arbitrary emails. They can only call the tools your MCP server provides. OWASP calls out “Excessive Agency” as one of the top risk factors for building AI applications, and by issuing its own token to the client and enforcing constraints, your MCP server can limit tools access to only what the client needs. Or building off the earlier GitHub example, you can enforce that only a specific user is allowed to access a particular tool. In the example below, only users that are part of an allowlist can see or call the generateImage tool, that uses Workers AI to generate an image based on a prompt: import { McpAgent } from "agents/mcp"; import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; import { z } from "zod"; const USER_ALLOWLIST = ["geelen"]; export class MyMCP extends McpAgent<Props, Env> { server = new McpServer({ name: "Github OAuth Proxy Demo", version: "1.0.0", }); async init() { // Dynamically add tools based on the user's identity if (USER_ALLOWLIST.has(this.props.login)) { this.server.tool( 'generateImage', 'Generate an image using the flux-1-schnell model.', { prompt: z.string().describe('A text description of the image you want to generate.') }, async ({ prompt }) => { const response = await this.env.AI.run('@cf/black-forest-labs/flux-1-schnell', { prompt, steps: 8 }) return { content: [{ type: 'image', data: response.image!, mimeType: 'image/jpeg' }], } } ) } } } Introducing McpAgent: remote transport support that works today, and will work with the revision to the MCP spec The next step to opening up MCP beyond your local machine is to open up a remote transport layer for communication. MCP servers you run on your local machine just communicate over stdio , but for an MCP server to be callable over the Internet, it must implement remote transport . The McpAgent class we introduced today as part of our Agents SDK handles this for you, using Durable Objects behind the scenes to hold a persistent connection open, so that the MCP client can send server-sent events (SSE) to your MCP server. You don’t have to write code to deal with transport or serialization yourself. A minimal MCP server in 15 lines of code can look like this: import { McpAgent } from "agents/mcp"; import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; import { z } from "zod"; export class MyMCP extends McpAgent { server = new McpServer({ name: "Demo", version: "1.0.0", }); async init() { this.server.tool("add", { a: z.number(), b: z.number() }, async ({ a, b }) => ({ content: [{ type: "text", text: String(a + b) }], })); } } After much discussion , remote transport in the MCP spec is changing, with Streamable HTTP replacing HTTP+SSE This allows for stateless, pure HTTP connections to MCP servers, with an option to upgrade to SSE, and removes the need for the MCP client to send messages to a separate endpoint than the one it first connects to. The McpAgent class will change with it and just work with streamable HTTP, so that you don’t have to start over to support the revision to how transport works. This applies to future iterations of transport as well. Today, the vast majority of MCP servers only expose tools, which are simple remote procedure call (RPC) methods that can be provided by a stateless transport. But more complex human-in-the-loop and agent-to-agent interactions will need prompts and sampling . We expect these types of chatty, two-way interactions will need to be real-time, which will be challenging to do well without a bidirectional transport layer. When that time comes, Cloudflare, the Agents SDK , and Durable Objects all natively support WebSockets , which enable full-duplex, bidirectional real-time communication. Stateful, agentic MCP servers When you build MCP servers on Cloudflare, each MCP client session is backed by a Durable Object, via the Agents SDK . This means each session can manage and persist its own state, backed by its own SQL database . This opens the door to building stateful MCP servers. Rather than just acting as a stateless layer between a client app and an external API, MCP servers on Cloudflare can themselves be stateful applications — games, a shopping cart plus checkout flow, a persistent knowledge graph , or anything else you can dream up. When you build on Cloudflare, MCP servers can be much more than a layer in front of your REST API. To understand the basics of how this works, let’s look at a minimal example that increments a counter: import { McpAgent } from "agents/mcp"; import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; import { z } from "zod"; type State = { counter: number } export class MyMCP extends McpAgent<Env, State, {}> { server = new McpServer({ name: "Demo", version: "1.0.0", }); initialState: State = { counter: 1, } async init() { this.server.resource(`counter`, `mcp://resource/counter`, (uri) => { return { contents: [{ uri: uri.href, text: String(this.state.counter) }], } }) this.server.tool('add', 'Add to the counter, stored in the MCP', { a: z.number() }, async ({ a }) => { this.setState({ ...this.state, counter: this.state.counter + a }) return { content: [{ type: 'text', text: String(`Added ${a}, total is now ${this.state.counter}`) }], } }) } onStateUpdate(state: State) { console.log({ stateUpdate: state }) } } For a given session, the MCP server above will remember the state of the counter across tool calls. From within an MCP server, you can use Cloudflare’s whole developer platform, and have your MCP server spin up its own web browser , trigger a Workflow , call AI models , and more. We’re excited to see the MCP ecosystem evolve into more advanced use cases. Connect to remote MCP servers from MCP clients that today only support local MCP Cloudflare is supporting remote MCP early — before the most prominent MCP client applications support remote, authenticated MCP, and before other platforms support remote MCP. We’re doing this to give you a head start building for where MCP is headed. But if you build a remote MCP server today, this presents a challenge — how can people start using your MCP server if there aren’t MCP clients that support remote MCP? We have two new tools that allow you to test your remote MCP server and simulate how users will interact with it in the future: We updated the Workers AI Playground to be a fully remote MCP client that allows you to connect to any remote MCP server with built-in authentication support. This online chat interface lets you immediately test your remote MCP servers without having to install anything on your device. Instead, just enter the remote MCP server’s URL (e.g. https://remote-server.example.com/sse) and click Connect. Once you click Connect, you’ll go through the authentication flow (if you set one up) and after, you will be able to interact with the MCP server tools directly from the chat interface. If you prefer to use a client like Claude Desktop or Cursor that already supports MCP but doesn’t yet handle remote connections with authentication, you can use mcp-remote . mcp-remote is an adapter that lets MCP clients that otherwise only support local connections to work with remote MCP servers. This gives you and your users the ability to preview what interactions with your remote MCP server will be like from the tools you’re already using today, without having to wait for the client to support remote MCP natively. We’ve published a guide on how to use mcp-remote with popular MCP clients including Claude Desktop, Cursor, and Windsurf. In Claude Desktop, you add the following to your configuration file: { "mcpServers": { "remote-example": { "command": "npx", "args": [ "mcp-remote", "https://remote-server.example.com/sse" ] } } } [email protected] — start building remote MCP servers today Remote Model Context Protocol (MCP) is coming! When client apps support remote MCP servers, the audience of people who can use them opens up from just us, developers, to the rest of the population — who may never even know what MCP is or stands for. Building a remote MCP server is the way to bring your service into the AI assistants and tools that millions of people use. We’re excited to see many of the biggest companies on the Internet are busy building MCP servers right now, and we are curious about the businesses that pop-up in an agent-first, MCP-native way. On Cloudflare, you can start building today . We’re ready for you, and ready to help build with you. Email us at [email protected] , and we’ll help get you going. There’s lots more to come with MCP, and we’re excited to see what you build. Cloudflare's connectivity cloud protects entire corporate networks , helps customers build Internet-scale applications efficiently , accelerates any website or Internet application , wards off DDoS attacks , keeps hackers at bay , and can help you on your journey to Zero Trust . Visit 1.1.1.1 from any device to get started with our free app that makes your Internet faster and safer. To learn more about our mission to help build a better Internet, start here . If you're looking for a new career direction, check out our open positions . server-island-start AI Developers MCP Agents Follow on X Brendan Irvine-Broque | @irvinebroque Dina Kozlov | @dinasaur_404 Glen Maddern | @glenmaddern Cloudflare | @cloudflare Related posts December 15, 2025 2:00 PM The 2025 Cloudflare Radar Year in Review: The rise of AI, post-quantum, and record-breaking DDoS attacks We present our 6th annual review of Internet trends and patterns observed across the globe, revealing the disruptions, advances and metrics that defined 2025. ... By David Belson Year in Review , Radar , Trends , Internet Trends , Internet Traffic , Outage , Internet Quality , Security , AI December 01, 2025 6:00 AM Why Replicate is joining Cloudflare Today, we’re excited to announce that Replicate is officially part of Cloudflare. We wanted to share a bit about our journey and why we made this decision. ... By Andreas Jansson , Ben Firshman AI , Workers AI , Developers , Acquisitions November 25, 2025 12:00 AM Partnering with Black Forest Labs to bring FLUX.2 [dev] to Workers AI FLUX.2 [dev] by Black Forest Labs is now on Workers AI! This advanced open-weight image model offers superior photorealism, multi-reference inputs, and granular control with JSON prompting. ... By Michelle Chen , David Liu AI , Workers AI , Developers November 17, 2025 2:00 PM Replicate is joining Cloudflare Bringing Replicate’s tools into Cloudflare will continue to make our Workers Platform the best place on the Internet to build and deploy any AI or agentic workflow. ... 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https://dev.to/devteam/introducing-dev-education-tracks-expert-guided-tutorials-for-learning-new-skills-and-earning-badges-48oi | Introducing DEV Education Tracks: Expert-Guided Tutorials for Learning New Skills and Earning Badges - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. 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Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Jess Lee for The DEV Team Posted on Jun 30, 2025 with Ben Halpern and Peter Kim Frank Introducing DEV Education Tracks: Expert-Guided Tutorials for Learning New Skills and Earning Badges # deved # career # ai # gemini We're excited to introduce a new way to learn and grow as a community with DEV Education Tracks! DEV Education Tracks are curated learning experiences that combine expert education content with optional hands-on practice. Whether you're completely new to a topic or looking to deepen your understanding, these pathways are designed to give you a solid foundation and inspire you to start building. How It Works Each DEV Education Track includes: 📚 Expert-led Educational Content : High-quality tutorials and documentation from industry leaders 🛠️ Hands-on Assignment : Put your knowledge into practice with a suggested task or project 🏆 Community Recognition : Earn an exclusive DEV badge when you complete the tutorial and share your assignment on DEV with our submission template. ⏰ No Deadlines : Work at your own pace. DEV Education Tracks will be available as long as the content remains relevant. We will add new editions to existing tracks as needed, or remove tracks if materials become outdated. Learn From Verified Experts We want to bring you educational content directly from verified experts. That's why we're thrilled to kick off this new initiative by collaborating with the team at Google AI for our very first track, which will be launching within the next couple of weeks. It’s the first of many structured learning paths designed to help you gain new skills with confidence. Keep an eye on the tag below for the official announcement! # deved Follow Official announcements and submissions related to DEV Education Tracks. Partner With Us to Advance the Community DEV Education Tracks are designed to provide a structured learning path as a complement to the more free-form discovery that happens on DEV every day. Our goal is to create a library of definitive, hands-on tutorials that advance the skills of the entire ecosystem. What makes these tracks unique is their origin: they are built with and led by industry experts. If your team is building an exciting tool, API, or platform and wants to create the official learning experience for the DEV community, we'd love to chat . ❤️ Top comments (30) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand JT JT JT Follow Hello Joined Sep 19, 2024 • Jul 1 '25 Dropdown menu Copy link Hide This sounds like a fun way to learn a new skill! Just one request: along with the badges, would it be possible to also provide a certificate of completion? That way, we can showcase it as an achievement or certification on platforms like LinkedIn or include it in our CVs. Like comment: Like comment: 19 likes Like Comment button Reply Collapse Expand Ben Halpern The DEV Team Ben Halpern The DEV Team Ben Halpern Follow A Canadian software developer who thinks he’s funny. Email ben@forem.com Location NY Education Mount Allison University Pronouns He/him Work Co-founder at Forem Joined Dec 27, 2015 • Jun 30 '25 Dropdown menu Copy link Hide Good luck to everyone. We really feel like these are going to be very valuable in up-skilling as well as verification of accomplishments with the badge you get. We want to elevate and promote anyone who is taking the time to evolve their skills! Like comment: Like comment: 14 likes Like Comment button Reply Collapse Expand Chris Yaowen Zhang Chris Yaowen Zhang Chris Yaowen Zhang Follow Founder | Builder | Growth specialist Launching a SLDC-driven AI coding platform for large codebase projects. Because your project deserves serious coding, not vibing. https://yansu.isoform.ai/ Location Berlin, Germany Work https://bit.ly/4at0bi5 Joined May 22, 2025 • Jul 1 '25 • Edited on Jul 2 • Edited Dropdown menu Copy link Hide Love the initiative. Dev.to is putting in so much effort to keep the community active. Thanks! Like comment: Like comment: 8 likes Like Comment button Reply Collapse Expand Dotallio Dotallio Dotallio Follow Joined Apr 7, 2025 • Jun 30 '25 Dropdown menu Copy link Hide Love seeing DEV add curated learning paths with badges, it's exactly what I wish I'd had getting started. Any hints at what other future tracks might cover? Like comment: Like comment: 8 likes Like Comment button Reply Collapse Expand davinceleecode davinceleecode davinceleecode Follow Software dev with experience in Windows, .NET, web dev, APIs, .NET Core, Razor Pages, and ReactJS. I love exploring new tech and building modern solutions. Email vincent.lee.c.flores@davinceleecode.tech Location Void Education College-educated with a strong self-taught background in software development. Pronouns He/Him Work Software Developer Joined Mar 8, 2025 • Jul 3 '25 Dropdown menu Copy link Hide Another awesome post, thanks DEV as always 🤘 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand João Goncalves Rodrigues João Goncalves Rodrigues João Goncalves Rodrigues Follow Joined Jul 1, 2025 • Jul 1 '25 Dropdown menu Copy link Hide I am new here. Eager to learn and grow with you all! 😇 Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Sadie Sadie Sadie Follow Nerd. Education WGU Work System Engineer Joined Jul 9, 2025 • Jul 9 '25 Dropdown menu Copy link Hide Super excited ! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Ansell Maximilian Ansell Maximilian Ansell Maximilian Follow Email ansellmaximilian@gmail.com Location Tangerang, Indonesia Pronouns He/Him Joined Jan 17, 2021 • Jul 1 '25 Dropdown menu Copy link Hide Badges? I like the sound of that! Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand BekahHW BekahHW BekahHW Follow Hey! I'm Bekah. I'm a career-changer. Bootcamp grad. Dev. Writer. Keynote Speaker. Mom to 4 kids. Creator, Maintainer, Podcast co-host: VirtualCoffee.io | Sr. Developer Advocate. Location Ohio Work Community Builder. Developer. Writer. Joined Mar 4, 2020 • Jul 1 '25 Dropdown menu Copy link Hide Love this idea! Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Web Developer Hyper Web Developer Hyper Web Developer Hyper Follow "Having fun with IT technology" is my No.1 priority.🥳🎉 Let's enjoy and grow at the same time.🤝 #AI #ClaudeCode #Codex #Cursor #Cline #MCP #React #Nextjs #AWS #WebDev #FullStackDev Location Japan Joined Dec 27, 2024 • Jul 1 '25 Dropdown menu Copy link Hide Looks like a very valuable chance to learn new skills! 📝 Followed deved right away. 💨 Like comment: Like comment: 6 likes Like Comment button Reply View full discussion (30 comments) Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . 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https://www.suprsend.com/customers/how-delightree-increased-engagement-rates-across-franchise-owners-and-frontline-workers-by-2x-using-suprsend | How Delightree Increased Engagement Rates Across Franchise Owners and Frontline Workers by 2X Using SuprSend? Platform Workflows Craft notification workflows outside code Templates Powerful WYSIWYG template editors for all channels Analytics Get insights to improve notifications performance in one place Tenants Map your multi-tenant setup to scope notifications per tenant In-app Inbox Drop in a fully customizable, real-time inbox Preferences Allow users to decide which notifications they want to receive and on what channels Observability Get step-by-step detailed logs to debug faster Integrations Connect with the tools & providers you already use Solutions By Usecases Transactional Trigger real-time notifications based on user actions or system events Collaboration Notify users about mentions, comments, or shared activity Multi-tenant Customize templates, preferences & routing for each tenant Batching & Digest Group multiple updates into a single notification Scheduled Alerts Send timely notifications at fixed intervals or specific times Announcements / Newsletters Broadcast product updates or messages to all users Pricing Developers Documentation Quick Start Guides API References SuprSend CLI SDKs System Status Customers Resources Resources Blog Join our Slack Community Change logs Security Featured Blogs A complete guide on Notification Service for Modern Applications Build vs Buy For Notification Service Sign in Get a Demo Get Started How Delightree Increased Engagement Rates Across Franchise Owners and Frontline Workers by 2X Using SuprSend? Industry Franchise Tech Based in San Francisco, USA Business type B2B Deployment method Cloud Features used Multi-tenant,Per-tenant template customization,Preferences Ready to start? Book a demo Challenge Maintaining a large notification system became a resource-intensive task for Delightree. Their initial setup, developed in-house, proved difficult to manage and lacked visibility for the product team. Tracking notification logs and managing design consistency had become challenging. Solution With a simple SDK integration, they gained access to an advanced notification system, eliminating the need for continuous development in code. SuprSend's unified API, visual dashboard and multi-tenant support made it easy for them to create and manage branded templates for all their clients. Outcome Delightree achieved 2X increase in engagement rates among franchise owners and frontline workers, demonstrating the enhanced effectiveness of their communication. App user retention soared, while the product team gained complete visibility over their notifications. "SuprSend replaced our complex, code-heavy setup with a simple, intuitive solution. We were live fast, and no longer dealt with the hassle of building or maintaining notifications ourselves." Madhulika Mukherjee Co-Founder & CTO, Delightree Delightree is a revolutionary super app (SaaS) designed specifically for franchise businesses seeking to standardize their operations across multiple locations and set up new ones. By providing an all-encompassing operating system (OS), Delightree empowers business chains in industries such as restaurants, fitness centers, spas, barbershops, and more to train and manage their frontline across locations with easily buildable SOPs, checklists, and reporting. At the core of Delightree's operations is their robust notification service, serving as a crucial communication tool for employee training, performance tracking, and task management among the franchise manager and their frontline workers. Delightree Notification Use-Cases Delightree's notification use cases span across two categories, each serving distinct purposes. One is a basic use case for their client franchises, while the other one is complex and meant to streamline communication between the franchise owners/ managers and the frontline workers. Currently, Delightree uses SuprSend for the following notification use cases. Notification Category Notification Examples Pre-Shipping (Brand and User) Order confirmation, Payment confirmation, COD to Prepaid conversion notification Shipping (Brand and User) Shipping vendor integration messages, shipping vendor assigned Post-Shipping (Brand and User) Order processed, shipment dispatched, shipment picked, shipment delivered, return Vendors (Logistics Partner) Brand integration completed messages, Non-delivery reports (NDR) Cross-User Notifications Updating installation managers after delivery Delightree’s Initial Notification Module Lacked Visibility & Control Initially Delightree had a two-channel notification system where they used Sendgrid for email and Twilio for SMS notifications that were part of their backend code. However, this setup proved cumbersome and inefficient for scaling quickly. "Building a robust notification system in-house would have been very slow without dedicated engineering resources in place, whereas we wanted to ship new features quickly leveraging notifications. Moreover, even after building, I would have been required to spend my engineering resources on debugging, making updates in the system to scale, and maintaining the code neatly, which would cost us time. Hence we shipped with the idea of buying a plug-and-play solution that experts have built, and they would take care of the maintenance." Madhulika Mukherjee, Co-Founder & CTO at Delightree Starting with SuprSend to Manage Their Notification System Delightree quickly implemented SuprSend's SDK, seamlessly integrating it within their system in just a day. This straightforward integration empowered Delightree to streamline their entire notification system, benefiting from SuprSend's intuitive features. Let's explore the key enhancements Delightree implemented with SuprSend. Managing 4 Channels & Vendors without multiple API Integrations Delightree recognized the limitations of their email and SMS notification modules, as frontline workers seldom had the opportunity to check their emails during their busy routines. This resulted in low visibility and hindered real-time communication between franchise managers and frontline workers. Leveraging SuprSend's pre-existing vendor API integrations, Delightree seamlessly incorporated Sendgrid for email, Twilio for SMS, in-app inbox by SuprSend, FCM and MiPush for Android push, and APNS for iOS push channels. Setting push alone increased their overall notification seen rates by 22%. The swift vendor integration was followed by streamlining notification templates previously scattered across different notification categories in their in-house system. Let's check how. Creating & Re-Iterating Templates on the Fly Delightree benefited from SuprSend's user-friendly drag-and-drop template builder, eliminating the need for HTML coding to create notification templates. Starting with email templates and then inbox, push and SMS, Delightree leveraged intuitive building blocks, enabling them to swiftly develop visually appealing templates that could be deployed with a single click. Creating templates was only the first step toward delivering an engaging notification experience. To match recipient preferences, continuous design, and copy changes were necessary. Leveraging SuprSend's version control feature, Delightree rapidly re-iterated templates ( 4-5 times in a short span in multiple notification categories ), experimenting with new designs and copies until they achieved a high click rate of 11% . Using SuprSend Analytics and Logs For Complete Visibility As Delightree scaled its operations, the volume of notifications grew correspondingly, for which they required a centralized analytics and logs dashboard, enabling them to perform root cause analysis and make data-driven improvements. “Clarity and visibility was a pain with our initial notification system. Sometimes users would get incorrect updates or experience deliverability issues. As I am based in US, whenever a customer came in with these bugs & issues, it was challenging for me to address these issues without the immediate assistance of our developers in India, who were 12 hours ahead. This was one of my key reasons to switch to SuprSend, which provided in-built logs down to each notification level” Madhulika Mukherjee, Co-Founder & CTO at Delightree With SuprSend's granular analytics control, Delightree gained complete visibility over their notifications, enabling swift root cause analysis (RCA) whenever required. This, in turn, led to faster resolution times for customer problems. One valuable insight Delightree obtained through SuprSend's analytics tool was the significant increase in engagement when notifications incorporated branding elements. Frontline workers quickly recognized their franchise business's branding elements, leading to higher interaction rates. Addressing this complex use case, SuprSend worked closely with Delightree to provide custom branding in notifications for multiple client businesses, ensuring a seamless integration of their branding elements into notifications. Using SuprSend’s Multi-Tenant Architecture to Include Branding Elements With ambitions to serve over 750,000 franchises , creating and updating notification templates with unique branding elements for each client business would have been arduous. Delightree programmatically created franchise business profiles on SuprSend and their branding elements using multi-tenant architecture. Delightree only needed to create a single notification template, and then dynamically pass the "brand_id" to indicate how the template should be customized, saving months of development time. By incorporating branding elements specific to each franchise business, Delightree witnessed a 2X increase in engagement among frontline workers making it one of their USPs. Implementing a Multi-Tenant Preference Management to Give Flexibility Delightree successfully tackled the challenge of notification preferences by implementing SuprSend's React SDK for a pre-built preference management center. Leveraging SuprSend's multi-tenant architecture, Delightree implemented a three-layer user preference system . The first level was set at the Delightree (business) level, followed by the franchise brands (brands) level, and finally, at the frontline workers (users) level. This granular control ensured that notifications remained highly relevant to each individual user, significantly reducing user churn caused by notification fatigue. Results: Increasing the Engagement Rate & App Retention Rates By consolidating all notification-related tasks within a single application, Delightree eliminated the need for in-house engineering support, freeing up valuable resources. Engagement rates increased by 2X in under a month As the product team gained visibility and control, RCA became easy. As a domino effect, the app retention increased by 27% "SuprSend is almost like an outsourced engineering arm for us that handles our notification use cases. It helped us scale quickly with visibility while saving our precious engineering hours." Madhulika Mukherjee, Co-Founder & CTO at Delightree Other success stories This is some text inside of a div block. This is some text inside of a div block. Ready to transform your notifications? Join thousands of product & engineering teams using SuprSend to build & ship better notifications faster. Get Started for Free Book a Demo PLATFORM Workflows Templates Preferences Observability Analytics Preferences In-app Inbox Multi-tenant Integrations CHANNELS Email SMS Mobile Push Web Push Whatsapp In-app Inbox & Toasts Slack MS Teams SOLUTIONS Transactional Collaboration Batching/Digest Scheduled Alerts Multi-tenant Newsletters DEVELOPERS Documentation Changelogs SDKs Github API Status RESOURCES Join our Community Blog Customer Stories Support SMTP Error Codes Email Providers Comparisons SMS Providers Comparisons SMS Providers Alternatives COMPANY Pricing Terms Privacy Security Sub-processors DPA Contact Us SuprSend for Startups © 2025 SuprStack Inc. All rights reserved. SuprSend By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. Preferences Deny Accept Privacy Preference Center When you visit websites, they may store or retrieve data in your browser. This storage is often necessary for the basic functionality of the website. The storage may be used for marketing, analytics, and personalization of the site, such as storing your preferences. Privacy is important to us, so you have the option of disabling certain types of storage that may not be necessary for the basic functioning of the website. Blocking categories may impact your experience on the website. Reject all cookies Allow all cookies Manage Consent Preferences by Category Essential Always Active These items are required to enable basic website functionality. Marketing Essential These items are used to deliver advertising that is more relevant to you and your interests. They may also be used to limit the number of times you see an advertisement and measure the effectiveness of advertising campaigns. Advertising networks usually place them with the website operator’s permission. Personalization Essential These items allow the website to remember choices you make (such as your user name, language, or the region you are in) and provide enhanced, more personal features. For example, a website may provide you with local weather reports or traffic news by storing data about your current location. Analytics Essential These items help the website operator understand how its website performs, how visitors interact with the site, and whether there may be technical issues. This storage type usually doesn’t collect information that identifies a visitor. Confirm my preferences and close | 2026-01-13T08:49:38 |
https://dev.to/shuckle_xd/you-cant-trust-images-anymore-58jh#sources | You can't trust Images anymore - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse pri Posted on Jan 12 You can't trust Images anymore # computervision # showdev Image manipulation isn't something new , it's been happening from almost around the time when photographs were first invented. It's just that in recent years with Artificial Intelligence has made it easier to do so. This opened the floodgates for artificially manipulated images on the internet. I literally can't tell half the time if what I am seeing is real or not. I have started questioning every image I see, heck I even question some of the photos my family sends me. This... is not good. Manipulated images have not just introduced something hard to catch, but have tarnished the credibility of real images. Images have always been a source of truth for us, something which we use to visualise what could have been merely text. Just look at history books, wouldn't they just be boring without any images? But if manipulation existed before, were images really a source of truth? History shows this isn't a one-off problem, but a recurring failure of how we trust images. One of the most widely circulated portraits of President Abraham Lincoln was later found to be simple image compositing, where his face had been placed onto another man's body. For decades this image was never questioned of its authority, despite the fact that the body belonged to a slavery advocate, directly contradicting what Lincoln stood for. This manipulation wasn't subtle, nor was it digital, yet it went unquestioned for years. Not because it was true but because verifying it was harder than believing it . Image on left is the altered portrait of President Lincoln and image on right is the original protrait of slavery advocate John Calhoun (Image credit: Library of Congress) Someone who understood the power of images was the renowned dictator of the USSR, Joseph Stalin . During his reign of power photos were not just used as historical records, but as tools to shape them. Stalin's enemies were not just removed from public life, but also expunged from records, erasing them from history. This slowly became normalised, unquestioned and now instead of images documenting the past, it was Stalin's state writing their version of the past. This type of image manipulation is an example of how it could be used not just to distort truth but help overwrite it . Left shows the original photograph of Nikolai Antipov, Stalin, Sergei Kirov and Nikolai Shvernik in Leningrad, 1926. (Credit: Tate Archive by David King, 2016/Tate, London/Art Resource, NY) The modern digital era marked a fundamental shift. With tools like Adobe Photoshop , image manipulation stopped being rare and became accessible to almost anyone. Editing no longer required significant skill, time, or resources and more importantly, it became difficult to detect. While mechanisms like metadata were introduced to preserve authenticity, they were fragile and easily altered, offering only a thin layer of reassurance. For the first time, image creation began to scale faster than image verification . This wasn’t just an increase in fake images, it was the point where trust in images stopped keeping up. Now, come to present day, that imbalance has widened dramatically. With the rise of Artificial Intelligence for image generation and editing, creating convincing manipulations no longer requires technical skill or effort. Images can now be generated, altered, or refined through simple instructions, often in seconds. What once demanded time, expertise, and intent has been reduced to a conversational interaction. Meanwhile, verifying whether an image is authentic still requires scrutiny, tools, and context in forensic fields. The result isn’t that images suddenly became fake, it’s that human judgment can no longer reliably keep up . https://x.com/IndianTechGuide/status/2009256327596355938?s=20 In recent podcast with Raj Shamani, Deepinder Goyal talked about how customers abuse AI generated content to scam Zomato customer support. I know I have been bashing on Image manipulation for the last four paragraphs or so, but it isn't inherently bad. In fact, it has enabled some of the most valuable visual work we have, from enhanced space imagery to complex visual design and creative expression. The problem isn’t that images are altered. It’s that viewers are rarely told how or why they were altered. What matters isn’t whether an image has been manipulated, but whether the truth behind it is knowable. Image of Cosmic Tarantula, which has been enhanced from infrared spectrum to a visible spectrum for better color visualization. (Image Credit: NASA, ESA, CSA, STScI, Webb ERO Production Team) To explore this problem, we’ve been building Xvertice , an attempt to give viewers more context instead of false certainty. Rather than labelling images as simply “real” or “fake,” Xvertice focuses more on explainable image forensics, helping users understand how an image may have been created, altered, or processed over time. The goal isn’t to replace judgment, but to inform it . We’re launching an experimental demo to share this approach early. It’s not a finished product, and it’s not meant to deliver definitive answers but it should make clear how we think about image trust, and how we’re trying to close the gap between creation and verification. If you try it, your feedback will directly shape where it goes next. Xvertice Links Website: https://x-vertice.com/ Twitter/X: https://x.com/teamxvertice Peerlist: https://peerlist.io/company/xvertice LinkedIn: https://www.linkedin.com/company/xvertice Sources https://www.digitalcameraworld.com/features/abraham-lincoln-vs-john-calhoun-the-original-deepfake-photo https://www.history.com/articles/josef-stalin-great-purge-photo-retouching Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse pri Follow Building https://x-vertice.com/ Joined Jan 12, 2026 Trending on DEV Community Hot When is a side project worth committing to? # ai # gemini # sideprojects # showdev What was your win this week??? # weeklyretro # discuss How to Crack Any Software Developer Interview in 2026 (Updated for AI & Modern Hiring) # softwareengineering # programming # career # interview 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.deepset.ai/blog/understanding-the-model-context-protocol-mcp#:~:text=Previously%2C%20this%20was%20done%20in,across%20different%20systems%20and%20platforms | What is the Model Context Protocol (MCP)? | deepset Blog book demo Products and Services Overview Haystack Haystack Enterprise Starter Haystack Enterprise Platform Haystack Enterprise Platform Trial Solutions Technical solutions AI Agents Retrieval Augmented Generation (RAG) Intelligent Document Processing (IDP) Enterprise Search Text-to-SQL industry solutions Government and Defense Financial Services Media and Publishing Legal Manufacturing Technology Health and Life Sciences Retail and Consumer Goods Resources Resource Center Case Studies Webinars Reports & Guides Blog Documentation featured Blog: Building AI Agents with LLMs No items found. Company About Us Partners News Careers try for free demo/contact book demo Monthly updates on making AI work for you. Delivered to your inbox. Sign Up Now back to resources BLOG AI Architecture AI Trends What is the Model Context Protocol (MCP)? How MCP is standardizing context integration for AI applications By Isabelle Nguyen , Tanay Soni , Published on April 10, 2025 12 min read TLDR Key Metrics: Last November, Anthropic released the Model Context Protocol (MCP), a new standard for communication between components of an AI application, as well as external systems or tools. The developer community quickly adopted the protocol, implementing hundreds of MCP Servers. Now, with leading companies like AWS, GitHub, and even Anthropic “rival” OpenAI officially adopting MCP, it is gaining traction on the business side as well. MCP standardizes the integration of data and tools with AI Agents, which is proving incredibly valuable for building AI applications faster and explains why MCP is quickly becoming the new standard for communicating context in agent-based AI systems. What is the Model Context Protocol (MCP)? For AI models to deliver reliable value in production environments like coding assistants, manufacturing controls, or financial reporting, they require appropriate context. Effective AI systems balance the model's capabilities with access to relevant, accurate information—whether that's proprietary data from various enterprise systems or the latest insights from web searches– as well as agentic tools that can further process data and automate enterprise workflows. Previously, this was done in an ad-hoc, non-standardized way – but now MCP provides a consistent, structured format for interacting with large language models (LLMs) and other AI models, making it much easier to build customized AI applications. It's similar to how REST APIs once standardized how web services communicate, allowing for seamless integration and interoperability across different systems and platforms. MCP defines clear patterns for providing context to models, managing tool use, and handling responses, enabling developers to build more maintainable AI applications faster without reinventing implementation patterns for each new use case. How does the Model Context Protocol (MCP) work? MCP uses a simple client-server model. AI applications like Cursor, Claude, or a Haystack Agent act as clients that connect to MCP servers, each of which provides access to a specific tool or data source through a standardized interface. When the AI application needs information or wants to perform an action, it sends a request to the appropriate MCP server, which handles the interaction with the underlying data source or tool and returns the results. This standardization means that any MCP-compatible client can work with any MCP-compatible server without any custom integration work. While the actual documentation distinguishes between hosts (the AI application) and clients (protocol adapters on the host side that connect 1-to-1 to servers), in most practical discussions of MCP, the AI application itself is simply referred to as the "MCP Client" that can connect to multiple servers. MCP architecture diagram . Image credit: modelcontextprotocol.io Model Context Protocol (MCP) in practice: integration and rapid development The true power of MCP becomes clear when we look at real-world applications: New integrations without engineering skills. Consider a financial analyst using an LLM to evaluate investment opportunities. With MCP, they can dynamically incorporate new data sources – perhaps a proprietary market database or real-time commodity prices – without requiring engineering resources for custom integration work. The analyst can simply point the AI assistant to the MCP-compatible data source and instantly incorporate those insights into the analysis. On-the-fly integration of data sources in dynamic scenarios . Imagine a market researcher who wants to add data from a specialized industry database during a client presentation. With MCP, they can connect their AI assistant to this new source with minimal setup and get answers that incorporate new context without disrupting their workflow or requiring technical support. Easier prototyping. From a product development perspective, MCP accelerates the prototyping and iteration cycle . A banking institution evaluating different use cases for AI deployment can use MCP to quickly test multiple scenarios. For example, they can simultaneously explore customer service automation, personalized financial advice, and loan application document processing by setting up prototypes using different MCP-powered tools and data sources. Faster iteration cycles. Beyond initial prototyping, MCP enables iterative, feedback-driven development. For example, a team building a self-service portal might start with simple document retrieval capabilities, then gradually expand based on user feedback. As customers request additional functionality, the team can easily integrate new tools – product database access, order status checking, support ticket creation – through MCP without rewriting each integration from scratch. With these faster and broader ways to prototype and iterate, the Haystack Enterprise Platform helps teams keep track of their various projects and releases. It provides built-in best practices for AI product development and includes many ready-made, yet easily customizable templates to jumpstart any project. Product teams can validate multiple use cases before committing resources to full development, reducing time-to-market and development costs. Model Context Protocol (MCP) and Compound AI Compound AI consists of multiple, self-contained components that can include AI models, non-AI business logic, and additional data sources in a cohesive system. Components can be swapped out and updated, providing flexibility and modularity. This modular approach has become the standard for sophisticated AI applications, allowing for components to be evaluated and replaced independently. MCP fits perfectly into this modularity concept that is central to the Compound AI approach. The standardization offered by MCP is particularly valuable for AI agent-based systems , which rely on accessing and orchestrating tools based on context and goals. MCP enables these agents to: Connect to any data source with minimal integration effort Swap different tools and data providers as needed Collaborate in multi-agent setups through a consistent protocol As this new technology gains adoption, it promises to streamline the design of modular AI systems that can flexibly incorporate the tools and data they need to operate effectively. Model Context Protocol (MCP) in Haystack deepset solutions are built using the Haystack open source framework for custom, production-grade AI. Haystack provides limitless flexibility to build with the best components, allowing users to choose from a large library of integrations (e.g., vector databases, LLMs, embedding, retrieval, and ranking models) from across the industry for their use cases. In addition to the pre-built components, users can build their own custom components to incorporate business logic or niche tools and data sources. Thanks to Haystack's open source nature, users of all deepset products retain full ownership of their solutions, as they are never locked into a proprietary "black box" format. Now with MCP, adding a custom data source or tool integration is even easier and faster: The new MCPTool class enables seamless communication between a Haystack Pipeline acting as an MCP Client , and existing MCP Servers. Additionally, users can also wrap a Haystack Pipeline into an MCP Server and expose it as a tool that MCP Clients can interact with. Because connecting to an existing MCP Server is faster than writing a new integration from scratch, the integration opens up new horizons for building custom AI applications with Haystack by deepset . Stay tuned for more on Model Context Protocol (MCP) The ease and flexibility with which MCP enables ad hoc integration of data sources, as well as faster prototyping and iteration cycles with a variety of tools, makes it likely to become an integral part of enterprise AI systems in the coming years. However, there are still areas where the MCP ecosystem needs to mature: At this point, many MCP Server implementations are designed to run locally and cannot scale to enterprise workloads. More official MCP Server implementations coming directly from companies will increase adoption. We’re already seeing movement here, with AWS and GitHub recently releasing their first official implementations. MCP introduces more dynamic security and compliance requirements that need to be met when integrating multiple tools and data sources in AI applications. In our upcoming post, we’ll take a closer look at MCP’s role in the enterprise and how organizations can prepare their infrastructure for enterprise-grade MCP implementations. Stay tuned! Curious about building AI Apps and Agents? Book Demo meet the author Isabelle Nguyen Technical Content Writer Table of Contents What is metadata? GET STARTED WITH A PERSONALIZED DEEPSET DEMO Book demo Explore Related Content October 31, 2025 Building Sovereign AI: The Significance of the Deutschland-Stack and Haystack’s Role With the launch of the Deutschland-Stack, Germany is setting the global standard for Sovereign AI: open, adaptable, and powered by transparent technologies like Haystack. Blog August 21, 2025 From Lock-in to Liberation: Why AI Frameworks Matter Most Now Break free from vendor lock-in with flexible generative AI frameworks for enterprise. Scale smarter, reduce risks, and keep control of your future. Blog July 25, 2025 Generative AI in the Public Sector Is Changing Grant Management Explore AI in the public sector with tools that automate grant and proposal approvals, improving speed, accuracy, and decision making across agencies. Blog May 12, 2025 AI Agents and Deterministic Workflows: A Spectrum, Not a Binary Choice Many AI systems in production combine structured workflows with autonomous capabilities Blog See why organizations like Airbus, The Economist, and OakNorth choose deepset. 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https://www.telerik.com/react-coding-assistant | Build React Faster with Kendo UI MCP Server for LLMs skip navigation KendoReact Product Bundles DevCraft All Telerik .NET tools and Kendo UI JavaScript components in one package. Now enhanced with: MCP Servers Embedded Reporting Document Processing Libraries SSO Account Sign-in Web Kendo UI UI for Angular UI for Vue UI for jQuery KendoReact UI for Blazor UI for ASP.NET Core UI for ASP.NET MVC UI for ASP.NET AJAX Mobile UI for .NET MAUI Document Management Telerik Document Processing Desktop UI for .NET MAUI UI for WinUI UI for WinForms UI for WPF Reporting Telerik Reporting Telerik Report Server Testing & Mocking Test Studio Telerik JustMock CMS Sitefinity AI Productivity Tools MCP Servers UI/UX Tools ThemeBuilder Design System Kit Templates and Building Blocks Debugging Fiddler Fiddler Everywhere Fiddler Classic Fiddler Everywhere Reporter FiddlerCore Free Tools KendoReact Free VB.NET to C# Converter Testing Framework View all products Overview Frameworks jQuery Angular React Vue Docs & Demos Get Started Resources Support Support and Learning Hub Video Onboarding Forums Knowledge Base Submit a Ticket Feedback Portal Contact Us Resources Docs & Demos Blogs Latest Release Roadmap Changelog Accessibility Trust Center FAQ Free Assets and Tools KendoReact Free ThemeBuilder Free Figma UI Kits Design System Documentation Visual Studio Code Extensions Project Tracker Page Template Design and Productivity Tools ThemeBuilder Building Blocks and Page Templates Embedded Reporting Pricing Shopping cart Your Account Account Overview Your Licenses Downloads Support Center Forum Profile Payment Methods Edit Profile Log out Login Install Now close mobile menu AI-Assisted Development with the Kendo UI MCP Server for React Install in your IDE and connect your LLM. Use the AI Assistant for component code and the Agent to assemble pages, bind data, set routing, and ship clean React UI with 120+ Kendo UI components. How to Try 30-day FREE trial including technical support and training. No credit card required. Struggling to Generate Repetitive React Code? Most developers are trying to incorporate AI into their workflows. It’s great for creating components, scaffolding and performing other repetitive tasks. The problem is that most code generators don’t have the context to create code and/or components to solve more complex business requirements. As a result, developers spend time on manual adjustments, fixes and other tasks that eat into the productivity gains they had expected. Introducing the KendoReact MCP Servers Generic AI can write code, but it rarely knows the product context great UI work depends on. The KendoReact AI Assistant and the new AI Agent for React bring that context into your workflow, delivering accurate code, page composition, and guidance so you can ship beautiful, functional UI. Highlights: Develop in your IDE: Install the KendoReact AI services as an MCP server and use them directly inside your editor. Use your LLM: Choose the model that fits the job. OpenAI, Gemini, Anthropic, and others are supported. Local mode is available too. Chat or go agentic: Ask the Assistant for component-level help or let the Agent assemble full pages, set layout and theme, bind data, and add routing using KendoReact. Grounded in KendoReact: Suggestions and generations draw on Kendo UI and KendoReact docs, APIs, and examples for clean, usable code. Use Cases: Kendo UI AI Coding Assistant acts as a new member on your team. Automate repetitive tasks such as adding components, configuring props, and fixing imports. Get answers from KendoReact docs, API references, and examples while you code. Troubleshoot component issues with targeted suggestions and explanations. Generate working pages from a prompt. The Agent selects components, wires data, applies layout and theme, and adds routing you can review and commit. Scale patterns across the app by having the Agent scaffold CRUD pages, grids, and forms that follow best practices. Video Check out the KendoReact MCP Servers Two Tiers of MCP Servers: AI Coding Assistant or Agentic UI Generator MCP servers that add Kendo UI context to your AI-enabled editor. Generate and configure components, scaffold and refactor code, get API-aware explanations, and pull in docs to troubleshoot. Includes AI Assistant and more Agentic UI Generator AI Coding Assistant KendoReact Agentic UI Generator Turn prompts into working pages built on Kendo UI. Easily integrating with your already existing workflow, the AI UI Generator understands our components and patterns, fits enterprise needs and outputs clean code you can keep. Gain up to 50% extra productivity Automate layout building, scaffolding and styling of entire pages, connect multiple components together Works seamlessly with your own IDE, no workflow change needed Accessibility, performance, and best practices make it suitable for enterprise level complex projects Impact of Context-Aware AI Tools Without You hand-assemble a page. Choose layout, wire a grid to data, add a form, set routing, apply theme, repeat across screens. With You describe the page. The Agent picks the right components, sets layout and theme, binds data and writes code in your project. You review the diff, tweak props and commit. INSTALL MCP server via NPM Prerequisite: To make use of the MCP servers you must have an already set up IDE and an active Telerik subscription or trial. ACCESS DevCraft Complete subscription DevCraft Ultimate subscription Kendo AI Coding Assistants The Progress® Kendo UI® AI Coding Assistants are MCP servers that provide proprietary context to your AI-enabled IDE of choice. Gain up to 30% extra efficiency or more by generating specialized code Automate repetitive tasks such as generating code for adding new or configuring existing components Based on Kendo UI API, Docs, source code, and examples Fetches info from documentation and helps troubleshoot any component problem Impact of Context-Aware AI Tools Without Generic AI guesses component names and props, gives wrong imports and outdated patterns. You spend time fixing bindings and examples. With The Assistant understands Telerik and Kendo UI. It suggests the right APIs, adds the correct imports, configures bindings and explains why, so the code runs with less rework. INSTALL MCP server via NPM Prerequisite: To make use of the MCP servers you must have an already set up IDE and an active Telerik subscription or trial. ACCESS Included in all active subscriptions Getting started with the AI Tools for KendoReact Using our Kendo UI MCP tools lets you build complex components and even full pages from a prompt. Here's how it all works together. Start with KendoReact KendoReact is built for enterprise React apps. It offers everything from navigation and layout to data grids, charts, schedulers and editors. You get detailed docs, theme packages, UI kits, TypeScript support and more. Try KendoReact free today Or trial DevCraft for full AI support Install the Kendo UI AI Assistant and Agent Inside your IDE install our MCP servers. Use the Assistant for components. Use the Agent for full page builds. Connect your LLM, keep your npm/pnpm/yarn workflow and generate clean, reviewable React code based on KendoReact. See our Getting Started article Enjoy the Results Teams report notable efficiency gains with AI. With KendoReact your Assistant speeds component development. The Agent builds pages, binds data, applies theme and adds routes or Next.js pages. Review, tweak, commit. Free to try, so get started now. Already Have Kendo UI for React? Get Started with AI Need a Trial of Kendo UI for React? Get a Free Trial How to Try Trying is free and easy. Here is how. Everything happens in your favorite IDE! Sign up for a trial account. This will give you 30-day free use of KendoReact and access to professional support and 300 free prompts. There is no credit card or obligation of any kind. (Note that you can continue to use KendoReact Free as long as you like but it does not include the AI Coding Assistant.) Install KendoReact. Install the Kendo UI AI MCP Server. Get Started Wondering What All This Costs? You can choose from three buying options. Kendo React Subscription $ 749 per developer, per year Buy Now 120+ React Components Telerik AI Coding Assistant ThemeBuilder Ultimate (for easy styling) 50+ Page Templates and Building Blocks Professional Support DevCraft UI Subscription $ 1,149 per developer, per year Buy Now Everything in KendoReact Subcription Hundreds of Components for Popular .NET and JavaScript Frameworks Telerik AI Coding Assistant Telerik Reporting (DevCraft Complete) Telerik JustMock (DevCraft Complete) DevCraft Ultimate Subscription $ 1,649 per developer, per year Buy Now Everything in Devcraft Complete Subcription End-to-end report management solution ThemeBuilder Enterprise See Complete Pricing Info Complete .NET Toolbox Telerik DevCraft Complete JavaScript Toolbox Kendo UI Get Products Free Trials Pricing Resources DX Hub Demos Documentation Release History Forums Blogs Webinars Videos Professional Services Partners Virtual Classroom Events FAQs Recognition Success Stories Testimonials Get in touch Contact Us USA: +1 888 679 0442 UK: +44 13 4483 8186 India: +91 406 9019447 Bulgaria: +359 2 8099850 Australia: +61 3 7068 8610 165k+ 50k+ 17k+ 4k+ 14k+ Contact Us 165k+ 50k+ 17k+ 4k+ 14k+ Telerik and Kendo UI are part of Progress product portfolio. 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https://docs.devcycle.com/integrations/terraform | Terraform | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page Terraform DevCycle Terraform Provider is a Terraform provider that provides a way to manage DevCycle projects, features, variables, variations, and environments. It also provides the ability to receive DevCycle Variable values during the apply step, and feature flag the behaviour of other Terraform configuration. Setup Usage Setup Install the Terraform Provider terraform { required_providers { devcycle = { source = "DevCycleHQ/devcycle" version = "1.0.0" } } } provider "devcycle" { client_id = "your-client-id" client_secret = "your-client-secret" server_sdk_token = "project-specific-server-sdk-token" } Set up DevCycle API Credentials All actions by the Terraform provider are scoped at the organization root level. This requires DevCycle API authorization. Your DevCycle organization's client ID and secret must be provided. They can be obtained from the settings page of the DevCycle dashboard. There are several ways to provide these credentials: Directly in the Terraform configuration This is not recommended, as your credentials will be visible in your Terraform state. But if you are securely controlling access to the state file, then this can be used safely. Set the client_id and client_secret fields in the provider.devcycle block in your Terraform configuration to the respective values. These will be used to get an OAuth2 access token at the time of use - this value is not stored in the Terraform state file for security. For the server_sdk_token field, this is scoped to a single DevCycle project. This should be the project you want to control your resources from. The server sdk token can be found in the same settings page as the client id and secret - but you need to select the right project first. Environment Variables Set the following environment variables: $ export DEVCYCLE_CLIENT_ID=<your client id> $ export DEVCYCLE_CLIENT_SECRET=<your client secret> $ export DEVCYCLE_SERVER_TOKEN=<your server token> Terraform will use these as a fallback from the provider passed variables. Meaning the values in the configuration block will take precedence over the environment variables. Usage For more detailed documentation on the DevCycle Terraform provider, see the DevCycle Terraform Provider Documentation After configuration of the provider - let's use the provider to create a DevCycle project. Create a Project resource "devcycle_project" "example" { name = "Example DevCycle Project" key = "example-devcycle-project" description = "Terraform example project" } Running terraform apply will create this project - and you can see it in the DevCycle dashboard. This creates a bare project - with no features or variables. To add those, lets create a feature. Create a Feature resource "devcycle_feature" "example" { project_id = devcycle_project.example.id name = "Example Feature" key = "example-feature" description = "Terraform example feature" type = "experiment" tags = ["terraform"] } This feature takes in the project id as a variable - we're passing in the id exported from the devcycle_project resource to make it simple. But if you wanted to create a feature for an already existing project that isn't managed by terraform - feel free to use the human readable project key instead. Anywhere you see id or key in the configuration, you can use either the human readable key or the id, as the API manages the conversion between the two. The feature resource can create and manage the variations and variables attached to the feature - but it's not recommended to manage the variables if you don't need to in the same block, and to instead use the devcycle_variable resource. Create a Variable resource "devcycle_variable" "example" { name = "Terraform Example Variable" key = "example-variable" description = "Terraform created variable" type = "Boolean" feature_id = devcycle_feature.example.id project_id = devcycle_project.example.id } After creating the variable - you can either read from the existing environments auto-created on project creation: development , staging , production or create a new one. Getting SDK Keys Using the data block - you can read the SDK keys that get generated for the environment to change keys automatically in your Terraform configuration. SDK Keys are prefixed by their type, client , mobile , or server . data "devcycle_environment" "test" { key = "development" project_key = devcycle_project.example.key } output "development_sdk_keys" { value = data.devcycle_environment.test.sdk_keys } Evaluating Variables One of the major features that this provider provides is the ability to evaluate variables. This is done by using the typed data blocks for the type of variable desired. data "devcycle_evaluated_variable_boolean" "create-resource" { default_value = false id = devcycle_variable.example.id user = { id = "user-id" } } This evaluation can then be accessed via data.devcycle_evaluated_variable_boolean.create-resource.value . The default value will be returned if there is no returned value from no matching variation. There is another data block for each type of variable that can be evaluated (JSON, Boolean, String, Number) Each is typed explicitly because a variable type cannot be changed after creation. Contributing to DevCycle or creating a new Integration: If you would like to contribute to an existing integration or tool, all of DevCycle's tools and integrations are open source on the DevCycle github repository. Further, if you'd like to create a new tool or integration, a great starting point is DevCycle's Management API which allows you to modify and interact with features and more within a devcycle project, as well as the DevCycle Bucketing API which is used to give users features and variables (as used within the DevCycle SDKs!) Edit this page Last updated on Jan 9, 2026 Setup Install the Terraform Provider Set up DevCycle API Credentials Usage Create a Project Create a Feature Create a Variable Getting SDK Keys Evaluating Variables DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://www.fine.dev/blog/ai-coding-tools-all#introduction | The Top AI Coding Tools and Assistants in 2024 Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back The Top AI Coding Tools and Assistants in 2024 Do you find yourself going crazy with all the different AI coding tools available? There are so many (here we list 32, but more are announced every week), it's hard to cut through the noise and understand which are the most useful AI coding tools. One thing is for certain: in today's fast-evolving software development landscape, AI coding tools are becoming essential for enhancing productivity, streamlining workflows, and improving code quality. Startups and agencies are looking to adopt the best AI coding tool to help them ship faster, better software and gain a competitive edge. This guide reviews 32 AI coding assistants available in 2024, discussing their features, pricing, and accessibility. Of course, we encourage you to check out Fine , the end-to-end AI coding tool designed to slot in to your team's collaborative workflows. Whilst many of the platforms listed focus on one aspect (code gen, testing, etc) - Fine is the AI Coding tool offering it all. Table of Contents Introduction Top 32 AI Coding Tools and Assistants Available for Immediate Use Fine.dev GitHub Copilot ChatGPT Amazon CodeWhisperer Tabnine Replit AI (Ghostwriter) Codiga Sourcery DeepCode (Snyk) CodeWP AIXcoder Cody (Sourcegraph) Figstack Android Studio Bot Amazon CodeGuru Security Mutable AI Ponicode Otter.ai Snyk Cursor Bolt Codium Qodo Void Editor Honeycomb Pear AI Magic AlphaCode Code Llama StableCode Visual Copilot Devin Conclusion FAQs Introduction Artificial Intelligence (AI) has revolutionized software development, with a plethora of coding tools now available to assist developers. Whether it's automating repetitive tasks, suggesting code improvements, or enhancing security, AI coding assistants have something to offer for every level of developer. Top 32 AI Coding Tools and Assistants Here’s a comprehensive list of the top AI coding assistants in 2024, divided into categories based on availability. Available for Immediate Use Fine - End-to-end AI coding assistant for every stage of the dev lifecycle, with full context awareness. Fine learns your codebase via the GitHub integration to minimize errors and maximize usefulness. It can turn issues into PRs; add docs, tests and logs; answer questions about your code; make revisions to PRs or summarize them; review your code and more. Based in the cloud, it's available via mobile as well as desktop. GitHub Copilot – Offers real-time code suggestions using OpenAI Codex. It helps developers write code more efficiently by predicting entire lines or blocks of code based on the context and the developer's intent. GitHub Copilot supports a wide range of programming languages and is integrated into popular development environments like Visual Studio Code, making it accessible and easy to use. Available plans start at $10/month. Pricing : $10/month (individual), $19/month (business) ChatGPT – Versatile AI assistant capable of code generation and debugging. A free version is available, while ChatGPT Plus costs $20/month. ChatGPT doesn't integrate with your codebase, so you'll need to copy and paste between your editor and the site. Pricing : Free, $20/month for Plus Amazon CodeWhisperer – Integrates seamlessly with AWS services, providing real-time code completions. Free tier available; Pro plan starts at $19/user per month. Pricing : Free, $19/user per month for Pro Tabnine – AI-powered code completion with a focus on privacy. Pricing : Free, $12/month for Pro Replit AI (Ghostwriter) – Collaborative cloud-based IDE offering code generation and debugging features, particularly useful for those with no coding experience or already using Replit. Pricing : $10/month for Core, $33/user per month for Teams Codiga – Real-time static code analysis tool with a free tier; Pro plan costs $14/month. Pricing : Free, $14/month for Pro Sourcery – AI code reviewer. Improves code quality through automated refactoring. Uses GPT4-turbo Pricing : Free for open-source, $12/month for Pro DeepCode (Snyk) – Detects security vulnerabilities in real-time. Free for individuals, with team plans starting at $27/month. Pricing : Free for individuals, $27/month per user CodeWP – AI-powered code generator specifically for WordPress. Pricing starts at $18/month. Pricing : Free, $18/month for Pro AIXcoder – Offers intelligent code completion with support for multiple IDEs. Free and custom enterprise plans available. Pricing : Free, custom pricing for enterprises Cody (Sourcegraph) – Supports project-wide code assistance, offering features like code navigation, large-scale search, and contextual help across entire projects, ensuring that developers can maintain consistency and quality across their entire codebase. Pricing : Free option available, paid plans start at $9 per month. Figstack – Assists with code documentation and optimization, priced at $10/month after a free trial. Pricing : $10/month after free trial Android Studio Bot – Available for free as part of Android Studio. Pricing : Free Amazon CodeGuru Security – Helps optimize code security, free for the first 90 days. Post-trial pricing is $10/month. Pricing : $10/month after first 90 days Mutable AI – Creates a wiki for your codebase. Pricing : Free for open source, basic plan starts at $2 per month. Snyk – Offers code and dependency vulnerability detection. Free for individuals; team plans start at $25/month. Pricing : Free for individuals, $27/month for teams Cursor – Cursor is a powerful AI coding assistant designed to streamline the software development process by providing intelligent code completions, contextual code suggestions, and explanations. It supports a wide range of programming languages and integrates smoothly with popular IDEs, making it an efficient tool for both individual developers and teams. Cursor aims to enhance productivity by reducing the time spent on repetitive coding tasks, offering automated code fixes, and facilitating collaboration. Free for basic use; premium features pricing varies. – Free for basic use; premium features pricing varies. Pricing : Varies Bolt – Although commonly described as a Cursor and V0 killer, Bolt seems to be a ChatGPT for front-end development. It's built by Stackblitz, the cloud-based web-development platform that lets you write, run and debug frontend code in your browser. Pricing : Free to start with paid subscriptions available in the app. Codeium – In-IDE AI coding assistant. Offers autocomplete, chat, and inline commands. Pricing : Free plan available, paid plans start at $10 per month. Qodo – AI coding tool that emphasis quality code, helping developers generate, test and review code. Pricing : Free version available, or $19 per month. Enterprise options available. Void Editor – Void describe themselves as an Open-Source alternative to Cursor offering greater privacy. Their logo seems similar to squarespace. Offers the ability to use the tab button to autocomplete the code you're writing - similar to GitHub Copilot. Waitlist access only, no pricing information available. Honeycomb – AI coding tool announced in August 2024 as a YC-backed startup, but the announcement and website have since disappeared. Still viewable on X . Pear AI – AI-powered coding assistant focused on improving development workflows, available at Pear AI. Built as a fork of Continue, which is a fork of VSCode, leading to controversy during their launch. Pricing : Free plan available requiring your own API keys. "Junior" plan for $15 per month includes limited credits for Claude and GPT4o with more credits available for purchase.. Magic – Requires a waitlist to access during the early access phase. AlphaCode – Limited to research and special projects. Code Llama – Open-source, but some hosted services may be restricted. Stable Code Alpha – Available as part of stability.ai membership. Visual Copilot – AI coding assistant for design-to-code. Import designs from Figma and turn into code. Free plan available with 4K context window and 20 code generations; Basic plan $19 per month, Growth plan $39 per month. Devin – Available only in early access; requires joining the waitlist. Conclusion AI coding tools continue to evolve, offering unique features to boost developer productivity. From real-time code suggestions to comprehensive security checks, developers can choose from a variety of options based on their needs and budget. FAQs Q: Are there any free AI coding tools? A: Yes, many tools offer free tiers or trials, including Fine. Q: How can I access Devin or Magic? A: Both tools require joining a waitlist for early access. Q: Are these tools suitable for beginners? A: Yes, many of these tools cater to all skill levels, providing resources and support for new developers. Important note: Information about platforms, their availability, features and pricing, is based on an automated internet search and may be inaccurate or out-of-date. Last updated: 2024-10-10 Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:38 |
https://dev.to/caerlower/verifiable-compute-for-onchain-prop-trading-how-carrotfunding-uses-rofl-38j2 | Verifiable Compute for Onchain Prop Trading: How Carrotfunding Uses ROFL - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Manav Posted on Dec 25, 2025 Verifiable Compute for Onchain Prop Trading: How Carrotfunding Uses ROFL # web3 # blockchain # privacy # proptrading Onchain prop trading has always promised transparency, but in practice most platforms still rely on opaque offchain engines for order execution, trader evaluation, and payout logic. Capital may be secured onchain, yet the most critical decisions, who gets funded, how performance is measured, and when payouts trigger , often happen in black-box infrastructure. Carrotfunding.io is taking a concrete step to eliminate that gap by integrating ROFL , bringing cryptographically verifiable compute into its trading and evaluation pipeline. The Trust Gap in Prop Trading Traditional prop firms are built on trust: traders trust execution, firms trust evaluation logic, and investors trust payout calculations. Even many “onchain” platforms replicate this model by anchoring capital onchain while keeping decision logic offchain. Carrot already minimizes several of these assumptions: Capital is secured using rethink.finance vaults Trades are executed via gTrade The remaining trust dependency lies in the AWS-based engine responsible for: order orchestration trader performance evaluation risk metrics payout calculation This is exactly where ROFL is being introduced. How the ROFL Integration Works Instead of replacing its existing infrastructure immediately, Carrot is deploying ROFL as a parallel verification layer . The production engine continues to run for performance and latency reasons. A ROFL instance independently re-executes the same computations inside a Trusted Execution Environment (TEE) . ROFL produces cryptographic attestations that prove: which code was executed which inputs were used what outputs were produced These attestations are posted onchain, allowing traders and capital providers to verify that: evaluation rules were applied exactly as defined no discretionary changes were made payouts were calculated deterministically Over time, this architecture supports a gradual path toward ROFL-only execution , without sacrificing system reliability today. Why This Matters Technically ROFL provides properties that standard offchain infrastructure cannot: Execution integrity : Code runs in hardware-isolated enclaves. Reproducibility : Identical inputs produce provable outputs. Auditability : Verification happens onchain, not via logs or dashboards. Key isolation : Sensitive keys never leave the enclave. For a prop trading system, this means trader scoring, drawdown checks, and payout logic become provable protocol behavior , not operator promises. Implications for Traders and Capital Providers For traders: Evaluation criteria become transparent and verifiable. Disputes can be resolved cryptographically, not socially. Funding decisions are no longer subjective or opaque. For capital providers: Funds are governed by immutable logic. Risk controls are enforced exactly as specified. Performance claims can be independently validated. A Broader Signal for DeFi Infrastructure This integration is a strong example of how verifiable compute can unlock new classes of financial applications. Prop trading requires: high-frequency logic complex evaluation rules strict fairness guarantees ROFL shows how such systems can remain performant and trust-minimized. While full onchain execution is often impractical for this class of workloads, cryptographically verified offchain compute offers a realistic middle ground. Looking Ahead Carrotfunding’s roadmap includes deeper reliance on ROFL over time, potentially eliminating centralized execution entirely. More broadly, this pattern, parallel verification → gradual migration → full verifiable execution is likely to become standard for complex DeFi systems. As onchain finance matures, trust assumptions will increasingly move from people and servers to code and cryptography . This integration is an early but meaningful step in that direction. Top comments (2) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Aditya Singh Aditya Singh Aditya Singh Follow Joined Jun 8, 2025 • Dec 25 '25 Dropdown menu Copy link Hide Awesome breakdown this highlights how Carrotfunding is bringing verifiable compute to on-chain prop trading by integrating Oasis ROFL as a parallel trusted execution layer. Instead of relying on opaque off-chain engines, cryptographic attestations posted on-chain make evaluation logic, risk scoring, and payout calculations provably fair and deterministic, moving trust from operators to code. A solid example of bridging high-frequency financial workflows with verifiable infrastructure. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand sid sid sid Follow Joined Jun 27, 2025 • Dec 25 '25 Dropdown menu Copy link Hide This is a strong real-world example of where verifiable compute actually matters. Prop trading needs speed and fairness, and ROFL’s parallel verification model feels like a practical bridge between off-chain performance and on-chain trust. If this pattern sticks, Oasis-style confidential + verifiable execution could quietly become standard infra for complex DeFi systems. Like comment: Like comment: 1 like Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Manav Follow web3 guy Location Onchain Pronouns He/Him Joined Feb 11, 2024 More from Manav Why Oasis Is Backing Custody-Native Credit Infrastructure # privacy # web3 # blockchain # infrastructure x402: Turning HTTP 402 into a Real Payment Primitive # privacy # blockchain # web3 # http x402: A Web-Native Payment Protocol for Micropayments and Autonomous Agents # web3 # blockchain # ai # privacy 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://dev.to/aaron_rose_0787cc8b4775a0/the-secret-life-of-javascript-identity-3m27#the-loss-of-context | The Secret Life of JavaScript: Identity - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Aaron Rose Posted on Jan 13 The Secret Life of JavaScript: Identity # javascript # coding # programming # software Why this is undefined. A visual guide to the "Left of the Dot" rule Timothy slumped into a chair at the main worktable, dropping his pen onto a piece of code. He looked exhausted. "I don't understand who I am anymore, Margaret," he muttered. Margaret paused her sorting and walked over. "That is a deep philosophical question, Timothy." "It’s not philosophy. It’s this function," he said, tapping the paper. "I wrote a printName function inside my user object. When I run it, it prints 'Timothy'. But when I pass that exact same function to a helper, it forgets who it is. It prints undefined . It’s having an identity crisis." Margaret pulled a rolling chalkboard over to the table. She picked up a piece of chalk. "The function is not having a crisis," she said. "You are simply assuming that Identity ( this ) belongs to the function. It does not." The Rule of the Dot She drew a large function on the board. "In JavaScript, the word this is not a fixed label," Margaret explained. "It is a question. When the code runs, the function looks around and asks: 'Who called me?' " She wrote down Timothy's example, drawing a thick arrow under the code. const user = { name : " Timothy " , speak : function () { console . log ( " My name is " + this . name ); } }; user . speak (); // ^ Look to the left // The object 'user' is calling the function. // Therefore: 'this' is 'user'. Enter fullscreen mode Exit fullscreen mode "Look at the last line," Margaret said, pointing to the dot. "The rule is simple: Look to the Left of the Dot ." "The word user is there," Timothy said. "Exactly. Because you called it through the user, the function answers the question 'Who called me?' with 'The User.'" The Loss of Context "But here is where I failed," Timothy said. He wrote his bug on the board. const myFunction = user . speak ; myFunction (); // ^ Look to the left // There is no dot. There is no object. // Output: "My name is undefined" Enter fullscreen mode Exit fullscreen mode "I didn't change the code inside!" Timothy argued. "It's the same function!" "The code inside didn't change," Margaret agreed. "But the Call Site did." "Look to the left of myFunction() ," she instructed. "Is there a dot? Is there an object?" Timothy looked. "No. It's just the function name." "Precisely," Margaret said. "When there is no dot, the function has no owner. In strict mode—which we always use— this becomes undefined ." "And in the old days?" "In the old days," Margaret shuddered, "it would default to the Global Window. A recipe for disaster." Forcing the Issue (call & bind) "So this is fragile," Timothy realized. "It depends entirely on how I call the function, not where I wrote it." "Correct," Margaret said. "But you can force it." She wrote two final examples on the board. 1. The One-Time Call const stranger = { name : " Margaret " }; // We force 'speak' to use 'stranger' as 'this' right now user . speak . call ( stranger ); // Output: "My name is Margaret" Enter fullscreen mode Exit fullscreen mode "With .call() ," she explained, "you are telling the function: 'I don't care where you are. For this one specific execution, your identity is this object .'" 2. The Permanent Copy "But what if I want to pass the function around?" Timothy asked. "Like to a click handler?" "Then you need a permanent seal," Margaret said. "You need .bind() ." // We create a NEW function that is permanently locked to 'user' const boundFunction = user . speak . bind ( user ); boundFunction (); // Output: "My name is Timothy" (Forever) Enter fullscreen mode Exit fullscreen mode " .bind() does not run the function," she noted. "It returns a new copy of the function that remembers its owner forever. No matter how you call it later, this will always be user ." The Conclusion Timothy looked at the chalkboard. The rules were simple, but strict. Is there a dot? -> this is the object on the left. No dot? -> this is undefined (in strict mode). Did you use .call() or .bind() ? -> this is what you said it was. "I thought this was about where the function lived," Timothy admitted. "That is a common mistake," Margaret said, dusting the chalk from her hands. "In JavaScript, identity is not about who you are. It is about who is holding you at the moment you speak." Aaron Rose is a software engineer and technology writer at tech-reader.blog and the author of Think Like a Genius . Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Aaron Rose Follow Software engineer and technology writer at tech-reader.blog Location Dallas, TX Joined Aug 24, 2024 More from Aaron Rose The Secret Life of Go: Interfaces # go # coding # programming # software The Secret Life of Go: Testing # go # coding # programming # softwaredevelopment The Secret Life of Python: The Matryoshka Trap # python # coding # programming # softwaredevelopment 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://dev.to/aaron_rose_0787cc8b4775a0/the-secret-life-of-javascript-identity-3m27#main-content | The Secret Life of JavaScript: Identity - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Aaron Rose Posted on Jan 13 The Secret Life of JavaScript: Identity # javascript # coding # programming # software Why this is undefined. A visual guide to the "Left of the Dot" rule Timothy slumped into a chair at the main worktable, dropping his pen onto a piece of code. He looked exhausted. "I don't understand who I am anymore, Margaret," he muttered. Margaret paused her sorting and walked over. "That is a deep philosophical question, Timothy." "It’s not philosophy. It’s this function," he said, tapping the paper. "I wrote a printName function inside my user object. When I run it, it prints 'Timothy'. But when I pass that exact same function to a helper, it forgets who it is. It prints undefined . It’s having an identity crisis." Margaret pulled a rolling chalkboard over to the table. She picked up a piece of chalk. "The function is not having a crisis," she said. "You are simply assuming that Identity ( this ) belongs to the function. It does not." The Rule of the Dot She drew a large function on the board. "In JavaScript, the word this is not a fixed label," Margaret explained. "It is a question. When the code runs, the function looks around and asks: 'Who called me?' " She wrote down Timothy's example, drawing a thick arrow under the code. const user = { name : " Timothy " , speak : function () { console . log ( " My name is " + this . name ); } }; user . speak (); // ^ Look to the left // The object 'user' is calling the function. // Therefore: 'this' is 'user'. Enter fullscreen mode Exit fullscreen mode "Look at the last line," Margaret said, pointing to the dot. "The rule is simple: Look to the Left of the Dot ." "The word user is there," Timothy said. "Exactly. Because you called it through the user, the function answers the question 'Who called me?' with 'The User.'" The Loss of Context "But here is where I failed," Timothy said. He wrote his bug on the board. const myFunction = user . speak ; myFunction (); // ^ Look to the left // There is no dot. There is no object. // Output: "My name is undefined" Enter fullscreen mode Exit fullscreen mode "I didn't change the code inside!" Timothy argued. "It's the same function!" "The code inside didn't change," Margaret agreed. "But the Call Site did." "Look to the left of myFunction() ," she instructed. "Is there a dot? Is there an object?" Timothy looked. "No. It's just the function name." "Precisely," Margaret said. "When there is no dot, the function has no owner. In strict mode—which we always use— this becomes undefined ." "And in the old days?" "In the old days," Margaret shuddered, "it would default to the Global Window. A recipe for disaster." Forcing the Issue (call & bind) "So this is fragile," Timothy realized. "It depends entirely on how I call the function, not where I wrote it." "Correct," Margaret said. "But you can force it." She wrote two final examples on the board. 1. The One-Time Call const stranger = { name : " Margaret " }; // We force 'speak' to use 'stranger' as 'this' right now user . speak . call ( stranger ); // Output: "My name is Margaret" Enter fullscreen mode Exit fullscreen mode "With .call() ," she explained, "you are telling the function: 'I don't care where you are. For this one specific execution, your identity is this object .'" 2. The Permanent Copy "But what if I want to pass the function around?" Timothy asked. "Like to a click handler?" "Then you need a permanent seal," Margaret said. "You need .bind() ." // We create a NEW function that is permanently locked to 'user' const boundFunction = user . speak . bind ( user ); boundFunction (); // Output: "My name is Timothy" (Forever) Enter fullscreen mode Exit fullscreen mode " .bind() does not run the function," she noted. "It returns a new copy of the function that remembers its owner forever. No matter how you call it later, this will always be user ." The Conclusion Timothy looked at the chalkboard. The rules were simple, but strict. Is there a dot? -> this is the object on the left. No dot? -> this is undefined (in strict mode). Did you use .call() or .bind() ? -> this is what you said it was. "I thought this was about where the function lived," Timothy admitted. "That is a common mistake," Margaret said, dusting the chalk from her hands. "In JavaScript, identity is not about who you are. It is about who is holding you at the moment you speak." Aaron Rose is a software engineer and technology writer at tech-reader.blog and the author of Think Like a Genius . Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Aaron Rose Follow Software engineer and technology writer at tech-reader.blog Location Dallas, TX Joined Aug 24, 2024 More from Aaron Rose The Secret Life of Go: Interfaces # go # coding # programming # software The Secret Life of Go: Testing # go # coding # programming # softwaredevelopment The Secret Life of Python: The Matryoshka Trap # python # coding # programming # softwaredevelopment 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://docs.devcycle.com/integrations/jira | DevCycle Feature Flag Management for Jira | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page DevCycle Feature Flag Management for Jira Setup Jira Marketplace Listing Install DevCycle Feature Flag Management for Jira Jira Integration Setup Setup DevCycle Feature Flag Management for Jira DevCycle for Jira streamlines your workflow by enabling the linking of Jira tickets directly to features within DevCycle, making the feature status easily viewable within Jira. Feature development teams often utilize a diverse array of tools, from project management and code repositories to feature management tools. However, these tools often contain siloed information, making it a daunting task to track the exact status of a feature in the development lifecycle. DevCycle for Jira is the solution to this problem. It establishes a two-way synchronization between Jira, the leading project management tool, and DevCycle, the top feature management tool. With DevCycle for Jira enabled, teams can quickly identify which feature flags are tied to their tickets and understand their current configuration and status. This results in smoother standups, code reviews, QA, and planning processes. See Your Feature's Status in Jira Link your Feature Flags to Jira effortlessly and monitor their status directly in Jira. Connect Your Tickets in DevCycle Integrate your Jira Ticket IDs with any Feature in DevCycle. This flexibility allows you to associate one ticket with multiple features and vice versa, according to your project needs. More Info DevCycle for Jira equips your team to comprehend the full context of every ticket in Jira, simplifying the task of finding the Jira context within DevCycle. This integration allows for a quicker understanding of the current status of all tasks, enabling you to develop your features faster and with more confidence. Simply input the Jira ticket numbers on your feature to connect existing Features to Jira tickets. You can view the status of a feature in every environment through a single connection in Jira. Associate one Jira ticket with numerous DevCycle Features, or link numerous Jira tickets to one DevCycle feature, providing a flexible view of your work. Note that each DevCycle project can only be connected to a single Jira project. Contributing to DevCycle or creating a new Integration: If you would like to contribute to an existing integration or tool, all of DevCycle's tools and integrations are open source on the DevCycle github repository. Further, if you'd like to create a new tool or integration, a great starting point is DevCycle's Management API which allows you to modify and interact with features and more within a devcycle project, as well as the DevCycle Bucketing API which is used to give users features and variables (as used within the DevCycle SDKs!) Edit this page Last updated on Jan 9, 2026 Setup See Your Feature's Status in Jira Connect Your Tickets in DevCycle More Info DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://docs.devcycle.com/integrations/#devops | Integrations | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page Integrations Welcome to DevCycle Integrations! Here you will find all of the various first party tools made with the DevCycle APIs, as well as third party integrations to connect DevCycle to the tools of your needs. Contributing to DevCycle or creating a new Integration: If you would like to contribute to an existing integration or tool, all of DevCycle's tools and integrations are open source on the DevCycle Github repository. Further, if you'd like to create a new tool or integration, a great starting point is DevCycle's Management API which allows you to modify and interact with features and more within a DevCycle project, as well as the DevCycle Bucketing API which is used to serve users features and variables (and powers the DevCycle SDKs!) Observability Dynatrace Monitor and analyze your feature flags with Dynatrace observability platform. OpenTelemetry Monitor and analyze your feature flags with OpenTelemetry. Snowflake Data Sharing Access your Organization's Event data on Snowflake Google Analytics Send DevCycle Feature/Variation data from Tag Manager to Google Analytics 4 for A/B test analysis Rollbar Enhance error logging with DevCycle Feature and Variable data IDE Plugins VSCode Extension Use DevCycle directly in Visual Studio Code. Interoperability OpenFeature Use DevCycle with the OpenFeature Flagging Standard. Feature Flag Importer Import resources from other feature flag providers. Webhooks Connect apps and services to DevCycle. Vercel Edge Config Upload DevCycle configurations to Vercel Edge Config for faster retrieval Code Analysis GitHub: Flag Code Usages Display code snippets for each variable used in a project. GitHub: Flag Change Insights Display added/removed flags on each Pull Request. Bitbucket: Flag Code Usages Display code snippets for each variable used in a project. Bitbucket: Flag Change Insights Display added/removed flags on each Pull Request. GitLab: Flag Code Usages Display code snippets for each variable used in a project. GitLab: Flag Change Insights Display added/removed flags on each Merge Request. Collaboration Tools Slack Connect DevCycle to your Slack workspace to track Feature updates. DevOps Jira: Flag Management Link Jira tickets directly to DecCycle features Terraform Provider Manage projects, features and more with Terraform Edit this page Last updated on Jan 9, 2026 Observability IDE Plugins Interoperability Code Analysis Collaboration Tools DevOps DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://archiveprogram.github.com/partners/ | Partners | GitHub Archive Program skip to content Return to homepage Return to homepage Our Approach Greatest Hits Arctic Vault Partners Press Partner Organizations GitHub is partnering with the Long Now Foundation, the Internet Archive, the Software Heritage Foundation, Arctic World Archive, Microsoft Research, the Bodleian Library, and Stanford Libraries to ensure the long-term preservation of the world's open source software. We will protect this priceless knowledge by storing multiple copies, on an ongoing basis, across various data formats and locations, including a very-long-term archive designed to last at least 1,000 years. Partner Highlights Internet Archive The Internet Archive is a well-known, widely beloved non-profit digital library which provides free public access to collections of digitized materials. In partnership with the GitHub Archive Program, the Internet Archive (IA) commenced its ongoing archive of GitHub public repositories on April 13, 2020. At present, IA is using a two-pronged approach. First, their well-known Wayback Machine is accessing and archiving raw GitHub data as WARCs, or Web ARChive files. Second, they have the goal of making entire archived GitHub repositories available via “git clone,” while also keeping repo comments, issues, and other metadata easily accessible on the web. Software Heritage Foundation Software Heritage is a non profit, multi-stakeholder initiative launched by Inria in collaboration with UNESCO with the goal to collect, preserve and share the source code of our software commons. They’ve already archived more than 130 million projects , with their full development history, and we are delighted that 100+ million of these are from GitHub. Thanks to the collaboration announced at GitHub Universe 2019 , the archival engine is being improved with the goal to keep it up to speed with GitHub‘s growth, but if the project you are interested in, or its latest version, is not archived yet, you do not need to wait, it’s easy to trigger its archival right now at save.softwareheritage.org . Project Silica: Microsoft Research Project Silica is developing the first storage technology designed and built from the media up for cloud-scale storage of long-lived data. By leveraging recent discoveries in ultrafast laser optics, data is stored in quartz glass, through a process that permanently changes the physical structure of the glass material. Quartz glass is a durable storage media that offers unparalleled data lifetimes of upwards of tens of thousands of years. It is resilient to electromagnetic interference, water, and heat, making it the ideal storage medium for ensuring the world’s open source software is forever preserved for future generations. As a partner in the GitHub Archive Program, Project Silica is committed to driving storage innovation, and developing a storage technology that addresses the need for a sustainable and reliable storage technology for the world’s long-lived data. We’ve archived 6,000 of the world’s most popular repositories as a proof of concept for future archives. Advisors Guidance from experts in technology and the humanities. Shannon Lee Dawdy Archaeologist / Anthropologist / Historian Brewster Kahle Internet Archive John McWhorter Linguist Alexander Rose Executive Director, Long Now Foundation Ada Palmer Historian / Science Fiction Author Hussein Bassir Archaeologist / Egyptologist / Director of the Antiquities Museum at the Library of Alexandria Christine Moran Computational Astrophysicist / Security Engineer FAQ Explore Join GitHub Become a Partner | 2026-01-13T08:49:38 |
https://open.forem.com/larecole/europe-launches-an-antitrust-investigation-into-meta-gh1 | Europe Launches an Antitrust Investigation into Meta - Open Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Open Forem Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Emmanuel Posted on Dec 31, 2025 Europe Launches an Antitrust Investigation into Meta # meta # europe # news Europe has officially opened an antitrust investigation into Meta, the parent company of Facebook, Instagram and WhatsApp. Regulators are examining whether Meta’s practices restrict competition, harm consumers or unfairly favor its own services. The probe underscores Europe growing scrutiny of Big Tech and its commitment to enforcing fair competition in the digital market place. The European Union (EU) decision to investigate Meta comes amid increasing concerns about the company’s market dominance and potential anti-competitive behavior. Regulators are particularly focused on whether Meta leverages its massive user base to give preferential treatment to its own services, thereby limiting opportunities for competitors. This investigation is part of a broader European strategy to ensure that digital markets remain open, fair, and competitive, especially as tech giants wield enormous influence over social networking, online advertising, and digital communication. Europe has a history of taking strong regulatory action against major technology companies. Past investigations into platforms like Google and Apple have resulted in multi-billion-euro fines and operational adjustments aimed at promoting competition. By launching a formal probe into Meta, EU authorities signal that they are closely monitoring how major platforms collect data, manage user information, and use that data to consolidate their market position. Concerns also extend to potential barriers for smaller businesses trying to compete in social media, messaging, or online advertising. The outcome of this investigation could have far-reaching implications. A finding of anti-competitive practices could force Meta to change its policies, alter how it handles data, and provide fairer opportunities for competitors. At the same time, the case highlights the delicate balance regulators must maintain: ensuring fair competition while avoiding measures that could stifle innovation or limit consumer choice in the fast-evolving digital space. Meta’s influence in Europe is extensive. With billions of active users across Facebook, Instagram and WhatsApp, the company dominates social networking and digital communication. EU regulators are particularly concerned about practices that may give Meta an unfair advantage, such as integrating services in ways that disadvantage competitors, using data from multiple platforms to optimize advertising, or prioritizing Meta’s own offerings in algorithms and search functions. Critics argue that such practices could hinder competition and innovation, especially for smaller tech companies attempting to enter the market. Startups in social media, messaging apps, and digital advertising may struggle to compete if Meta can leverage its scale to dominate audiences and advertising revenue. On the consumer side, anti-competitive behavior could limit choice, reduce privacy protections, or lead to higher costs for businesses that rely on Meta’s platforms to reach customers. The investigation also reflects Europe’s proactive stance on regulating Big Tech. Unlike other regions, European authorities have consistently sought to ensure that tech giants operate within clear competition guidelines. By addressing potential anti-competitive behavior early, regulators hope to maintain a balanced digital ecosystem that encourages innovation while protecting consumer rights. The probe is expected to involve detailed reviews of Meta’s data handling practices, business contracts, and algorithms. Industry analysts suggest that even if no fines are imposed, Meta may be required to make structural or operational changes to promote fairness and transparency. The case underscores the increasing pressure on global tech companies to comply with diverse regulations across different markets, highlighting the complex intersection of technology, business, and law. The European antitrust investigation into Meta marks a pivotal moment for both regulators and the tech industry. By scrutinizing one of the world’s largest social media and digital advertising companies, Europe is sending a clear signal: dominance in the digital marketplace does not exempt a company from fair competition laws. The investigation highlights the importance of transparency, accountability, and equitable practices in a digital economy that affects billions of users and countless businesses. For Meta, the stakes are high. Any findings of anti-competitive behavior could result in operational changes, mandated adjustments in data handling, or new obligations to level the playing field for competitors. Such measures could reshape the company’s business model in Europe and influence how it operates globally. Moreover, the investigation could set a precedent for future scrutiny of Big Tech, signaling to other companies that regulators are prepared to enforce competition rules strictly, regardless of size or market influence. Consumers and smaller businesses stand to benefit if the investigation leads to fairer market practices. Increased transparency, more equitable access, and reduced barriers to entry for competitors could foster innovation, enhance privacy protections, and broaden consumer choice. At the same time, policymakers must ensure that regulatory interventions do not stifle innovation or disrupt services that users rely on daily. Ultimately, Europe’s probe into Meta underscores the growing tension between the power of global tech giants and the need for oversight in digital markets. As technology continues to shape how people communicate, share information, and engage with media, ensuring fairness and competition becomes essential. The outcome of this investigation will not only influence Meta’s operations but also shape the broader landscape of digital governance, setting the tone for how regulators, companies, and consumers navigate the future of a hyperconnected world. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Emmanuel Follow I’m a writer who creates clear, engaging content across multiple fields from technical writing to storytelling, copywriting and digital content. Joined Apr 18, 2024 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Open Forem — A general discussion space for the Forem community. 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https://www.fsf.org/about/staff-and-board | Staff and Board — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › About › staff and board Info Staff and Board by Free Software Foundation Contributions — Published on Aug 10, 2016 10:43 AM Meet the staff, board of directors, and voting members of the Free Software Foundation. Staff Zoë Kooyman, Executive Director zoe@fsf.org GPG key: B102 017C CF69 8F79 423E F9CC 069C 04D2 06A5 9505 Kooyman joined the Free Software Foundation (FSF) as program manager in 2019, in charge of public activities and communications, and became the executive director in February 2022. As program manager, she led the FSF to new records for attendance and submissions at the annual LibrePlanet conference, organizing and leading the conference for three years (2020-2022). The 2020 event was converted into a successful virtual conference in just five days at the onset of the COVID-19 pandemic, and continues virtually for the time being. Kooyman directed the development of a series of animated videos highlighting and increasing awareness of important free software issues. She also drove successful efforts in associate member recruitment and fundraising. Prior to coming to the FSF, she was already a highly experienced international project manager and event producer. She has demonstrated skills in leading technology and social justice initiatives. Kooyman holds a Bachelor of Arts degree in Media and Culture and a Master of Arts in the Preservation and Presentation of the Moving Image, both from the University of Amsterdam. Born in the Netherlands, she has lived in seven countries and worked in twenty-two countries on four continents, soaking up life lessons along the way. She has a deep interest in the visual and digital nature of modern society, is always up for an adventure outdoors and, in true Dutch style, prefers to travel by bicycle. Craig Topham, Copyright & Licensing Associate craigt@fsf.org GPG key: 36C9 950D 2F68 254E D89C 7C03 F9C1 3A10 581A B853 For general licensing questions: licensing@fsf.org Craig has been an Associate Member since 2007, and he came to work for the Free Software Foundation as a Copyright and Licensing Associate at the end of 2018. Prior to the FSF, Craig worked as a PC/Network Technician for the City of Eugene, Oregon for twelve years. Some of Craig's FSF duties include: handling copyright assignments , GPL compliance for FSF-copyrighted works, and helping with the Respect Your Freedom program. Besides the desire to see free software thrive, Craig also envisions a world where everyone's inner light shines bright. You can find him every Friday hosting the Free Software Directory meeting on libera.chat #fsf from 12:00-15:00 Eastern time. Dawn Bryanton Peterson, Business Operations Manager dawnbp@fsf.org GPG Key: 2D13 0405 6F4F 061D ADEA E299 A2C7 6C54 25EF 14E8 Dawn joined the Free Software Foundation in 2019, bringing a diverse set of skills to the Foundation. With a degree in accounting, she worked in investment banking as project manger, for accounting, data, and payroll systems, before moving to work in the nonprofit sector. At the FSF, she handles incoming and outgoing accounting activities for all its member projects as well as finance, budgeting, human resources, and risk management for the Foundation. In her free time, Dawn can be found in a yoga studio, swimming, or spending time with her family. Eko K. A. Owen, Outreach & Communications Coordinator ekokao@fsf.org GPG Key: 44BC 4C41 7572 906B 0308 B01A 5E85 814E 300A 1177 Eko K. A. Owen (they/them) joined the Free Software Foundation as the Outreach and Communications Coordinator (OCC) in 2024. As OCC, they use their editing skills and creativity to help push FSF publications and events forward. Prior to working with the FSF, Eko worked in continuing legal education programming, diversity and inclusion education, and coffee crafting. They advocate for user freedom because it is a human right, and a vital tool for securing and protecting other human rights. In their spare time, Eko reads science fiction and horror novels, tries out new recipes with their partner, and writes moody fiction. Greg Farough, Campaigns Manager gregf@fsf.org GPG key: 7CCC 7ECD 3D78 EB38 4F6C 02C8 9669 5161 7A14 9C73 Greg's introduction to free software came by way of the Punkcast video blog in 2006. Intending to see a concert bootleg, they saw an RMS speech instead. From that moment forward, they resolved to use an exclusively free system. Greg started at the FSF in 2019. Ian Kelling, Senior Systems Administrator iank@fsf.org GPG key: B125 F60B 7B28 7FF6 A2B7 DF8F 170A F0E2 9542 95DF Ian was an FSF volunteer before joining the FSF in May 2017 as a senior systems administrator. He's also a free software developer and has contributed to various projects including GNU Emacs. Jeanne Rasata, Membership Coordinator jeanne@fsf.org GPG key: EF66 43D6 E1F1 15D1 A9B7 D59C 92D1 6583 E1E7 C532 Jeanne Rasata started at the FSF in 2006 as the program assistant. She is now the membership coordinator. Krzysztof Siewicz, Licensing and Compliance Manager ksiewicz@fsf.org GPG key: 6DC9 E663 36DB 9588 81AB 7E43 2671 24EF FC9C D84E Krzysztof (Chris) started as the Free Software Foundation's licensing and compliance manager in October 2023. He holds a doctorate in legal studies from Universiteit Leiden, the Netherlands, for a thesis which discussed the optimal framework for the protection of software freedom. His experience includes practicing law in Poland, advocating, and educating in the area of free and permissive licensing in various projects carried out by NGOs, educational, academic, and cultural institutions from Poland and other EU member states. Krzysztof also worked as a project coordinator, including in software development. Michael McMahon, GNU/Linux Systems Administrator michael@fsf.org GPG key: 4337 2794 C8AD D5CA 8FCF FA6C D037 59DA B600 E3C0 Michael joined the FSF tech team as Web Developer in January 2019 after working with GNU/Linux in manufacturing, game development, and education. Michael became a Systems Administrator in September 2023. He enjoys tinkering, board games, TTRPGs, DJing, public speaking, parenting, and cats. GPG keyring and GPG signature of the FSF staff and board. Board of directors (Alphabetized by first name.) More about the role of the FSF's board of directors Ian Kelling, FSF President GPG key: B125 F60B 7B28 7FF6 A2B7 DF8F 170A F0E2 9542 95DF Ian holds a bachelor's degree in computer science and is a continuous user, developer, and advocate for free software. His past experience working as a software developer for proprietary software companies, while using, learning, and contributing to GNU/Linux on his own time, solidified his personal belief in complete software freedom. He now works exclusively on GNU/Linux. He has contributed to pieces of free software like GNU Emacs, community efforts like the Free Software Directory and others, and has been a speaker at the Seattle GNU/Linux conference (SeaGL). Ian joined the Free Software Foundation in 2017, where he is a senior systems administrator. Alex Oliva Alex "lxo" Oliva lives two lives. In one, he's a respectable (i.e., free) software hacker, having worked as GNU Toolchain developer since 2000 at Red Hat and AdaCore, and he does his taxes in Brazil with free software he's maintained since 2007. In the other life, he's a software freedom activist, who speaks, writes, and attempts to motivate people to take the red pill and escape the surveillance matrix most of us live in. He's used GNU since 1991, and contributed to it since 1993. He's maintained GNU Linux-libre since 2008, and launched the 0G project to escape the surveillance black hole in 2019. He co-founded FSF Latin America, and he's a member of LibrePlanet São Paulo, a GNU Speaker, and the recipient of the 2016 FSF Award for the Advancement of Free Software. He graduated as a Computing Engineer and became MSc in Computer Sciences at University of Campinas, where he got acquainted with free software. Christina Haralanova Christina is an academic researcher, free software activist, technical trainer, and university lecturer. She has been an active free software supporter since 2000, helping over 30 women's rights-defending organizations and community centers understand the importance of software freedom and migrate to free software. Founding member of the Free Software Association, Bulgaria, and later Board member of Koumbit, member of FACIL – for the adoption of free software in Quebec (FACiL, pour l'appropriation collective de l'informatique libre), Christina has been working in the intersection of technology, feminism, and social justice. Christina's Master's thesis analyzed women's contribution to free software development (2010). Her Ph.D. thesis discovered how to transform hacking spaces to become more accessible, diverse, and pedagogically engaging diverse, and accessible to everyone (2019) . In her current practice, Christina is exploring ways to help Canadian community organizations create strategic and sustainable technological practices in their daily usage. Eko K.A. Owen, FSF Outreach & Communications Coordinator Eko K. A. Owen (they/them) joined the Free Software Foundation as the Outreach and Communications Coordinator (OCC) in 2024. As OCC, they use their editing skills and creativity to help push FSF publications and events forward. Prior to working with the FSF, Eko worked in continuing legal education programming, diversity and inclusion education, and coffee crafting. They advocate for user freedom because it is a human right, and a vital tool for securing and protecting other human rights. In their spare time, Eko reads science fiction and horror novels, tries out new recipes with their partner, and writes moody fiction. Gerald Jay Sussman, Professor of Electrical Engineering at MIT Gerald has been involved in artificial intelligence research at MIT since 1964. He co-authored Structure and Interpretation of Computer Programs and Structure and Interpretation of Classical Mechanics and is the recipient of numerous awards, including ACM's Karl Karlstrom Outstanding Educator Award and the Amar G. Bose award for teaching. He is a fellow of numerous institutions including the Institute of Electrical and Electronics Engineers, the American Association for the Advancement of Science, the American Association for Artificial Intelligence, the ACM, the American Academy of Arts and Sciences and the New York Academy of Arts, and Sciences. Henry Poole, founder of CivicActions Henry Poole is an Internet strategist with three decades' experience in information technology and more than a decade's with online communities and commerce. He was the first technologist to set up a blog for a member of the US House of Representatives. He has presented at conferences in Europe and in the US, and was the technical editor of Demystifying Multimedia . He co-founded CivicActions, a grassroots campaign technology consulting firm in 2004, helping provide network-centric free software technology solutions focusing on transforming the world. John Gilmore John Gilmore is a philanthropist, computer engineer, entrepreneur, civil libertarian, and nonprofit board member. He is a pioneer with thirty years of experience in the computer industry, including applications programming, systems programming, language implementation, management, and investment. He was the fifth employee at Sun Microsystems, cofounder of the Electronic Frontier Foundation, and a cypherpunk privacy activist. He co-designed the DHCP protocol that your phone or laptop uses daily to get its Internet address. He also contributed decades and more than $12 million to improving United States drug laws. Gilmore has served as a member of many nonprofit and for-profit boards for four decades. He co-founded Cygnus Support , the successful commercial free software company that polished and supported GCC , Binutils, and GDB; and invested tens of millions of revenue dollars into engineers improving GNU tools. Gilmore also wrote, maintained, or improved many free software programs. He wrote the program that became GNU Tar , was the GDB maintainer for years, improved the GNU Binutils and the GNU manuals , and catalyzed and funded GNU Radio and Gnash . Maria Chiara Pievatolo Maria Chiara Pievatolo is a professor of political philosophy at the university of Pisa, Italy. She is one of the earliest Italian proponents and practitioners of open (as in "free") scholarly principles. She founded one of the oldest Italian Open Access journals in the humanities and social sciences, the "Bollettino telematico di filosofia politica." Chiara is also a founding member of the Italian Association for the promotion of Open Science (AISA), of which she is currently president. "Openness" of science refers to the freedom of knowledge commons from obstacles due to monopolies and secrecy, bureaucratic evaluation obligations, or academic hierarchy. Inspired by the philosophy of GPL, free software, and copyleft she is interested in alternative non-monopolistic forms of copyright (such as Kant's), and thus that are capable of taking seriously the interest of the public use of reason and the knowledge commons. Richard M. Stallman GPG key: 6781 9B34 3B2A B70D ED93 2087 2C64 64AF 2A8E 4C02 Richard Stallman founded the free software movement in 1983 when he announced he would develop the GNU operating system, a Unix-like operating system meant to consist entirely of free software. He has been the GNU project's leader ever since. In October 1985 he started the Free Software Foundation. Since the mid-1990s, Stallman has spent most of his time in political advocacy for free software. Before that, Richard developed a number of widely used programs that are components of GNU. Stallman pioneered the concept of copyleft, and is the main author of the GNU General Public License, the most widely used free software license. Stallman graduated from Harvard in 1974 with a BA in physics. During his college years and after, he worked as a staff hacker at the MIT Artificial Intelligence Lab, learning operating system development by doing it. He wrote the first extensible Emacs text editor there in 1975. Geoffrey Knauth, FSF Treasurer Geoffrey is an independent software contractor, has worked as a programmer, senior associate, systems engineer, and systems analyst at various companies and has contributed to the GNU Objective-C project. He is fluent in Russian and French and has a working knowledge of German, which helps him maintain relationships with computer scientists, mathematicians, and physicists of the Russian Academy of Sciences and with United States economists, scientists, and agencies. He holds a BA in Economics from Harvard University and is the treasurer of the FSF. Voting members About the distinction between voting and board members Alexandre Oliva Christina Haralanova Gerald Jay Sussman Henry Poole Ian Kelling John Gilmore Maria Chiara Pievatolo Odile Bénassy Richard M. Stallman Read about our board governance and the new board recruitment process . Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Help the FSF stay strong Ring in the new year by supporting software freedom and helping us reach our goal of 100 new associate members ! About the FSF What is free software? 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A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? 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https://docs.devcycle.com/integrations/gitlab/pr-insights-action | GitLab: Feature Flag Change Insights on Merge Request | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page GitLab: Feature Flag Change Insights on Merge Request Get the integration here: https://gitlab.com/devcycle/devcycle-pr-insights-ci-cd Overview With this GitLab CI/CD pipeline, information on which DevCycle features have been added or removed in a code change will be shown directly on each Merge Request as a comment. Note: This is intended to run for all merge requests. Example Output Access Tokens This pipeline uses the GitLab API to add comments to a Merge Requests. To do this, it requires a GitLab access token with the api scope. GitLab provides different types of access tokens, but we recommend using a project access token for this pipeline. If your GitLab plan does not support project access tokens, a personal access token can be used instead. To create a project access token, follow the instuctions outlined in the GitLab documentation . To create a personal access token, follow the instuctions outlined in the GitLab documentation . The access token should be stored as a GitLab CI/CD variable in your project settings. To do this, navigate to your project settings, select CI/CD from the left sidebar, and then select Variables . From here, you can add a new variable with the name GITLAB_ACCESS_TOKEN and the value of your access token. Usage Create a new .gitlab-ci.yml file in your GitLab repository or update the existing one. Add the code_usages stage and paste the following code into a code_usages: pr_insights : stage : pr_insights image : devcycleinfra/devcycle - pr - insights - gitlab : latest script : - git fetch origin $CI_MERGE_REQUEST_TARGET_BRANCH_NAME - git fetch origin $CI_MERGE_REQUEST_SOURCE_BRANCH_NAME - node /devcycle - pr - insights - ci - cd rules : - if : $CI_PIPELINE_SOURCE == 'merge_request_event' Your DevCycle API credentials and project token are required to update the DevCycle dashboard. When referencing your API client ID and secret, we recommend using GitLab CI/CD variables to store your credentials securely. Environment Variables Your DevCycle API credentials and project token are required to update the DevCycle dashboard. These should be set as environment variables in your GitLab project settings: Variable Description DEVCYCLE_PROJECT_KEY Your DevCycle project key, see Projects DEVCYCLE_CLIENT_ID Your organization's API client ID, see Organization Settings DEVCYCLE_CLIENT_SECRET Your organization's API client secret, see Organization Settings When setting these environment variables, we recommend you protect them to ensure they're only exposed to protected branches or tags and mask them to hide their values in job logs. Usage Set the necessary environment variables in your GitLab project settings as described above. Add the provided .gitlab-ci.yaml to your project root. Push your changes. The pipeline should run automatically on any merge request. Support For any issues, feedback, or questions, please feel free to open an issue on this repository. Edit this page Overview Example Output Access Tokens Usage Environment Variables Usage Support DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://archiveprogram.github.com/press/ | Press | GitHub Archive Program skip to content Return to homepage Return to homepage Our Approach Greatest Hits Arctic Vault Partners Press Press Bloomberg // November 13, 2019 Open Source Code Will Survive the Apocalypse in an Arctic Cave Open Source Code Will Survive the Apocalypse in an Arctic Cave Silicon Angle // November 19, 2020 GitHub archives open-source ‘greatest hits’ in four locations around the world GitHub archives open-source ‘greatest hits’ in four locations around the world Engadget // Jul 19, 2020 GitHub is done depositing its open source codes in the Arctic GitHub is done depositing its open source codes in the Arctic Changelog // August 26, 2020 Inside GitHub's Arctic Code Vault Inside GitHub's Arctic Code Vault More press Australian Broadcasting Corporation // August 12, 2020 Buried deep in the ice is the GitHub code vault — humanity's safeguard against devastation Buried deep in the ice is the GitHub code vault — humanity's safeguard against devastation The Indian Express // August 1, 2020 Hindi user guide, film with barcode — Github is archiving code for a thousand years Hindi user guide, film with barcode — Github is archiving code for a thousand years CoinDesk // April 1, 2020 GitHub Is Burying Bitcoin Code Inside an Arctic Mountain to Ride Out the Next 1,000 Years GitHub Is Burying Bitcoin Code Inside an Arctic Mountain to Ride Out the Next 1,000 Years New Scientist // March 31, 2020 World’s most essential open-source code to be stored in Arctic vault World’s most essential open-source code to be stored in Arctic vault Bild // May 15, 2020 Informatiker sichern Computer-Code im ewigen Eis Informatiker sichern Computer-Code im ewigen Eis Lemonde Informatique // March 17, 2020 GitHub archive les codes des logiciels open source en Arctique GitHub archive les codes des logiciels open source en Arctique The New Stack // March 8, 2020 GitHub’s Plan to Freeze Your Code for Thousands of Years GitHub’s Plan to Freeze Your Code for Thousands of Years News.com.au // March 1, 2020 Microsoft storing world’s open source GitHub code in Norwegian archive vault for the next millennium Microsoft storing world’s open source GitHub code in Norwegian archive vault for the next millennium Engadget // November 15, 2019 GitHub will store all of its public open source code in an Arctic vault GitHub will store all of its public open source code in an Arctic vault VentureBeat // November 13, 2019 GitHub launches Arctic Code Vault to preserve open source software for 1,000 years GitHub launches Arctic Code Vault to preserve open source software for 1,000 years ZDNet // November 14, 2019 GitHub — We're storing your open-source code in the frozen Arctic for 1,000 years GitHub — We're storing your open-source code in the frozen Arctic for 1,000 years t3n // November 17, 2019 GitHub builds permafrost long-term archive for open source software GitHub builds permafrost long-term archive for open source software SPIEGEL // November 14, 2019 GitHub puts software code on ice for 1,000 years GitHub puts software code on ice for 1,000 years heise.de // November 2019 GitHub archives software for 1,000 years GitHub archives software for 1,000 years Data Centre Dynamics // November 14, 2019 GitHub to store software repositories at Piql's long-term storage data center in Svalbard GitHub to store software repositories at Piql's long-term storage data center in Svalbard Programmez.fr // November 15, 2019 GitHub Arctic Code Vault — save the global source code for at least 1000 years GitHub Arctic Code Vault — save the global source code for at least 1000 years Developpez.com // November 14, 2019 GitHub launches Artic Code Vault, an initiative to safeguard global open source code for a millennium GitHub launches Artic Code Vault, an initiative to safeguard global open source code for a millennium Cloud Watch // November 18, 2019 GitHub Arctic Code Vault will store all GitHub public repositories in the Arctic underground for 1,000 years GitHub Arctic Code Vault will store all GitHub public repositories in the Arctic underground for 1,000 years FAQ Explore Join GitHub Become a Partner | 2026-01-13T08:49:38 |
https://docs.devcycle.com/integrations/slack | Integration for Slack | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page Integration for Slack This guide explains how to set up and use the DevCycle App for Slack. You can use the DevCycle App for Slack to keep track of and monitor feature flags within your team's Slack workspace. Setup Navigate to the Settings page in the DevCycle Dashboard, click on Integrations in the side navigation bar, and click View on the Integration for Slack. Click on the Add to Slack button and connect the DevCycle App for Slack with your workspace. Once the DevCycle app has been added, you can now subscribe to Feature changes on a project-level or by individual Feature(s). First, navigate to the Slack channel where you would like to have the Slack messages to be posted. To add a subscription for project-level changes, use the command /devcycle subscribe project-key . To find a project's respective key, go to your organization's Project Settings page and copy the key under the Project name. To add a subscription for individual feature changes, use the command /devcycle subscribe project-key [-f feature-key] . To add a subscription for a project or feature changes on a specific environment, add the flag [-e environment-key] to the command. For example, All Project changes for the specified Environment: /devcycle subscribe project-key [-e environment-key] All Feature changes that impact the specified Environment: /devcycle subscribe project-key [-f feature-key] [-e environment-key] Once you've susbcribed, you're all set! Go ahead and make some changes to a Feature then check your Slack Channel for notifications. Example Slack Message The View Project [Name] button will take you to the project that the Feature belongs to. The View Changes on Feature will take you to the Audit Log entry with more details about the Feature modification. Slack Commands /devcycle [ subscribe | unsubscribe | list | help ] /dvc [ subscribe | unsubscribe | list | help ] Private Channels To use the DevCycle Integration for Slack in private channels, you must invite the DevCycle App to the channel. Uninstall the DevCycle App for Slack In the case that you connected the DevCycle app for Slack to the wrong workspace or would like to remove it, please follow the instructions in this Slack Help Center article . Edit this page Last updated on Jan 9, 2026 Setup Example Slack Message Slack Commands Private Channels Uninstall the DevCycle App for Slack DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://dev.to/t/opensource/videos#main-content | Videos - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close All videos # opensource on Video Tab Wise v2.1.0 is live Siddhesh Shirdhankar I Built Privacy-First Developer Tools That Run 100% in Your Browser Domenico Giordano I built an AI-powered Portfolio Tracker Julien Opensource No-Code MCP Builder from API Endpoints with Built-in Log Tracer HasMCP I Built a 3D AI Avatar That Actually Sees and Talks Back 🎭 Kiran Baby Video Libraries Made Searchable by AI Kiran Baby Agent Factory Recap: Deep Dive into Gemini CLI with Taylor Mullen Mollie Pettit 06:38 Vibe Code an Agentic App in Under 7 Minutes Nathan Tarbert 02:03 Project of the Week: Appwrite Riyana Patel 02:02 Project of the Week: Clerk Riyana Patel 02:21 Project of the Week: Supabase Riyana Patel 02:41 Project of the Week: freeCodeCamp Riyana Patel 02:28 From Code to Voice - The KT148A Journey! 🔄🔊 Junluan Tsui 03:49 Product sense - Intro to Keyshade Johnny Santamaria 02:22 Project of the Week: Windmill Riyana Patel 01:19 Ambient lighting - DIY B Mithilesh 02:00 Project of the Week: MapLibre Riyana Patel 03:15 Project of the Week: Deno Riyana Patel 03:04 Project of the Week: Ghost 👻 Riyana Patel 02:34 Project of the Week: Grafana Riyana Patel 02:21 Project of the Week: TensorFlow Riyana Patel 01:35 Project of the Week: HedgeDoc 🦔 Riyana Patel 01:00 Real-time, offline, voice conversations with custom chatbots Joe Curlee 05:46 The Best Office Alternative for Linux (and Beyond!) — My Unexpected Discovery BHUVANESH M loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://coderabbit.link/vscode | CodeRabbit - Visual Studio Marketplace Skip to content | Marketplace Sign in Visual Studio Code > Programming Languages > CodeRabbit New to Visual Studio Code? Get it now. CodeRabbit CodeRabbit Inc. | 104,994 installs | ( 27 ) | Free Free AI code reviews that run directly in VS Code. Review each commit immediately without waiting for PR to be raised. Catch more bugs and ship code faster. Installation Launch VS Code Quick Open ( Ctrl+P ), paste the following command, and press enter. Copy Copied to clipboard More Info Overview Version History Q & A Rating & Review CodeRabbit: AI code reviews in your editor AI coding tools let you write code 10x faster. But reviews still happen days later in PRs. CodeRabbit reviews your code instantly in VS Code, Cursor, and Windsurf – catching bugs before you even commit. ✨ Why CodeRabbit Reviews in the IDE : No waiting for PR reviews. Get feedback on uncommitted changes as you code. Works with your AI agent : One-click hand-off to Claude Code, Copilot, Cursor, or any coding agent to apply fixes. Senior dev quality : Catches race conditions, security holes, and architectural issues – not just syntax errors. Fix with AI : Review with CodeRabbit and pass to your coding agent in the same IDE, in one single click. Full context with git integration: Connect your repository to access 40+ contextual sources, linters, security checks, and sandbox testing. Language agnostic : Works with every programming language your team uses. 🚀 Key Features Line-by-line reviews : Every line gets reviewed with context from your entire codebase. Review uncommitted changes : Catch issues before committing. Reduce PR comment noise by 80%. One-click fixes : Apply simple fixes instantly. Complex fixes hand off to your AI agent. Fix all : New feature – click once to send all review comments and context to your coding agent. AI agent integration : Works with Copilot, Cursor, Claude Code, Codex CLI, Cline, Roo, Kilo Code, Augment Code, or clipboard fallback. Follows your coding guides: Automatically detects claude.md , Cursor rules, and other coding agent files. Applies them to every review. PR reviews too : Upgrade to get comprehensive PR reviews with even more context and integrations. 🤖Supported coding agents Native (default): Direct integration with GitHub Copilot in VS Code or Cursor Claude Code : Terminal-based fixes using claude command Codex CLI : Terminal integration with codex command Cline : Opens Cline sidebar for automated fixes Roo : Integrates with Roo Code's task runner Kilo Code : Works with Kilo Code's AI assistant Augment Code : Compatible with Augment's coding agent opencode : Terminal integration with opencode command Clipboard : Universal fallback – copies fix instructions for any AI agent Works in VS Code, Cursor, and Windsurf editors 🏁 Getting Started Install the extension Connect your CodeRabbit account Connect your git repository for smarter, context-aware reviews Start getting reviews on every change 🔄 Integrations GitHub, GitLab, Bitbucket, and Azure DevOps ❓ Frequently Asked Questions Q: Is CodeRabbit free to use? A: CodeRabbit offers a free tier with limited reviews per day. Premium plans are available for teams and developers requiring more extensive usage. Reach out to sales@coderabbit.ai for higher rate limits. Q: How is this different from GitHub Copilot or Cursor? A: Those tools help you write code faster. CodeRabbit reviews that code – catching bugs those tools might introduce. Use both together. Q: What do paid plans include? A: Higher rate limits in your IDE plus full PR reviews in GitHub/GitLab. PR reviews add linter integrations, code graph analysis, custom rules, and team learnings. The full context makes reviews even better. Q: Is my code secure? A: Your code is analyzed in memory, never stored. All transmissions encrypted. SOC 2 Type II certified. Contact us Jobs Privacy Manage cookies Terms of use Trademarks © 2026 Microsoft | 2026-01-13T08:49:38 |
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https://dev.to/t/development/page/2 | Development Page 2 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # development Follow Hide Tracking and discussing physical and cognitive milestones. Create Post Older #development posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Why Repetition Strengthens Knowledge Memory Rush Memory Rush Memory Rush Follow Jan 5 Why Repetition Strengthens Knowledge # requestforpost # learning # science # development Comments Add Comment 2 min read How Learning Develops Over Time Memory Rush Memory Rush Memory Rush Follow Jan 5 How Learning Develops Over Time # memory # development # learning # requestforpost Comments Add Comment 2 min read The silent revolution in Linux? Historical maintainer analysis shows Nix +264%, AUR +100%, while Debian barely grows (+2.3%) Metehan Yurtseven Metehan Yurtseven Metehan Yurtseven Follow Jan 3 The silent revolution in Linux? Historical maintainer analysis shows Nix +264%, AUR +100%, while Debian barely grows (+2.3%) # discuss # linux # opensource # development Comments Add Comment 1 min read Privacy vs. Convenience: The Hidden Cost of Always-On Tracking 🔍📱 Willie Harris Willie Harris Willie Harris Follow Jan 3 Privacy vs. Convenience: The Hidden Cost of Always-On Tracking 🔍📱 # privacy # development # technology Comments Add Comment 5 min read Designing Secure Plugin Architectures for Desktop Applications Emanuele Balsamo Emanuele Balsamo Emanuele Balsamo Follow for CyberPath Jan 2 Designing Secure Plugin Architectures for Desktop Applications # architecture # plugins # security # development Comments Add Comment 12 min read I built wordle for desktop but using my own GUI library! Scriptor Scriptor Scriptor Follow Jan 2 I built wordle for desktop but using my own GUI library! # showdev # opensource # testing # development Comments Add Comment 2 min read Deep Dive into Zero-Day Exploits: Part 1 Emanuele Balsamo Emanuele Balsamo Emanuele Balsamo Follow for CyberPath Jan 2 Deep Dive into Zero-Day Exploits: Part 1 # zeroday # exploit # development # vulnerability Comments Add Comment 9 min read Docker Network Commands Megha Sharma Megha Sharma Megha Sharma Follow Jan 2 Docker Network Commands # devops # docker # opensource # development Comments Add Comment 8 min read Get Hit By Performance Bottleneck In Canvas Ikhwan A Latif Ikhwan A Latif Ikhwan A Latif Follow Jan 2 Get Hit By Performance Bottleneck In Canvas # learning # development # programming # performance Comments Add Comment 4 min read Why Learning Feels Slow at First Memory Rush Memory Rush Memory Rush Follow Jan 3 Why Learning Feels Slow at First # learning # deved # development Comments Add Comment 3 min read Designing High-Performance RTP Media Infrastructure at Massive Scale Ecosmob Technologies Ecosmob Technologies Ecosmob Technologies Follow Jan 2 Designing High-Performance RTP Media Infrastructure at Massive Scale # news # development # rtpmedia Comments Add Comment 4 min read Building a Trustworthy Online IQ Test as a Developer Whats Your IQ Whats Your IQ Whats Your IQ Follow Jan 3 Building a Trustworthy Online IQ Test as a Developer # showdev # iqtest # freeiqtest # development 1 reaction Comments Add Comment 5 min read AI Should Be "Blind" (And That's a Good Thing) Dexmac Dexmac Dexmac Follow Jan 4 AI Should Be "Blind" (And That's a Good Thing) # ai # programming # development Comments Add Comment 6 min read What Happens When Mobile Apps Compete for CPU Time? Raul Smith Raul Smith Raul Smith Follow Dec 31 '25 What Happens When Mobile Apps Compete for CPU Time? # appdev # development # mobileapp Comments Add Comment 4 min read What is UML? Aniket Vaishnav Aniket Vaishnav Aniket Vaishnav Follow Dec 31 '25 What is UML? # programming # development Comments Add Comment 1 min read Why I decided to give away my UI library for free (and just sell the boilerplate) Raman Mohammed Raman Mohammed Raman Mohammed Follow Jan 5 Why I decided to give away my UI library for free (and just sell the boilerplate) # development # webdev # saas # productivity 2 reactions Comments 1 comment 1 min read Introduce Parameter Object: A Refactoring Pattern That Scales CodeCraft Diary CodeCraft Diary CodeCraft Diary Follow Dec 29 '25 Introduce Parameter Object: A Refactoring Pattern That Scales # php # cleancode # programming # development Comments Add Comment 4 min read React Native 0.83 for Production Teams: Better DevTools, Better Tracing, Less Risk Alisson Goulart Alisson Goulart Alisson Goulart Follow Dec 29 '25 React Native 0.83 for Production Teams: Better DevTools, Better Tracing, Less Risk # mobile # typescript # development # product Comments Add Comment 5 min read Artificial Intelligence in Mobile App Development Today Devang Panchal Devang Panchal Devang Panchal Follow Dec 30 '25 Artificial Intelligence in Mobile App Development Today # ai # app # development 15 reactions Comments 2 comments 4 min read Giving AI Roles and Names synthaicode synthaicode synthaicode Follow Dec 28 '25 Giving AI Roles and Names # ai # system # development # productivity Comments Add Comment 3 min read MiniMax M2.1 is live in Kilo Darko from Kilo Darko from Kilo Darko from Kilo Follow Dec 29 '25 MiniMax M2.1 is live in Kilo # coding # ai # development Comments Add Comment 3 min read Day 38 of improving my Data Science skills Sylvester Promise Sylvester Promise Sylvester Promise Follow Jan 1 Day 38 of improving my Data Science skills # codenewbie # tooling # datascience # development Comments Add Comment 2 min read Advanced Context Engineering for Coding Agents Alex Metelli Alex Metelli Alex Metelli Follow Dec 28 '25 Advanced Context Engineering for Coding Agents # agents # ai # development # programming Comments Add Comment 4 min read Building Intelligent, Agentic Applications in VS Code - A Technical Deep Dive into the AI Toolkit Extension Pack Holger Imbery Holger Imbery Holger Imbery Follow Dec 27 '25 Building Intelligent, Agentic Applications in VS Code - A Technical Deep Dive into the AI Toolkit Extension Pack # agents # development # vscode # aitoolkit Comments Add Comment 12 min read Stop Fighting Context Limits: How Multi-Agent Systems Solved My Development Chaos(Part 1) Nour Mohamed Amine Nour Mohamed Amine Nour Mohamed Amine Follow Dec 28 '25 Stop Fighting Context Limits: How Multi-Agent Systems Solved My Development Chaos(Part 1) # architecture # development # productivity # ai Comments Add Comment 6 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://vibe.forem.com/maxreed_918/gemini-3-is-everywhere-so-i-finally-tested-it-as-a-developer-and-heres-what-happened-5839 | Gemini 3 Is Everywhere — So I Finally Tested It as a Developer (And Here’s What Happened) - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse MAX REED Posted on Nov 28, 2025 Gemini 3 Is Everywhere — So I Finally Tested It as a Developer (And Here’s What Happened) # ai # gemini # vscode # lofi If you’re active in the developer community, you’ve probably noticed one thing over the last week — Gemini 3 is literally everywhere. X (Twitter), Reddit, Discord, YouTube… the hype has been insane. Everyone keeps saying “Google finally did it… this model is massive.” As a developer, I’m always curious when a new AI model gets this kind of attention. So of course, I had to test it myself. Not by asking philosophical questions or doing poetry — but by using it for something real, something practical: 👉 Can Gemini 3 build a usable developer-friendly website from a single prompt? So I opened Google AI Studio, typed a simple request, and the results honestly shocked me. Test #1 — Building a Doctor Appointment Landing Page My first test prompt was extremely basic: “Make a doctor appointment landing page website.” Just one line. No extra styling instructions. No design rules. No frameworks. And then Gemini responded… The UI it generated was shockingly good. It wasn’t the usual basic HTML pages we expect from AI. No boring layout. No Bootstrap boilerplate. Instead, it looked like something a real designer made. * Why it surprised me: * The UI/UX looked clean and modern Layout structuring was better than many ready-made templates The typography choices were actually thoughtful Colors and spacing felt professional It looked brandable, not generic Honestly, it looked better than some of the free WordPress default themes we see everywhere. And remember — all this came from one small prompt. Think About That for a Second… As developers, we know how long UI polishing takes: Choosing a color palette Balancing padding/margins Picking the right font scale Making the layout responsive Ensuring the design feels consistent Gemini 3 handled most of that instantly. This is the first moment I felt like AI isn’t just writing code anymore — it’s beginning to understand design logic. And as a frontend dev, that’s both exciting and scary. Test #2 — Building a University Material Website in VS Code After the first result impressed me, I wanted a harder challenge. So I switched to VS Code and asked Gemini to build: _ “A complete university material website with good functionality for my VU class fellow students.” _ Now the results this time were not as perfect. The UI was fine, but not as polished as the earlier landing page. Functionality ideas were there, but the code wasn’t production-ready. But still… It created a multi-section layout Included areas for notes, lectures, and materials Suggested good structure and logic Generated components and routing ideas Saved me time on boilerplate So while this second test wasn’t “wow” level, it still gave me a solid starting point. Final Thoughts — Is Gemini 3 Worth the Hype? After using it for real dev tasks, my answer is: Yes — it actually deserves the hype. For UI/UX generation alone, this model is a game changer. The ability to create a brandable-looking website from a single sentence is something we’ve never had at this level before. It’s not perfect. It’s not replacing developers. But it’s making our workflow faster, smoother, and more creative. If you haven’t tried Gemini 3 yet, especially the UI generation part, you’re missing out. This is the closest we’ve come to an AI that actually understands beauty in design. Top comments (1) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse MAX REED Follow i am a MERN + Next.js developer — developing and exploring something amazing every day. I love building real-world apps, learning by doing, and sharing the journey along the way. Location Pakistan Pronouns he Joined Jul 27, 2025 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Vibe Coding Forem © 2025 - 2026. Where anyone can code, with a bit of creativity and some AI help. 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https://forem.com/saswatapal | Saswata Pal - Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close Follow User actions Saswata Pal Senior Software Engineer turning 12 years of frontend/DevOps into full-stack + AI. Building in public: React 19, Next.js 15, Tailwind v4, AWS. Week 1/12 of my transformation. Let's connect! Location Remote Joined Joined on Dec 1, 2025 Personal website https://codecraft-labs-portfolio.vercel.app github website More info about @saswatapal Badges 1 Week Community Wellness Streak For actively engaging with the community by posting at least 2 comments in a single week. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Skills/Languages react nextjs typescript javascript aws devops frontend tailwindcss testing cicd docker nodejs Currently learning Full-stack architecture, AI integration, Docker/Kubernetes, Backend with NestJS Currently hacking on CodeCraft Labs - production design system with 468 tests, migrating to full-stack + AI Available for Mentorship, collaboration on open-source design systems, speaking about modern frontend architecture Post 13 posts published Comment 2 comments written Tag 0 tags followed Why I Chose Monorepo: From Copy-Paste Hell to 2.8s Builds Saswata Pal Saswata Pal Saswata Pal Follow Dec 9 '25 Why I Chose Monorepo: From Copy-Paste Hell to 2.8s Builds # monorepo # turborepo # architecture # pnpm 1 reaction Comments Add Comment 7 min read Want to connect with Saswata Pal? Create an account to connect with Saswata Pal. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds Saswata Pal Saswata Pal Saswata Pal Follow Dec 9 '25 Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds # monorepo # architecture # turborepo # pnpm Comments Add Comment 32 min read Tailwind CSS v4: Why I Chose CSS-First Config Over Styled Components Saswata Pal Saswata Pal Saswata Pal Follow Dec 6 '25 Tailwind CSS v4: Why I Chose CSS-First Config Over Styled Components # tailwindcss # css # webdev # performance Comments 1 comment 17 min read Next.js 16 vs Remix vs Astro: Choosing the Right React Framework in 2025 Saswata Pal Saswata Pal Saswata Pal Follow Dec 5 '25 Next.js 16 vs Remix vs Astro: Choosing the Right React Framework in 2025 # nextjs # remix # astro # react 1 reaction Comments Add Comment 13 min read Why I Chose Vite Over Webpack: 10x Faster Builds & Instant HMR Saswata Pal Saswata Pal Saswata Pal Follow Dec 4 '25 Why I Chose Vite Over Webpack: 10x Faster Builds & Instant HMR # vite # webpack # buildtools # performance 2 reactions Comments Add Comment 11 min read Storybook 10: Why I Chose It Over Ladle and Histoire for Component Documentation Saswata Pal Saswata Pal Saswata Pal Follow Dec 4 '25 Storybook 10: Why I Chose It Over Ladle and Histoire for Component Documentation # storybook # componentlibrary # documentation # vite Comments Add Comment 11 min read Do You Need State Management in 2025? React Context vs Zustand vs Jotai vs Redux Saswata Pal Saswata Pal Saswata Pal Follow Dec 4 '25 Do You Need State Management in 2025? React Context vs Zustand vs Jotai vs Redux # react # statemanagement # zustand # redux 8 reactions Comments 5 comments 12 min read Why I'm Using React 19 in Production: Compiler Magic & Actions That Just Work Saswata Pal Saswata Pal Saswata Pal Follow Dec 3 '25 Why I'm Using React 19 in Production: Compiler Magic & Actions That Just Work # react # react19 # frontend # performance Comments Add Comment 16 min read Why I Chose Vitest Over Jest: 10x Faster Tests & Native ESM Support Saswata Pal Saswata Pal Saswata Pal Follow Dec 3 '25 Why I Chose Vitest Over Jest: 10x Faster Tests & Native ESM Support # vitest # jest # testing # vite 1 reaction Comments Add Comment 15 min read Why I Chose Biome Over ESLint+Prettier: 20x Faster Linting & One Tool to Rule Them All Saswata Pal Saswata Pal Saswata Pal Follow Dec 1 '25 Why I Chose Biome Over ESLint+Prettier: 20x Faster Linting & One Tool to Rule Them All # biome # eslint # oxlint # codequality 1 reaction Comments Add Comment 18 min read Why I Chose pnpm Over npm/Yarn: 3x Faster Installs & 50% Less Disk Space Saswata Pal Saswata Pal Saswata Pal Follow Dec 1 '25 Why I Chose pnpm Over npm/Yarn: 3x Faster Installs & 50% Less Disk Space # pnpm # npm # yarn # packagemanager Comments Add Comment 15 min read Why I Chose Turborepo Over Nx: Monorepo Performance Without the Complexity Saswata Pal Saswata Pal Saswata Pal Follow Dec 1 '25 Why I Chose Turborepo Over Nx: Monorepo Performance Without the Complexity # turborepo # nx # monorepo # architecture 2 reactions Comments 1 comment 9 min read Building a Production Design System with Tailwind CSS v4 Saswata Pal Saswata Pal Saswata Pal Follow Dec 1 '25 Building a Production Design System with Tailwind CSS v4 # tailwindcss # webdev # react # designsystems Comments Add Comment 7 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — Your community HQ Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Saswata Pal Posted on Dec 9, 2025 Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds # monorepo # turborepo # architecture # pnpm Tech Stack Decisions (12 Part Series) 1 Why I Chose Turborepo Over Nx: Monorepo Performance Without the Complexity 2 Why I Chose pnpm Over npm/Yarn: 3x Faster Installs & 50% Less Disk Space ... 8 more parts... 3 Why I Chose Biome Over ESLint+Prettier: 20x Faster Linting & One Tool to Rule Them All 4 Why I Chose Vitest Over Jest: 10x Faster Tests & Native ESM Support 5 Why I'm Using React 19 in Production: Compiler Magic & Actions That Just Work 6 Do You Need State Management in 2025? React Context vs Zustand vs Jotai vs Redux 7 Storybook 10: Why I Chose It Over Ladle and Histoire for Component Documentation 8 Why I Chose Vite Over Webpack: 10x Faster Builds & Instant HMR 9 Next.js 16 vs Remix vs Astro: Choosing the Right React Framework in 2025 10 Tailwind CSS v4: Why I Chose CSS-First Config Over Styled Components 11 Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds 12 Why I Chose Monorepo: From Copy-Paste Hell to 2.8s Builds Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds I broke production on a Friday night. Changed a Button prop in the UI library. Committed. Deployed. Felt good. Except I forgot the portfolio app had its own copy of Button.tsx. Different repo. Same component name. Different version. Production broke. White screen. Users emailing "site down?" That's when I knew: copy-pasting components across 3 repos had to end. After moving to monorepo: One Button.tsx. One source of truth. Type errors caught before commit (TypeScript sees everything) Builds in 2.8 seconds with cache Deploy once, everything stays in sync But here's what really changed: I stopped being a deployment coordinator and became a developer again. No more context switching. No more "did I update all three repos?" paranoia. Just code. TL;DR Choose Monorepo if: ✅ You have 2+ projects sharing code (components, utilities, types) ✅ You value atomic commits across multiple packages ✅ You want faster builds with intelligent caching ✅ Your team (or future team) needs consistent tooling ❌ Don't choose if: Single app with no shared code, or mega-scale (1000+ packages) Key Stats from My Project: Build time: 2.8s (vs 5+ min managing 3 separate repos) Cache hit rate: 95% (rebuilds only what changed) Deployment complexity: 3 pipelines → 1 pipeline Code duplication: ~40% duplicated code → 0% Investment: Setup time: 30 minutes (first time) Learning curve: Low (if you know npm, you know workspaces) ROI: Saves ~2 hours/day in context switching + builds Risk Level: Low (easy to migrate back if needed) 🎥 Video: [Coming soon - will add YouTube walkthrough] 👇 Keep reading for: Real monorepo structure from my production project, migration gotchas I hit, and why this decision pays for itself in the first week. The Problem My Context I was building CodeCraft Labs - a full-stack portfolio and component showcase: 3 applications: Portfolio site (Next.js), web app prototype, CLI tool 2 shared packages: UI design system (@ccl/ui with 25+ components), TypeScript configs 1 developer: Just me (now), planning for 2-5 person team Tech stack: React 19, TypeScript 5.6, Next.js 16, Tailwind v4, Turborepo Deployment: Vercel (portfolio), future: Vercel (web), npm (CLI) Project: github.com/saswatawork/codecraft-labs The Challenge: Repository Hell Managing 3 separate repos was slowly killing my productivity: Problem 1: Code Duplication Nightmare // 😱 The same Button component existed in 3 places: // Repo 1: portfolio/components/Button.tsx (230 lines) // Repo 2: web-app/components/Button.tsx (230 lines, copy-pasted) // Repo 3: ui-library/src/Button.tsx (250 lines, "improved" version) // Changed the API in one? Manual sync to other two. // Forgot to sync? Production bugs. // Fixed a bug in one? Copy-paste fix 3 times. Enter fullscreen mode Exit fullscreen mode The Reality: 40% of my code was duplicated across repos 15-20 minutes per "simple" component update High risk of drift (Button in repo 1 ≠ Button in repo 2) Problem 2: Deployment Complexity # My daily workflow (the painful version): # Update shared component $ cd ~/ui-library $ git pull $ npm install $ npm run build $ npm version patch $ npm publish $ git push # Update portfolio $ cd ~/portfolio $ npm install ui-library@latest # Wait 45 seconds $ npm run build # Wait 2 minutes $ git add package.json package-lock.json $ git commit -m "Update UI library" $ git push # Vercel auto-deploys # Update web app $ cd ~/web-app $ npm install ui-library@latest # Another 45 seconds $ npm run build # Another 2 minutes $ git add package.json package-lock.json $ git commit -m "Update UI library" $ git push # Total time: 8-10 minutes (if nothing breaks) # Actual time: 15-20 minutes (because something always breaks) Enter fullscreen mode Exit fullscreen mode Problem 3: Type Safety Across Repos = Impossible // In UI library (separate repo): export interface ButtonProps { variant : ' primary ' | ' secondary ' ; size : ' sm ' | ' md ' | ' lg ' ; } // In portfolio app (different repo): < Button variant = " primary " size = " xl " /> // ❌ TypeScript can't catch this at dev time // ✅ Only fails after: npm publish → npm install → npm build // By then you've wasted 10 minutes Enter fullscreen mode Exit fullscreen mode Problem 4: Tooling Inconsistencies Each repo had slightly different configs: ESLint rules: 85% overlap, 15% chaos TypeScript configs: Copy-pasted, slowly diverging Prettier settings: "Did I use 2 spaces or 4 here?" Git hooks: Some had pre-commit, some didn't Node version: 18 in one, 20 in another The Breaking Point: One Friday evening, I updated Button's onClick signature to return a Promise. Updated portfolio app. Forgot about web app. Deployed. Saturday morning: User reports "buttons don't work." The web app still expected synchronous onClick . TypeScript didn't catch it because they were in separate repos. Fixed the bug in 5 minutes. Spent 2 hours questioning my architecture choices. Why This Decision Mattered Impact of staying with multi-repo: ⏱️ Developer Productivity: 15-20 min per shared code update × 5-10 updates/day = 2+ hours daily waste 💰 Cost Implications: 2 hrs/day × $50/hr (conservative) = $100/day = $2,000/month in lost productivity 🔄 Migration Difficulty: The longer I waited, the harder migration would become 📈 Scale Implications: Planning to grow from 3 apps to 8+ apps in next 6 months 👥 Team Impact: When I hire 2-5 people, onboarding 3 repos × 3 configs = nightmare 🐛 Bug Risk: Code drift between repos = production bugs (already happened twice) The question wasn't "should I migrate?" The question was "how much longer can I afford NOT to migrate?" ✅ What I Was Looking For Must-Have Requirements Atomic Commits Across Packages - Change UI component + all consumers in one commit Critical because: Prevents version drift and "forgot to update" bugs Measures success: Can git log show UI lib + apps changed together Intelligent Build Caching - Don't rebuild unchanged packages Critical because: 3 separate repos = 3 separate builds = 5+ min total Measures success: Second build should be < 1 second Type Safety Across Boundaries - TypeScript understands all packages Critical because: Caught 2 production bugs that multi-repo couldn't catch Measures success: npm run typecheck validates entire monorepo Shared Tooling Configuration - One ESLint, one TypeScript config, one source of truth Critical because: Spent 30+ min/week syncing configs across repos Measures success: Change ESLint rule once, applies everywhere Simple Dependency Management - Easy to link local packages Critical because: npm link is painful, pnpm workspace should be automatic Measures success: Import from local package like any npm package Nice-to-Have Features Remote caching for team collaboration (Turborepo + Vercel) Selective task execution (only test affected packages) Parallel builds (utilize all CPU cores) Simple CI/CD (one pipeline instead of three) Easy onboarding (new devs clone one repo, run one command) Deal Breakers ❌ Requires major rewrites - Can't afford 1+ week of migration ❌ Complex configuration (100+ lines of config) ❌ Vendor lock-in - Must be able to migrate away if needed ❌ Slow builds - If monorepo is slower than multi-repo, what's the point? Evaluation Framework I scored approaches on these dimensions (0-10 scale): Criteria Weight Why It Matters for My Context Developer Productivity 30% Solo dev - every minute counts Type Safety 25% Already had 2 bugs from repo boundaries Build Speed 20% 5+ min multi-repo builds killing flow Migration Ease 15% Can't afford week-long rewrites Future Team Scalability 10% Planning to hire 2-5 people in 6 months Methodology: Each approach rated 1-10 per criterion, multiplied by weight, summed for final score. Minimum passing score: 7.0/10. 🥊 The Contenders I evaluated 5 architectural approaches based on research, experimentation, and talking to developers managing 2-100+ packages: Monorepo (Turborepo + pnpm workspaces) - Single Repo, Multiple Packages Best For: 2-50 packages, small-to-medium teams, shared code across apps Key Strength: Atomic commits, shared tooling, intelligent caching, type safety across boundaries Key Weakness: Can become unwieldy at 100+ packages (though rare) Example Projects: Vercel (turborepo.org), Next.js, Remix Tooling: Turborepo, Nx, Lerna, Rush, pnpm/yarn/npm workspaces Adoption: Used by Google, Meta, Microsoft for internal projects Learning Curve: Low (if you know npm, you know workspaces) Setup Time: 30 minutes Quick Take: The modern standard for teams sharing code across multiple projects. Combines benefits of code reuse with independent deployability. Multi-repo (Polyrepo) - Separate Repos per Project Best For: Completely independent projects, different teams with no code sharing Key Strength: Complete independence, clear ownership, simple CI/CD per repo Key Weakness: Code duplication, manual version coordination, tooling inconsistency Example Projects: Most traditional organizations, microservices with no shared libs Tooling: Standard Git workflows, separate npm packages Adoption: Default approach for most projects (until pain threshold hit) Learning Curve: None (standard Git) Setup Time: 0 (already how most people work) Quick Take: Simple until you need to share code across repos. Then becomes expensive fast. Mono-package (Single Repo, Single Package) - Everything in One npm Package Best For: Single application with no plans to split Key Strength: Simplest possible setup, no coordination needed Key Weakness: Can't independently version/deploy parts, grows into unmaintainable monolith Example Projects: Small apps, MVPs, solo side projects Tooling: Standard npm/pnpm, no special tools needed Adoption: Most small-to-medium single apps Learning Curve: None Setup Time: 0 Quick Take: Perfect for single apps. Doesn't scale to multiple deployable units. Hybrid (Mix of Monorepo + Published Packages) - Internal Monorepo + External Multi-repo Best For: Organizations with both internal apps and public open-source libraries Key Strength: Internal speed (monorepo) + external flexibility (separate repos for OSS) Key Weakness: Complexity of managing both patterns, sync overhead Example Projects: Companies with internal apps + public npm packages Tooling: Monorepo tools + traditional npm publishing Adoption: Used by companies like Stripe, Shopify for some projects Learning Curve: Medium (need to understand both patterns) Setup Time: 1-2 hours Quick Take: Best of both worlds for specific use cases. Overkill for most projects. Meta-repo (Git Submodules/Subtrees) - Nested Repos Best For: Legacy codebases, specific enterprise constraints Key Strength: Maintains repo independence while nesting Key Weakness: Git submodules are notoriously painful, poor DX Example Projects: Some legacy enterprise codebases Tooling: Git submodules, Git subtrees Adoption: Declining (most teams migrating away) Learning Curve: High (git submodules are confusing) Setup Time: 2+ hours (then eternal debugging) Quick Take: Don't. Just don't. Git submodules cause more problems than they solve. 📊 Head-to-Head Comparison Quick Feature Matrix Feature Monorepo Multi-repo Mono-package Hybrid Meta-repo Code Reuse ⭐⭐⭐⭐⭐ ⭐ ⭐⭐⭐ ⭐⭐⭐⭐ ⭐⭐ Type Safety ⭐⭐⭐⭐⭐ ⭐⭐ ⭐⭐⭐⭐⭐ ⭐⭐⭐⭐ ⭐⭐ Build Speed ⭐⭐⭐⭐⭐ ⭐⭐⭐ ⭐⭐⭐⭐ ⭐⭐⭐⭐ ⭐⭐ Atomic Commits ⭐⭐⭐⭐⭐ ❌ ⭐⭐⭐⭐⭐ ⭐⭐⭐ ⭐⭐ Independence ⭐⭐⭐ ⭐⭐⭐⭐⭐ ⭐ ⭐⭐⭐⭐ ⭐⭐⭐⭐ CI/CD Simplicity ⭐⭐⭐⭐ ⭐⭐⭐⭐⭐ ⭐⭐⭐⭐⭐ ⭐⭐⭐ ⭐⭐ Learning Curve Easy None None Medium Hard Setup Time 30 min 0 min 0 min 1-2 hrs 2+ hrs Tooling Required ✅ Turbo/Nx ❌ None ❌ None ✅ Multiple ⚠️ Git magic Caching ✅ Excellent ⚠️ Per-repo ✅ Simple ✅ Varies ⚠️ Complex Versioning ✅ Unified ⚠️ Manual sync ✅ Single ⚠️ Mixed ⚠️ Manual Team Scale 1-100 devs Any 1-10 devs 10-500 devs Not recommended Best Package Count 2-50 Any 1 5-20 2-10 Real-World Metrics from My Migration Test Setup: Machine: MacBook Pro M2, 16GB RAM Project: 3 apps, 2 packages, ~50K lines of code Test Date: November 2025 Methodology: Measured end-to-end from git pull to deployment Scenario 1: Update Shared UI Component Task: Change Button component API, update all consumers, deploy Approach Steps Time Error Risk Monorepo 1. Edit Button 2. Update consumers 3. git commit (atomic) 4. turbo build (2.8s) 5. git push 5 min Low (TS catches all) Multi-repo 1. Edit Button in ui-lib 2. Publish to npm 3. Update portfolio 4. Update web app 5. Deploy both 20 min High (manual sync) Difference - 15 min saved Fewer bugs Scenario 2: Full Clean Build Task: Clone repo, install deps, build everything Approach Install Time Build Time Total Cache Benefit Monorepo 45s (pnpm) 8.2s (cold) 53s 2.8s (cached) Multi-repo 135s (3 × 45s) 180s (3 × 60s) 315s No cross-repo cache Savings 90s 172s 262s (4.4x faster) Huge Scenario 3: Type Check Across Projects Task: Verify TypeScript types for entire codebase Approach Coverage Errors Caught Time Monorepo 100% (sees all) Button API mismatch 4.2s Multi-repo Per-repo only ❌ Mismatches not caught 3 × 3s = 9s Outcome Better safety Caught 2 real bugs 2x faster Scenario 4: CI/CD Pipeline Execution Task: Run tests, build, deploy on GitHub Actions Approach Pipelines Total CI Time Monthly Cost Monorepo 1 pipeline 2m 15s $8 Multi-repo 3 pipelines 3 × 2m = 6m $24 Savings 2 fewer 3m 45s saved $16/month 📊 Key Finding: Monorepo delivered 3-4x productivity improvement across all scenarios. 🔍 Deep Dive: Monorepo with Turborepo + pnpm Workspaces What It Is A monorepo is a single Git repository containing multiple related projects (apps, packages, libraries) that can be developed, versioned, and deployed independently while sharing code and tooling. Modern monorepo = pnpm workspaces (package linking) + Turborepo (build orchestration) How It Works monorepo/ ├── apps/ # Deployable applications │ ├── portfolio/ # Next.js app → Vercel │ ├── web/ # React app → Vercel │ └── api/ # Node.js API → Railway │ ├── packages/ # Shared libraries │ ├── ui/ # Component library │ │ ├── src/components/ │ │ ├── package.json # name: "@ccl/ui" │ │ └── tsconfig.json │ └── typescript-config/ # Shared TS configs │ ├── pnpm-workspace.yaml # Defines workspaces ├── turbo.json # Orchestrates builds └── package.json # Root package Enter fullscreen mode Exit fullscreen mode How pnpm Workspaces Link Packages: // apps/portfolio/package.json { "dependencies" : { "@ccl/ui" : "workspace:*" // Links to local packages/ui/ } } Enter fullscreen mode Exit fullscreen mode When you run pnpm install , pnpm creates symlinks: apps/portfolio/node_modules/@ccl/ui → ../../packages/ui/ Enter fullscreen mode Exit fullscreen mode Result: Import from local package like any npm package: // apps/portfolio/src/app/page.tsx import { Button } from ' @ccl/ui ' ; // ✅ Works instantly, no npm publish! < Button onClick = { handleClick } > Click me < /Button > Enter fullscreen mode Exit fullscreen mode How Turborepo Optimizes Builds: // turbo.json { "tasks" : { "build" : { "dependsOn" : [ "^build" ], // Build dependencies first "outputs" : [ "dist/**" , ".next/**" ] } } } Enter fullscreen mode Exit fullscreen mode When you run turbo build : Analyzes dependency graph: Portfolio depends on @ccl/ui Builds in order: @ccl/ui → portfolio Caches outputs: Hashes inputs, stores dist/ in .turbo/cache/ Skips unchanged: If @ccl/ui unchanged, reuses cached build Parallelizes: Builds independent packages simultaneously Result: Second build takes 0.3s instead of 8.2s (95% time saved) Pros ✅ Atomic Commits Across Boundaries - Change shared code + consumers in one commit Impact: Eliminated version drift bugs (had 2 in multi-repo setup) Use case: Update Button API + all apps using it Real example: See this commit - changed 5 files across 3 packages atomically Type Safety Across Packages - TypeScript understands entire codebase Impact: Catches breaking changes before git commit Use case: Rename prop, TS shows all usages Real example: Caught Button onClick type change affecting 15 components Blazing Fast Builds with Caching - Only rebuild what changed Impact: 2.8s cached builds vs 5+ min multi-repo Use case: Daily development, CI/CD pipelines Real example: 95% cache hit rate = instant builds Shared Tooling = Consistency - One ESLint, one TS config, one source of truth Impact: Saved 30+ min/week syncing configs Use case: Change linting rule once, applies everywhere Real example: Enabled strict TypeScript modes for all packages in one commit Simplified Dependency Management - pnpm install links everything Impact: No more npm link pain, no publishing to test Use case: Develop library + consumer simultaneously Real example: Edit Button, see changes in app instantly (HMR works) Better Refactoring - Find all usages across entire codebase Impact: Safe large-scale refactors Use case: Rename utility function used in 10 places Real example: VS Code "Find All References" sees across packages Cons ❌ Initial Learning Curve - Need to understand workspaces + build tools Impact: 2-3 hours learning pnpm workspaces + Turborepo Workaround: Good docs exist, concepts simple once learned Reality check: Easier than learning Docker, worth the investment Git History Can Get Large - All projects in one repo = more commits Impact: Cloning repo takes longer (initially) Workaround: Shallow clone, sparse checkout, or just accept it Reality check: Modern Git handles large repos well, rarely an issue under 100K commits CI/CD Requires Smart Filtering - Need to detect what changed Impact: Can't just "deploy everything" on every commit Workaround: Turborepo's --filter or Nx affected commands Reality check: Actually an advantage - only deploy what changed Tooling Uniformity Can Be Limiting - All packages must use same major versions Impact: Can't have Next.js 14 in one app, Next.js 15 in another Workaround: Usually not an issue (want consistency anyway) Reality check: Forced consistency is often a feature, not a bug Best For ✅ 2-50 packages - Sweet spot for monorepo benefits ✅ Shared code across apps - Component libraries, utilities, types ✅ Teams under 100 people - Most companies (Google/Meta are outliers) ✅ Full-stack projects - Frontend + backend + shared in one place ✅ Rapid iteration - Change library + consumers without publishing NOT For ❌ Single app with no shared code - Overhead without benefit ❌ Completely independent projects - If apps never share code, why monorepo? ❌ 100+ packages - Possible but requires advanced tooling (Nx, Rush) ❌ Different tech stacks - Hard to share tooling between Go, Python, Node.js (though possible) 🏗️ Architecture Impact How monorepo architecture transformed my system design: My Actual Project Structure codecraft-labs/ # Single Git repository ├── apps/ # Deployable applications │ ├── portfolio/ # Next.js 16 portfolio site │ │ ├── src/ │ │ │ └── app/ │ │ │ └── page.tsx # Imports @ccl/ui components │ │ ├── next.config.ts │ │ ├── package.json # depends on: "@ccl/ui": "workspace:*" │ │ └── tsconfig.json # extends: "@ccl/typescript-config/nextjs" │ │ │ └── web/ # Future web app │ ├── src/ │ ├── package.json # also uses "@ccl/ui": "workspace:*" │ └── tsconfig.json │ ├── packages/ # Shared libraries │ ├── ui/ # Component library (@ccl/ui) │ │ ├── src/ │ │ │ ├── components/ │ │ │ │ ├── button/ │ │ │ │ │ ├── Button.tsx # 170 lines, Radix + CVA + Slot │ │ │ │ │ └── index.ts │ │ │ │ ├── card/ # 25+ components total │ │ │ │ └── ... │ │ │ └── utils/ │ │ │ ├── cn.ts # Tailwind merge utility │ │ │ └── variants.ts # CVA variant definitions │ │ ├── package.json # name: "@ccl/ui" │ │ └── tsconfig.json │ │ │ └── create-app/ # CLI tool (@ccl/create-app) │ ├── src/ │ ├── package.json # published to npm │ └── tsconfig.json │ ├── tools/ │ └── typescript-config/ # Shared TypeScript configs │ ├── base.json # Base config for all packages │ ├── nextjs.json # Next.js-specific config │ └── package.json # name: "@ccl/typescript-config" │ ├── pnpm-workspace.yaml # Defines: apps/*, packages/*, tools/* ├── turbo.json # Build orchestration (73 lines) ├── package.json # Root scripts: turbo build, turbo dev └── biome.json # Shared linting/formatting config Enter fullscreen mode Exit fullscreen mode Why This Structure Works: Clear separation by purpose apps/ = things you deploy independently packages/ = things you share and publish tools/ = configs and development utilities Dependency flow is unidirectional apps/portfolio → packages/ui → (no dependencies on apps) apps/web → packages/ui Enter fullscreen mode Exit fullscreen mode Apps depend on packages, but packages never depend on apps. Prevents circular dependencies. Scoped package naming @ccl/ui not ui - prevents npm naming conflicts Clear ownership: All packages under @ccl scope Easy to identify internal vs external packages Design Patterns Enabled Pattern 1: Shared Component Consumption with Type Safety Problem it solves: Using same Button component across multiple apps without duplication or version drift Implementation with Monorepo: // packages/ui/src/components/button/Button.tsx // Real production code - 170 lines, used across 2 apps import { Slot } from ' @radix-ui/react-slot ' ; import type { VariantProps } from ' class-variance-authority ' ; import * as React from ' react ' ; import { cn } from ' ../../utils ' ; import { buttonVariants } from ' ../../utils/variants ' ; /** * Base Button props extending variant props * * This component demonstrates monorepo benefits: * 1. Type-safe props across all consuming apps * 2. Single source of truth for Button behavior * 3. Changes propagate atomically to all consumers */ export interface ButtonProps extends React . ButtonHTMLAttributes < HTMLButtonElement > , VariantProps < typeof buttonVariants > { /** * If true, renders as Slot (for composition with Next.js Link, etc.) */ asChild ?: boolean ; /** * Loading state - shows spinner, disables interaction */ loading ?: boolean ; /** * Icons before/after button text */ leftIcon ?: React . ReactNode ; rightIcon ?: React . ReactNode ; } /** * Flexible, accessible button with 8 variants × 4 sizes × 7 tone colors * = 224 possible combinations, all type-safe */ export const Button = React . forwardRef < HTMLButtonElement , ButtonProps > ( ( { className , variant = ' default ' , size = ' default ' , tone , asChild = false , loading = false , leftIcon , rightIcon , children , disabled , ... props }, ref ) => { // Radix Slot pattern: Allows Button to merge props with child element // Key monorepo benefit: This pattern is consistent across all apps const Comp = asChild ? Slot : ' button ' ; return ( < Comp className = { cn ( buttonVariants ({ variant , size , tone }), className )} ref = { ref } disabled = { disabled || loading } {... props } > { loading && < Spinner className = " mr-2 " /> } { leftIcon && < span className = " mr-2 " > { leftIcon } < /span> } { children } { rightIcon && < span className = " ml-2 " > { rightIcon } < /span> } < /Comp > ); } ); Button . displayName = ' Button ' ; // Key architectural decisions: // 1. Radix Slot for composition - Enables <Button asChild><Link /></Button> // 2. CVA for variants - Type-safe variant combinations // 3. ForwardRef - Parent components can control button via ref // 4. Loading state built-in - Consistent loading UX across apps // 5. Icon support - Flexible icon placement without wrapper divs Enter fullscreen mode Exit fullscreen mode Without monorepo, this would be: // ❌ Multi-repo nightmare: // Repo 1: ui-library/src/Button.tsx (publish to npm) export const Button = /* 170 lines */ ; // Repo 2: portfolio/components/Button.tsx (copy-paste) export const Button = /* 170 lines, diverging */ ; // Repo 3: web-app/components/Button.tsx (copy-paste again) export const Button = /* 170 lines, already different */ ; // Update loading state? Change 3 files, publish npm, update deps, hope you didn't break anything // TypeScript can't warn about API mismatches across repos // Version drift is inevitable Enter fullscreen mode Exit fullscreen mode Benefits Realized: Type Safety: Change ButtonProps → TypeScript shows all 15 usages across apps Atomic Updates: One commit changes Button + all consumers Zero Publishing: No npm publish → npm install cycle Instant HMR: Edit Button, see changes in app immediately Bundle Size: Tree-shaking works perfectly (same build process) Package Configuration That Powers This: // packages/ui/package.json - Makes sharing possible { "name" : "@ccl/ui" , "version" : "1.0.0" , "main" : "./src/index.ts" , // Points to source (not dist) "types" : "./src/index.ts" , // TypeScript sees actual types "exports" : { "." : "./src/index.ts" , "./components/*" : "./src/components/*/index.ts" }, "peerDependencies" : { "react" : "^19.0.0" , // Apps provide React "react-dom" : "^19.0.0" }, "dependencies" : { "@radix-ui/react-slot" : "^1.1.0" , "class-variance-authority" : "^0.7.0" , "tailwind-merge" : "^2.5.0" } } Enter fullscreen mode Exit fullscreen mode // apps/portfolio/package.json - Consumes shared UI { "name" : "@ccl/portfolio" , "dependencies" : { "@ccl/ui" : "workspace:*" , // pnpm links to local package "next" : "16.0.1" , "react" : "19.0.0" , "react-dom" : "19.0.0" } } Enter fullscreen mode Exit fullscreen mode Results & Impact: Bundle Size: Button adds 2.3KB (vs 4.1KB when published npm package) Dev Experience: HMR works across packages (< 100ms update time) Reusability: 25+ components shared across 2 apps (soon 3+) Type Safety: Caught 8 breaking changes during development before runtime Maintenance: Update once, benefits everywhere What I Learned: Radix Slot + Monorepo = Perfect Combo - Composition pattern works beautifully when all code is local CVA Variants Need Shared Config - Monorepo makes sharing Tailwind config trivial Source Imports > Compiled Builds - Pointing to .ts files (not dist/) enables better tree-shaking Pattern 2: Build Orchestration with Turborepo The Challenge: Apps depend on packages. Must build packages before apps, but want parallel builds when possible. My Implementation: // turbo.json - The brain of the monorepo (my actual production config) { "$schema" : "https://turbo.build/schema.json" , "tasks" : { // Core build task "build" : { "dependsOn" : [ "^build" ], // ^ means "dependencies' build tasks first" "inputs" : [ "$TURBO_DEFAULT$" , // All source files "!**/*.test.{js,jsx,ts,tsx}" , // Ignore test files "!**/*.spec.{js,jsx,ts,tsx}" , "!**/*.stories.{js,jsx,ts,tsx}" , // Ignore Storybook stories "!**/tests/**/*" ], "outputs" : [ ".next/**" , // Next.js build output "!.next/cache/**" , // But ignore cache (changes every build) "dist/**" , // Package build output "build/**" // Alternative build output ] }, // Development mode - never cache , always run "dev" : { "cache" : false , // Dev changes constantly "persistent" : true // Keep process running }, // Type checking "typecheck" : { "dependsOn" : [ "^build" ], // Need packages built first "inputs" : [ "$TURBO_DEFAULT$" , "tsconfig.json" , "tsconfig.*.json" ] }, // Testing "test" : { "dependsOn" : [ "^build" ], "inputs" : [ "$TURBO_DEFAULT$" , "jest.config.*" , "vitest.config.*" , "**/*.test.{js,jsx,ts,tsx}" , "**/*.spec.{js,jsx,ts,tsx}" ], "outputs" : [ "coverage/**" ] // Cache coverage reports } }, // Files that invalidate ALL caches when changed "globalDependencies" : [ "**/.env" , "**/.env.local" , "**/.env.production" , "turbo.json" , // This file! "package.json" , // Root package changes affect all "pnpm-workspace.yaml" // Workspace structure changes ] } Enter fullscreen mode Exit fullscreen mode How This Orchestrates Builds: $ turbo build # Turborepo analyzes dependency graph: # 1. @ccl/typescript-config (no dependencies) → Build first # 2. @ccl/ui (depends on typescript-config) → Build second # 3. apps/portfolio (depends on @ccl/ui) → Build third # 4. apps/web (depends on @ccl/ui) → Build in parallel with portfolio # Execution: [ typescript-config] ✓ Cached ( 0.1s ) [ ui] ✓ Built ( 2.3s ) [ portfolio] ✓ Built ( 4.1s ) } These run in parallel [ web] ✓ Built ( 3.8s ) } Using all CPU cores Total: 4.2s ( vs 10.2s sequential ) Enter fullscreen mode Exit fullscreen mode Cache Magic: # First build (cold): $ turbo build [ ui] Building... ( 2.3s ) [ portfolio] Building... ( 4.1s ) Total: 4.2s # Edit portfolio only, run again: $ turbo build [ ui] ✓ Cached ( 0.1s ) # Unchanged, reuse cache [ portfolio] Building... ( 4.1s ) # Changed, rebuild Total: 4.2s # No changes, run again: $ turbo build [ ui] ✓ Cached ( 0.1s ) [ portfolio] ✓ Cached ( 0.1s ) Total: 0.3s # 95% faster! 🚀 Enter fullscreen mode Exit fullscreen mode Why This Architecture Wins: Dependency-aware builds - Never build out of order Intelligent caching - Hash inputs, reuse outputs Parallel execution - Utilize all CPU cores Selective invalidation - Only rebuild what changed Scale Implications Performance at different scales (based on monorepo research + my projections): Package Count Behavior Build Time (Cold) Build Time (Cached) Recommendation 2-5 packages Optimal 2-5s 0.3s Perfect for monorepo 10-20 packages Still great 5-15s 0.5s Sweet spot 50 packages Good 20-40s 1-2s Consider Nx for graph UI 100+ packages Challenging 60s+ 3-5s Need advanced tooling (Nx, Rush) 500+ packages Specialized 5+ min 10s+ Google/Meta scale (rare) My Project Stats: Current: 6 packages (3 apps + 2 libs + 1 tool) Cold build: 8.2s Cached build: 2.8s (0.3s if nothing changed) Plan: Grow to 15-20 packages over next year Projection: Should stay under 20s cold, < 1s cached ⚡ Production Patterns from CodeCraft Labs Real patterns powering my production monorepo: Pattern 1: Workspace Protocol for Always-Fresh Dependencies The Challenge: Ensuring apps always use latest local package code without manual version bumps My Implementation: // apps/portfolio/package.json { "dependencies" : { "@ccl/ui" : "workspace:*" , // ⭐ "workspace:*" = link to latest local version "@ccl/typescript-config" : "workspace:*" } } Enter fullscreen mode Exit fullscreen mode How It Works: # When you run pnpm install: $ pnpm install # pnpm creates symlinks: node_modules/@ccl/ui → ../../packages/ui/ # Changes in packages/ui/ are INSTANTLY available in apps/portfolio/ # No npm publish, no version bump, no waiting Enter fullscreen mode Exit fullscreen mode Configuration: # pnpm-workspace.yaml - Defines workspace boundaries packages : - ' apps/*' # All apps are workspaces - ' packages/*' # All packages are workspaces - ' tools/*' # Tools are workspaces too Enter fullscreen mode Exit fullscreen mode Results: Iteration Speed: Edit component → See in app (< 100ms HMR) Version Coordination: Always in sync, no drift possible Type Safety: TypeScript sees actual source, not published .d.ts Zero Overhead: No publishing step, no waiting for npm registry Gotcha I Hit: // ❌ Problem: Circular dependency // packages/ui/src/hooks/useTheme.ts import { ThemeProvider } from ' @ccl/portfolio/providers ' ; // BAD! // Apps should never be imported by packages // Caused TypeScript "cannot find module" errors Enter fullscreen mode Exit fullscreen mode Solution: // ✅ Fixed: Move ThemeProvider to @ccl/ui // packages/ui/src/providers/ThemeProvider.tsx export const ThemeProvider = /* ... */ ; // apps/portfolio/src/app/layout.tsx import { ThemeProvider } from ' @ccl/ui/providers ' ; // GOOD! // Rule: Dependencies flow one direction (apps → packages, never packages → apps) Enter fullscreen mode Exit fullscreen mode Pattern 2: Shared TypeScript Configuration The Challenge: 6 packages each need TypeScript config, don't want to duplicate 200+ lines My Implementation: // tools/typescript-config/base.json - Base config for all packages { "$schema" : "https://json.schemastore.org/tsconfig" , "compilerOptions" : { "target" : "ES2022" , "lib" : [ "ES2023" ], "module" : "ESNext" , "moduleResolution" : "bundler" , "strict" : true , // Strict mode for all packages "esModuleInterop" : true , "skipLibCheck" : true , "resolveJsonModule" : true , "isolatedModules" : true , "jsx" : "preserve" , // Let framework handle JSX "incremental" : true , // Faster rebuilds "noEmit" : true , // Build tools handle emit "paths" : { "@ccl/*" : [ "../../packages/*/src" ] // Monorepo path mapping } }, "exclude" : [ "node_modules" , "dist" , "build" , ".next" ] } Enter fullscreen mode Exit fullscreen mode // tools/typescript-config/nextjs.json - Extends base, adds Next.js specifics { "extends" : "./base.json" , "compilerOptions" : { "lib" : [ "DOM" , "DOM.Iterable" , "ES2023" ], "plugins" : [{ "name" : "next" }], "jsx" : "preserve" }, "include" : [ "next-env.d.ts" , "**/*.ts" , "**/*.tsx" , ".next/types/**/*.ts" ] } Enter fullscreen mode Exit fullscreen mode Consuming in apps: // apps/portfolio/tsconfig.json - 9 lines instead of 200 + { "extends" : "@ccl/typescript-config/nextjs" , "compilerOptions" : { "baseUrl" : "." , "paths" : { "@/*" : [ "./src/*" ] // App-specific path alias } }, "include" : [ "next-env.d.ts" , "**/*.ts" , "**/*.tsx" ] } Enter fullscreen mode Exit fullscreen mode Results: Consistency: Change one config → affects all packages Maintainability: Update TypeScript settings in one place Onboarding: New package? Copy 9 lines, done. Type Safety: Shared strict mode catches more bugs Real Win: # Enabled strictNullChecks across entire monorepo in one commit: $ git diff tools/typescript-config/base.json + "strictNullChecks" : true , # Fixed 47 type errors revealed across all packages # In multi-repo: Would need to enable in 6 different tsconfig files Enter fullscreen mode Exit fullscreen mode Pattern 3: Unified Linting with Biome The Challenge: ESLint + Prettier = slow, complex config, two tools My Implementation: // biome.json - Single config for linting + formatting (root of monorepo) { "$schema" : "https://biomejs.dev/schemas/1.9.4/schema.json" , "formatter" : { "enabled" : true , "indentStyle" : "space" , "indentWidth" : 2 , "lineWidth" : 100 }, "linter" : { "enabled" : true , "rules" : { "recommended" : true , "suspicious" : { "noExplicitAny" : "warn" , // Warn on any type "noConsoleLog" : "warn" // Warn on console.log }, "style" : { "useConst" : "error" , // Enforce const "useTemplate" : "warn" // Prefer template literals } } }, "javascript" : { "formatter" : { "quoteStyle" : "single" , "trailingCommas" : "es5" , "semicolons" : "always" } }, "organizeImports" : { "enabled" : true // Auto-sort imports } } Enter fullscreen mode Exit fullscreen mode Package scripts: // package.json (root) { "scripts" : { "format" : "biome format --write ." , // Format entire monorepo "lint" : "turbo lint" , // Lint per-package (cached) "lint:fix" : "biome check --write ." // Fix all issues } } Enter fullscreen mode Exit fullscreen mode Why This Works: One Config: Applies to all packages automatically Fast: Biome is 25x faster than ESLint + Prettier Cached: Turborepo caches lint results per package Consistent: Impossible for packages to have different styles Results: Lint time: 0.8s for entire monorepo (vs 12s with ESLint) Format time: 0.3s (vs 3.2s with Prettier) Config size: 50 lines (vs 300+ with ESLint + plugins) 🔄 Migration Path: Multi-repo → Monorepo My actual migration story: Timeline: 2 days (weekend project) Project state: 3 repos, ~50K lines of code, 150+ npm dependencies Team: Solo developer (just me) Risk level: Medium (had to coordinate 3 deployments) Pre-Migration Assessment What I analyzed before starting: # Checked repo sizes and dependencies $ cd ~/ui-library && cloc src/ 150 files 5,243 lines of code $ cd ~/portfolio && cloc src/ 89 files 12,458 lines of code $ cd ~/web-app && cloc src/ 67 files 8,934 lines of code Total: ~27,000 lines of code ( plus node_modules, configs, etc. ) # Checked for circular dependencies (would break monorepo) $ npm ls --all | grep '@ccl' # Found: ui-library has no deps on apps ✅ Safe to merge Enter fullscreen mode Exit fullscreen mode Risk Assessment: ✅ Low risk: No circular dependencies between repos ⚠️ Medium risk: 3 active deployments need coordination 🚨 High risk: Different Node versions (18 in one, 20 in others) Decision: Proceed with migration, standardize on Node 20 Step 1: Create Monorepo Structure (Time: 30 min) Goal: Set up empty monorepo with workspaces configured # Create new repo $ mkdir codecraft-labs-monorepo $ cd codecraft-labs-monorepo $ git init # Initialize with pnpm $ pnpm init # Create workspace structure $ mkdir -p apps packages tools # Configure pnpm workspaces $ cat > pnpm-workspace.yaml << EOF packages: - 'apps/*' - 'packages/*' - 'tools/*' EOF # Install Turborepo $ pnpm add -D turbo # Create basic turbo.json $ cat > turbo.json << EOF { " \$ schema": "https://turbo.build/schema.json", "tasks": { "build": { "dependsOn": ["^build"], "outputs": [".next/**", "dist/**"] }, "dev": { "cache": false, "persistent": true } } } EOF Enter fullscreen mode Exit fullscreen mode Verification: $ pnpm install # Should see: Workspace created successfully $ tree -L 2 . ├── apps/ ├── packages/ ├── tools/ ├── node_modules/ ├── package.json ├── pnpm-lock.yaml ├── pnpm-workspace.yaml └── turbo.json Enter fullscreen mode Exit fullscreen mode Step 2: Migrate UI Library First (Time: 45 min) Goal: Move shared library first (it has no dependencies on apps) # Copy ui-library into monorepo $ cd ~/codecraft-labs-monorepo $ cp -r ~/ui-library packages/ui # Update package.json name to scoped $ cd packages/ui $ cat > package.json << EOF { "name": "@ccl/ui", "version": "1.0.0", "main": "./src/index.ts", "types": "./src/index.ts", "exports": { ".": "./src/index.ts", "./components/*": "./src/components/*/index.ts" }, ...existing dependencies... } EOF # Install dependencies $ cd ../.. $ pnpm install Enter fullscreen mode Exit fullscreen mode 🐛 Gotcha #1: Package Name Conflicts Symptom: $ pnpm install ERR_PNPM_PEER_DEP_ISSUES Unmet peer dependencies @ccl/ui requires react@19.0.0 but found react@18.2.0 Enter fullscreen mode Exit fullscreen mode Root Cause: Old ui-library used React 18. New monorepo targets React 19. pnpm enforces strict peer deps. Solution: # Update all React deps to v19 $ cd packages/ui $ pnpm add -D react@19.0.0 react-dom@19.0.0 # Update package.json peerDependencies { "peerDependencies" : { "react" : "^19.0.0" , # Was ^18.0.0 "react-dom" : "^19.0.0" } } $ cd ../.. $ pnpm install # ✅ Fixed! Enter fullscreen mode Exit fullscreen mode How to avoid: Audit all package.json files for version mismatches BEFORE migration Run pnpm outdated to catch version drift Step 3: Migrate Portfolio App (Time: 30 min) Goal: Move first app, link to local @ccl/ui package # Copy portfolio into monorepo $ cp -r ~/portfolio apps/portfolio # Remove old ui-library dependency $ cd apps/portfolio $ pnpm remove ui-library # Add workspace dependency $ pnpm add @ccl/ui@workspace: * # Verify package.json { "dependencies" : { "@ccl/ui" : "workspace:*" , # ⭐ Links to local package "next" : "16.0.1" , "react" : "19.0.0" } } # Install and test $ cd ../.. $ pnpm install $ turbo build --filter = portfolio Enter fullscreen mode Exit fullscreen mode 🐛 Gotcha #2: Import Paths Broke Symptom: // apps/portfolio/src/app/page.tsx import { Button } from ' ui-library ' ; // ❌ Module not found Error : Cannot find module ' ui-library ' Enter fullscreen mode Exit fullscreen mode Root Cause: Old package name was ui-library , new name is @ccl/ui . All imports need updating. Solution: # Find all old imports $ cd apps/portfolio $ grep -r "from 'ui-library'" src/ # Replace with new scoped name $ find src/ -type f -name "*.tsx" -o -name "*.ts" | xargs sed -i '' "s/from 'ui-library'/from '@ccl \/ ui'/g" # Verify $ grep -r "from '@ccl/ui'" src/ src/app/page.tsx:import { Button } from '@ccl/ui' ; src/components/Hero.tsx:import { Card } from '@ccl/ui' ; # ✅ 23 imports updated Enter fullscreen mode Exit fullscreen mode How to avoid: Use consistent scoped names from the start ( @company/package ) Use IDE refactoring tools (VS Code "Find and Replace" across workspace) Step 4: Migrate Web App (Time: 30 min) Goal: Move second app, same process as portfolio # Copy, update deps, fix imports (same as Step 3) $ cp -r ~/web-app apps/web $ cd apps/web $ pnpm remove ui-library $ pnpm add @ccl/ui@workspace: * # Fix imports $ find src/ -type f \( -name "*.tsx" -o -name "*.ts" \) -exec sed -i '' "s/from 'ui-library'/from '@ccl \/ ui'/g" {} + $ cd ../.. $ pnpm install $ turbo build --filter = web # ✅ Builds successfully Enter fullscreen mode Exit fullscreen mode 🐛 Gotcha #3: TypeScript Path Mapping Symptom: $ turbo build --filter = web Error: Cannot find module '@ccl/ui' or its corresponding type declarations Enter fullscreen mode Exit fullscreen mode Root Cause: TypeScript doesn't know where @ccl/ui is. Needs path mapping. Solution: // apps/web/tsconfig.json { "compilerOptions" : { "baseUrl" : "." , "paths" : { "@ccl/*" : [ "../../packages/*/src" ] // ⭐ Map @ccl/* to packages } } } // Even better: Share via @ccl/typescript-config // tools/typescript-config/base.json { "compilerOptions" : { "paths" : { "@ccl/*" : [ "../../packages/*/src" ] } } } // apps/web/tsconfig.json { "extends" : "@ccl/typescript-config/base" } Enter fullscreen mode Exit fullscreen mode How to avoid: Set up shared TypeScript config FIRST (Step 0.5) All apps inherit path mappings automatically Step 5: Configure Turborepo for Multi-app (Time: 20 min) Goal: Optimize build order and caching // turbo.json - Final production config { "$schema" : "https://turbo.build/schema.json" , "tasks" : { "build" : { "dependsOn" : [ "^build" ], // Build deps first "inputs" : [ "$TURBO_DEFAULT$" , "!**/*.test.{js,jsx,ts,tsx}" , // Ignore tests "!**/*.stories.{js,jsx,ts,tsx}" // Ignore stories ], "outputs" : [ ".next/**" , // Next.js output "!.next/cache/**" , // Ignore cache "dist/**" // Package output ] }, "dev" : { "cache" : false , "persistent" : true }, "lint" : { "dependsOn" : [ "^build" ] }, "test" : { "dependsOn" : [ "^build" ], "outputs" : [ "coverage/**" ] } }, "globalDependencies" : [ "**/.env" , "turbo.json" , "package.json" , "pnpm-workspace.yaml" ] } Enter fullscreen mode Exit fullscreen mode Test the pipeline: # Build everything $ turbo build [ ui] ✓ Built ( 2.3s ) [ portfolio] ✓ Built ( 4.1s ) [ web] ✓ Built ( 3.8s ) Total: 4.2s ( parallel execution ) # Build again (should be cached) $ turbo build [ ui] ✓ Cached ( 0.1s ) [ portfolio] ✓ Cached ( 0.1s ) [ web] ✓ Cached ( 0.1s ) Total: 0.3s # 🎉 14x faster! Enter fullscreen mode Exit fullscreen mode Step 6: Update CI/CD (Time: 30 min) Goal: Replace 3 GitHub Actions workflows with 1 monorepo workflow Before (multi-repo): # .github/workflows/portfolio.yml (in portfolio repo) # .github/workflows/web.yml (in web repo) # .github/workflows/ui.yml (in ui-library repo) # Total: 3 separate workflows Enter fullscreen mode Exit fullscreen mode After (monorepo): # .github/workflows/ci.yml name : CI on : push : branches : [ main ] pull_request : jobs : build : runs-on : ubuntu-latest steps : - uses : actions/checkout@v4 - uses : pnpm/action-setup@v2 with : version : 9.1.0 - uses : actions/setup-node@v4 with : node-version : 20 cache : ' pnpm' - name : Install dependencies run : pnpm install --frozen-lockfile - name : Build run : turbo build - name : Test run : turbo test - name : Lint run : turbo lint Enter fullscreen mode Exit fullscreen mode Deploy configuration (Vercel): // vercel.json (in apps/portfolio/) { "buildCommand" : "cd ../.. && turbo build --filter=portfolio" , "installCommand" : "pnpm install" , "framework" : "nextjs" } Enter fullscreen mode Exit fullscreen mode Migration Checklist Completed during migration: ## Pre-Migration (30 min) ✅ - [x] Backed up all repos to GitHub - [x] Created migration branch: `git checkout -b migrate-to-monorepo` - [x] Documented current build times (baseline) - [x] Checked for circular dependencies (none found) - [x] Standardized Node version (20.0.0) ## Structure Setup (30 min) ✅ - [x] Created monorepo folder structure - [x] Configured pnpm-workspace.yaml - [x] Installed Turborepo - [x] Created basic turbo.json ## Package Migration (45 min) ✅ - [x] Migrated @ccl/ui package - [x] Updated package name to scoped - [x] Fixed React version conflicts - [x] Verified package builds ## App Migration (60 min) ✅ - [x] Migrated portfolio app - [x] Migrated web app - [x] Updated all import paths - [x] Fixed TypeScript path mappings - [x] Both apps build successfully ## Configuration (50 min) ✅ - [x] Configured turbo.json for multi-app - [x] Set up shared TypeScript config - [x] Migrated biome.json (linting) - [x] Updated CI/CD pipeline - [x] Configured Vercel deployment ## Verification (30 min) ✅ - [x] Full build works: `turbo build` - [x] Cached builds work (< 1s) - [x] Dev mode works: `turbo dev` - [x] Type checking passes: `turbo typecheck` - [x] Tests pass: `turbo test` - [x] CI/CD pipeline runs successfully - [x] Portfolio deploys to Vercel - [x] Web app deploys to Vercel ## Cleanup (20 min) ✅ - [x] Archived old repos (marked as deprecated) - [x] Updated README with monorepo instructions - [x] Updated documentation - [x] Committed: `git commit -m "Migrate to monorepo"` - [x] Pushed and merged to main - [x] Celebrated! 🎉 Enter fullscreen mode Exit fullscreen mode Total Migration Time My actual experience | 2026-01-13T08:49:38 |
https://www.fine.dev/blog/shipping-faster-startups#5-leverage-ai-tools-to-automate-small-tasks | 7 Proven Strategies for Shipping Faster with a Small Development Team Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back 7 Proven Strategies for Shipping Faster with a Small Development Team Shipping faster with a small development team can feel like a constant struggle, but with the right strategies, it's entirely achievable. In this blog, we explore an additional key strategy and five proven ways your small team can accelerate development and ship products faster—without compromising on quality. Let's dive in. Table of Contents Use an Issue Management Platform Prioritize Ruthlessly Embrace Continuous Integration and Continuous Deployment (CI/CD) Limit Work in Progress (WIP) Leverage AI Tools to Automate Small Tasks Define a "Minimum Shippable Product" and Iterate Create a Feedback Channel Linked to Issue Management 1. Use an Issue Management Platform Visibility is crucial for small development teams to stay on top of their workload and avoid confusion. Using an issue management platform like Linear , Monday.dev , Jira , or ClickUp helps keep tasks organized, ensures everyone is aligned, and provides transparency for ongoing work. These platforms can be linked to GitHub, keeping track of everything from open issues to pull requests (PRs) that need reviewing. This seamless integration makes it easy to see the status of all tasks, improving efficiency and communication. You can also integrate AI tools like Fine to provide additional context or automate parts of the process, further accelerating development. Beyond managing tasks, these tools save on meeting time and ensure everyone is on the same page regarding specifications and goals, making it easier to ship features faster. 2. Prioritize Ruthlessly When you're part of a small team, every person counts, and every task matters. The first step towards faster shipping is ruthless prioritization. Not all tasks are created equal, and distinguishing between "must-haves" and "nice-to-haves" can make all the difference. Work with stakeholders to focus on high-impact features. Identify blockers that, if removed, will speed up progress. Using frameworks like the Eisenhower Matrix or MoSCoW can help your team make decisions faster and reduce wasted effort on tasks that aren't mission-critical. 3. Embrace Continuous Integration and Continuous Deployment (CI/CD) Small teams have the advantage of agility—you can implement new processes quickly without much bureaucracy. Adopting Continuous Integration and Continuous Deployment (CI/CD) pipelines can dramatically improve your development speed by automating testing and deployment. CI/CD reduces manual work, enables your team to catch issues early, and helps maintain a consistent quality standard. Automating these parts of your workflow allows developers to focus more on coding, knowing that testing and deployment are taken care of. It makes the path from commit to production smooth and fast. 4. Limit Work in Progress (WIP) It can be tempting to have multiple features in progress at the same time, but this often leads to context-switching and delays. To ship faster, consider limiting the number of concurrent tasks. The Kanban methodology focuses heavily on limiting Work in Progress (WIP) to ensure the team isn't stretched too thin. Reducing WIP helps your team stay focused, complete tasks quicker, and ultimately ship features faster. It's all about maintaining momentum—by moving one task to "done" before starting the next, you build a culture of quick delivery and consistency. 5. Leverage AI Tools to Automate Small Tasks One of the most significant bottlenecks for small development teams is the code review process. Waiting for reviews can lead to considerable slowdowns, especially if team members are juggling multiple roles. AI-powered tools can significantly speed up this process by automatically identifying potential issues, suggesting improvements, and even summarizing changes. For example, Fine can handle small tasks autonomously and create pull requests (PRs), saving hours of developer time and reducing backlog. By delegating these tasks to Fine, your team can focus on higher-priority work and ship features faster. 6. Define a "Minimum Shippable Product" and Iterate Shipping faster doesn’t always mean delivering a perfect product from the outset—sometimes it's about identifying the smallest, most valuable product that you can release, get feedback on, and then improve. Defining a "Minimum Shippable Product" (MSP) helps your team focus on delivering value as soon as possible, while allowing you to iterate based on real user feedback. The sooner you release, the sooner you learn, which allows you to refine your product efficiently. By setting clear MSP boundaries and ensuring everyone is aligned on what’s "good enough" to ship, you can keep the momentum high and make meaningful progress faster. 7. Create a Feedback Channel Linked to Issue Management User feedback is one of the most valuable sources of insights for product improvement. Creating a dedicated channel for gathering feedback and linking it directly to your issue management system can help ensure that user needs are effectively addressed. This approach allows the development team to capture and prioritize feedback efficiently, integrate it into their workflow, and make iterative improvements based on real user input. By streamlining feedback collection and linking it to issue tracking, your team can stay focused on delivering what users care about most, ultimately leading to a faster and more effective development cycle. Conclusion With a small development team, every resource counts. By prioritizing tasks ruthlessly, embracing automation through CI/CD and AI tools, limiting WIP, and defining a clear MSP, you can achieve faster shipping without compromising on quality. Remember, shipping fast isn't just about speed—it's about efficiency, focus, and the ability to adapt quickly based on user feedback. Are you interested in accelerating your development process with collaborative AI tools? Sign up for Fine and start shipping better code, faster . Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:38 |
https://techcrunch.com/2025/04/14/openais-new-gpt-4-1-models-focus-on-coding/#:~:text=GPT,40%2Fmillion%20output%20tokens | OpenAI's new GPT-4.1 AI models focus on coding | TechCrunch TechCrunch Desktop Logo TechCrunch Mobile Logo Latest Startups Venture Apple Security AI Apps Events Podcasts Newsletters Search Submit Site Search Toggle Mega Menu Toggle Topics Latest AI Amazon Apps Biotech & Health Climate Cloud Computing Commerce Crypto Enterprise EVs Fintech Fundraising Gadgets Gaming Google Government & Policy Hardware Instagram Layoffs Media & Entertainment Meta Microsoft Privacy Robotics Security Social Space Startups TikTok Transportation Venture More from TechCrunch Staff Events Startup Battlefield StrictlyVC Newsletters Podcasts Videos Partner Content TechCrunch Brand Studio Crunchboard Contact Us Image Credits: Jakub Porzycki/NurPhoto / Getty Images AI OpenAI’s new GPT-4.1 AI models focus on coding Kyle Wiggers 10:00 AM PDT · April 14, 2025 OpenAI on Monday launched a new family of models called GPT-4.1. Yes, “4.1” — as if the company’s nomenclature wasn’t confusing enough already. There’s GPT-4.1, GPT-4.1 mini, and GPT-4.1 nano, all of which OpenAI says “excel” at coding and instruction following. Available through OpenAI’s API but not ChatGPT , the multimodal models have a 1-million-token context window, meaning they can take in roughly 750,000 words in one go (longer than “War and Peace”). GPT-4.1 arrives as OpenAI rivals like Google and Anthropic ratchet up efforts to build sophisticated programming models. Google’s recently released Gemini 2.5 Pro , which also has a 1-million-token context window, ranks highly on popular coding benchmarks. So do Anthropic’s Claude 3.7 Sonnet and Chinese AI startup DeepSeek’s upgraded V3 . It’s the goal of many tech giants, including OpenAI, to train AI coding models capable of performing complex software engineering tasks. OpenAI’s grand ambition is to create an “agentic software engineer,” as CFO Sarah Friar put it during a tech summit in London last month. The company asserts its future models will be able to program entire apps end-to-end, handling aspects such as quality assurance, bug testing, and documentation writing. GPT-4.1 is a step in this direction. “We’ve optimized GPT-4.1 for real-world use based on direct feedback to improve in areas that developers care most about: frontend coding, making fewer extraneous edits, following formats reliably, adhering to response structure and ordering, consistent tool usage, and more,” an OpenAI spokesperson told TechCrunch via email. “These improvements enable developers to build agents that are considerably better at real-world software engineering tasks.” OpenAI claims the full GPT-4.1 model outperforms its GPT-4o and GPT-4o mini models on coding benchmarks, including SWE-bench. GPT-4.1 mini and nano are said to be more efficient and faster at the cost of some accuracy, with OpenAI saying GPT-4.1 nano is its speediest — and cheapest — model ever. Techcrunch event Join the Disrupt 2026 Waitlist Add yourself to the Disrupt 2026 waitlist to be first in line when Early Bird tickets drop. Past Disrupts have brought Google Cloud, Netflix, Microsoft, Box, Phia, a16z, ElevenLabs, Wayve, Hugging Face, Elad Gil, and Vinod Khosla to the stages — part of 250+ industry leaders driving 200+ sessions built to fuel your growth and sharpen your edge. Plus, meet the hundreds of startups innovating across every sector. Join the Disrupt 2026 Waitlist Add yourself to the Disrupt 2026 waitlist to be first in line when Early Bird tickets drop. Past Disrupts have brought Google Cloud, Netflix, Microsoft, Box, Phia, a16z, ElevenLabs, Wayve, Hugging Face, Elad Gil, and Vinod Khosla to the stages — part of 250+ industry leaders driving 200+ sessions built to fuel your growth and sharpen your edge. Plus, meet the hundreds of startups innovating across every sector. San Francisco | October 13-15, 2026 W AITLIST NOW GPT-4.1 costs $2 per million input tokens and $8 per million output tokens. GPT-4.1 mini is $0.40/million input tokens and $1.60/million output tokens, and GPT-4.1 nano is $0.10/million input tokens and $0.40/million output tokens. According to OpenAI’s internal testing, GPT-4.1, which can generate more tokens at once than GPT-4o (32,768 versus 16,384), scored between 52% and 54.6% on SWE-bench Verified, a human-validated subset of SWE-bench. (OpenAI noted in a blog post that some solutions to SWE-bench Verified problems couldn’t run on its infrastructure, hence the range of scores.) Those figures are slightly under the scores reported by Google and Anthropic for Gemini 2.5 Pro (63.8%) and Claude 3.7 Sonnet (62.3%), respectively, on the same benchmark. In a separate evaluation, OpenAI probed GPT-4.1 using Video-MME, which is designed to measure the ability of a model to “understand” content in videos. GPT-4.1 reached a chart-topping 72% accuracy on the “long, no subtitles” video category, claims OpenAI. While GPT-4.1 scores reasonably well on benchmarks and has a more recent “knowledge cutoff,” giving it a better frame of reference for current events (up to June 2024), it’s important to keep in mind that even some of the best models today struggle with tasks that wouldn’t trip up experts. For example, many studies have shown that code-generating models often fail to fix, and even introduce, security vulnerabilities and bugs. OpenAI acknowledges, too, that GPT-4.1 becomes less reliable (i.e., likelier to make mistakes) the more input tokens it has to deal with. On one of the company’s own tests, OpenAI-MRCR, the model’s accuracy decreased from around 84% with 8,000 tokens to 50% with 1 million tokens. GPT-4.1 also tended to be more “literal” than GPT-4o, says the company, sometimes necessitating more specific, explicit prompts. Topics AI , gpt 4.1 , OpenAI Kyle Wiggers AI Editor Kyle Wiggers was TechCrunch’s AI Editor until June 2025. His writing has appeared in VentureBeat and Digital Trends, as well as a range of gadget blogs including Android Police, Android Authority, Droid-Life, and XDA-Developers. He lives in Manhattan with his partner, a music therapist. View Bio Dates TBD Locations TBA Plan ahead for the 2026 StrictlyVC events. Hear straight-from-the-source candid insights in on-stage fireside sessions and meet the builders and backers shaping the industry. Join the waitlist to get first access to the lowest-priced tickets and important updates. 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https://docs.devcycle.com/integrations/#__docusaurus_skipToContent_fallback | Integrations | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page Integrations Welcome to DevCycle Integrations! Here you will find all of the various first party tools made with the DevCycle APIs, as well as third party integrations to connect DevCycle to the tools of your needs. Contributing to DevCycle or creating a new Integration: If you would like to contribute to an existing integration or tool, all of DevCycle's tools and integrations are open source on the DevCycle Github repository. Further, if you'd like to create a new tool or integration, a great starting point is DevCycle's Management API which allows you to modify and interact with features and more within a DevCycle project, as well as the DevCycle Bucketing API which is used to serve users features and variables (and powers the DevCycle SDKs!) Observability Dynatrace Monitor and analyze your feature flags with Dynatrace observability platform. OpenTelemetry Monitor and analyze your feature flags with OpenTelemetry. Snowflake Data Sharing Access your Organization's Event data on Snowflake Google Analytics Send DevCycle Feature/Variation data from Tag Manager to Google Analytics 4 for A/B test analysis Rollbar Enhance error logging with DevCycle Feature and Variable data IDE Plugins VSCode Extension Use DevCycle directly in Visual Studio Code. Interoperability OpenFeature Use DevCycle with the OpenFeature Flagging Standard. Feature Flag Importer Import resources from other feature flag providers. Webhooks Connect apps and services to DevCycle. Vercel Edge Config Upload DevCycle configurations to Vercel Edge Config for faster retrieval Code Analysis GitHub: Flag Code Usages Display code snippets for each variable used in a project. GitHub: Flag Change Insights Display added/removed flags on each Pull Request. Bitbucket: Flag Code Usages Display code snippets for each variable used in a project. Bitbucket: Flag Change Insights Display added/removed flags on each Pull Request. GitLab: Flag Code Usages Display code snippets for each variable used in a project. GitLab: Flag Change Insights Display added/removed flags on each Merge Request. Collaboration Tools Slack Connect DevCycle to your Slack workspace to track Feature updates. DevOps Jira: Flag Management Link Jira tickets directly to DecCycle features Terraform Provider Manage projects, features and more with Terraform Edit this page Last updated on Jan 9, 2026 Observability IDE Plugins Interoperability Code Analysis Collaboration Tools DevOps DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://dev.to/sebalix | Sébastien Alix - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Sébastien Alix 404 bio not found Joined Joined on Aug 8, 2022 github website Work Odoo developer at Camptocamp More info about @sebalix Badges Three Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least three years. Got it Close Two Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least two years. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close One Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least one year. Got it Close Organizations Camptocamp Business Solutions Skills/Languages Python, Odoo Post 1 post published Comment 0 comments written Tag 0 tags followed oca-port: new OCA tool to help with modules migration Sébastien Alix Sébastien Alix Sébastien Alix Follow for Camptocamp Business Solutions Aug 15 '22 oca-port: new OCA tool to help with modules migration # odoo # oca # github # git 7 reactions Comments Add Comment 3 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://dev.to/t/career/page/6#main-content | Career Page 6 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Career Follow Hide This tag is for anything relating to careers! Job offers, workplace conflict, interviews, resumes, promotions, etc. Create Post submission guidelines All articles and discussions should relate to careers in some way. Pretty much everything on dev.to is about our careers in some way. Ideally, though, keep the tag related to getting, leaving, or maintaining a career or job. about #career A career is the field in which you work, while a job is a position held in that field. Related tags include #resume and #portfolio as resources to enhance your #career Older #career posts 3 4 5 6 7 8 9 10 11 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Choosing Your Path: Avenger (Front-End) vs Men in Black (Back-End) Luigi Escalante Luigi Escalante Luigi Escalante Follow Jan 5 Choosing Your Path: Avenger (Front-End) vs Men in Black (Back-End) # discuss # beginners # career # webdev Comments Add Comment 5 min read Flay the Fantasy: How I Stopped Betting My Future on Every Line of Code (And Started Shipping Like Crazy in 2026) ilya rahnavard ilya rahnavard ilya rahnavard Follow Jan 4 Flay the Fantasy: How I Stopped Betting My Future on Every Line of Code (And Started Shipping Like Crazy in 2026) # devchallenge # productivity # midnightchallenge # career Comments Add Comment 3 min read 🚀 Boost Your CV with AI: How VitaeBoost Helps You Stand Out Coder Coder Coder Follow Jan 5 🚀 Boost Your CV with AI: How VitaeBoost Helps You Stand Out # ai # career # resume # productivity Comments Add Comment 1 min read Why You Should Learn Swift in 2026 Gamya Gamya Gamya Follow Jan 4 Why You Should Learn Swift in 2026 # beginners # career # ios # swift Comments Add Comment 3 min read An award-winning devportal is more than words Naomi Pentrel Naomi Pentrel Naomi Pentrel Follow Jan 7 An award-winning devportal is more than words # career # devjournal # documentation # writing Comments Add Comment 5 min read Meta AI Interview Deep Dive: Invisible Thresholds from OA to Onsite net programhelp net programhelp net programhelp Follow Jan 5 Meta AI Interview Deep Dive: Invisible Thresholds from OA to Onsite # ai # career # interview Comments Add Comment 5 min read 365 Days, 2,010 Contributions: What I Learned from a Year of Zero Missed Days Md Mohosin Ali Shah Md Mohosin Ali Shah Md Mohosin Ali Shah Follow Jan 4 365 Days, 2,010 Contributions: What I Learned from a Year of Zero Missed Days # webdev # programming # productivity # career Comments Add Comment 2 min read Kill Chain Analysis for a Toxic Meeting Narnaiezzsshaa Truong Narnaiezzsshaa Truong Narnaiezzsshaa Truong Follow Jan 4 Kill Chain Analysis for a Toxic Meeting # career # management # mentalhealth # cybersecurity Comments Add Comment 3 min read From Writing Code to Designing Constraints: How AI Is Reshaping the Engineer’s Job Kishan Das Kishan Das Kishan Das Follow Jan 6 From Writing Code to Designing Constraints: How AI Is Reshaping the Engineer’s Job # discuss # ai # career # softwareengineering Comments Add Comment 3 min read Open Source Programs You Can Join (and How They Help You Grow) Coding Dev Coding Dev Coding Dev Follow Jan 3 Open Source Programs You Can Join (and How They Help You Grow) # opensource # webdev # beginners # career Comments Add Comment 3 min read What 6+ Years of Backend Development Taught Me (So Far) Rishali Kalnad Rishali Kalnad Rishali Kalnad Follow Jan 4 What 6+ Years of Backend Development Taught Me (So Far) # discuss # beginners # career # learning Comments Add Comment 1 min read Do you actually keep your portfolio site updated? naveen gaur naveen gaur naveen gaur Follow Jan 3 Do you actually keep your portfolio site updated? # discuss # career # productivity # webdev 1 reaction Comments Add Comment 1 min read 개발 조직에서 시니어의 진짜 역할: 성장 시스템 설계 wes5510 wes5510 wes5510 Follow Jan 3 개발 조직에서 시니어의 진짜 역할: 성장 시스템 설계 # career # leadership # teamwork # growth Comments Add Comment 1 min read Advice to become a Software Engineer Luis-Escalante-SFAdmin Luis-Escalante-SFAdmin Luis-Escalante-SFAdmin Follow Jan 3 Advice to become a Software Engineer # career # softwareengineering # careerdevelopment Comments Add Comment 1 min read Choosing Your Next Job: Startup vs Large Company, B2B vs B2C Diogo Daniel Soares Ferreira Diogo Daniel Soares Ferreira Diogo Daniel Soares Ferreira Follow Jan 3 Choosing Your Next Job: Startup vs Large Company, B2B vs B2C # softwareengineering # career # softwaredevelopment Comments Add Comment 5 min read Most Developer Productivity Tools Are Just Procrastination With Better UX azril hakim azril hakim azril hakim Follow Jan 8 Most Developer Productivity Tools Are Just Procrastination With Better UX # productivity # opinion # career 1 reaction Comments Add Comment 2 min read C#.NET - day 06 Sabin Sim Sabin Sim Sabin Sim Follow Jan 8 C#.NET - day 06 # csharp # learning # programming # career Comments Add Comment 4 min read Mastering DevOps in 2026: Free Resources, Roadmaps, and Real-World Tips Meena Nukala Meena Nukala Meena Nukala Follow Jan 3 Mastering DevOps in 2026: Free Resources, Roadmaps, and Real-World Tips # productivity # career # devops # tutorial Comments Add Comment 4 min read Networking Mistakes That Cost Me 6 Months sanjay kumar sanjay kumar sanjay kumar Follow Jan 3 Networking Mistakes That Cost Me 6 Months # marketing # networking # career # opensource 1 reaction Comments Add Comment 3 min read I’m Building an AI Resume ATS Tool Because the System Is Broken Utkarsh Yadav Utkarsh Yadav Utkarsh Yadav Follow Jan 2 I’m Building an AI Resume ATS Tool Because the System Is Broken # webdev # ai # resume # career Comments Add Comment 3 min read My single best advice for anyone wanting to start in AI: Furkan Şimşek Furkan Şimşek Furkan Şimşek Follow Jan 3 My single best advice for anyone wanting to start in AI: # ai # deeplearning # machinelearning # career Comments Add Comment 1 min read Most developers aren’t rejected for lack of skill but for lack of clarity Ghazi Khan Ghazi Khan Ghazi Khan Follow Jan 8 Most developers aren’t rejected for lack of skill but for lack of clarity # career # softwareengineering # interview # webdev 1 reaction Comments Add Comment 3 min read Uma jornada completa em tecnologia: suporte, desenvolvimento e liderança técnica Pedro Victor Fernandes de Abreu Pedro Victor Fernandes de Abreu Pedro Victor Fernandes de Abreu Follow Jan 2 Uma jornada completa em tecnologia: suporte, desenvolvimento e liderança técnica # beginners # career # devjournal Comments 1 comment 4 min read Technically Approved, Still Rejected: The Feedback Gap in Hiring Elmer Chacon Elmer Chacon Elmer Chacon Follow Jan 2 Technically Approved, Still Rejected: The Feedback Gap in Hiring # discuss # career # interview Comments Add Comment 3 min read We Didn’t “Align” — We Argued (and Shipped a Better System) Art light Art light Art light Follow Jan 11 We Didn’t “Align” — We Argued (and Shipped a Better System) # discuss # career # programming # developer 29 reactions Comments 6 comments 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://archiveprogram.github.com/approach/ | Our Approach | GitHub Archive Program skip to content Return to homepage Return to homepage Our Approach Greatest Hits Arctic Vault Partners Press Our Approach We are preserving open source software for future generations with a multi-pronged approach. This includes partnerships with accessible online archives, such as Software Heritage and the Internet Archive; donations of reels of film on which GitHub’s “greatest hits” have been archived, to the Bodleian Library, the Bibliotheca Alexandrina, and Stanford Libraries; and the 188 reels of film now stored in the Arctic Code Vault in Svalbard, Norway, which preserve a snapshot of every active public GitHub repo as of 02/02/2020. Lockss Why we use multiple forms of storage As today’s vital code becomes yesterday’s historical curiosity, it may be abandoned, forgotten, or lost. Worse, albeit much less likely, in the case of global catastrophe, we could lose everything stored on modern media in a few generations. Archiving software across multiple organizations and forms of storage helps to ensure its long-term preservation. Online archivists call this "LOCKSS," for Lots Of Copies Keeps Stuff Safe . A worrying amount of the world's knowledge is currently stored on ephemeral media: CDs good for a few decades, backup tapes whose notional 30-year lifespans assume strictly controlled heat and humidity. Because (some) hardware can be much longer-lived, there exists a range of possible futures in which working modern computers exist, but their software has largely been lost to bit rot. The GitHub Archive Program includes much longer-term media to address the risk of data loss over time. The Future How the future might use our code Future historians will be able to learn about us from open source projects and metadata. They might regard our age of open source ubiquity, volunteer communities, and Moore’s Law as historically significant. We are partnering with Stanford Libraries to help archive curated repositories along with the cultural and other context in which they are set, as key elements of wide-ranging historical and social research and analysis. Because hardware can be much longer-lived than most of today’s storage media, especially older ones and/or those with mask ROM, there exists a range of possible futures in which working modern computers exist, but their software has largely been lost to bit rot. The Archive Program preserves that software. Even in the near future, storing data with multiple partners provides options to people whose access might otherwise be restricted. If GitHub were to become unavailable in any location, for example due to an internet routing issue, those affected could access public code for their projects using the Internet Archive and Software Heritage Foundation. There is a long history of lost technologies from which the world would have benefited, as well as abandoned technologies which found unexpected new uses, from Roman concrete , or the anti-malarial DFDT , to the hunt for mothballed Saturn V blueprints after the Challenger disaster. It is easy to envision a future in which today’s software is seen as a quaint and long-forgotten irrelevancy, until an unexpected need for it arises. Like any backup, the GitHub Archive Program is also intended for currently unforeseeable futures as well. Saturn V After the Challenger disaster, a hunt for the blueprints of the abandoned Saturn V rocket ensued. They were largely recovered , thanks to the work of archivists. Library of Alexandria Hundreds of thousands of texts, comprising an enormous amount of classic literature, science, and culture, were lost with the Library of Alexandria . Pantheon Rome’s 1800-year-old Pantheon remains the largest unreinforced concrete dome in the world, thanks to Roman concrete, a technology whose properties were only rediscovered in 2014 . Pace Layers Strategy A flexible, durable strategy for archiving code. We've adopted a “ pace layers ” strategy for archiving code, inspired by Long Now founder Steward Brand. This approach is designed to maximize both flexibility and durability by providing a range of storage solutions, from real-time to long-term storage. The Archive Program is partitioned into three tiers: hot, warm, and cold. Hot // Near real-time Warm // Updated monthly to yearly Cold // Updated every 5+ years GitHub On every push to GitHub, we replicate your Git data to multiple datacenters around the world. Additionally, we store backups of Git data, Issues, Pull Requests, and all of your data on GitHub in multiple locations. All of this data is available live via the GitHub API. GH Torrent GHTorrent monitors the GitHub public event timeline, archives those events, and makes them queryable using BigQuery. You can also download snapshots by hour, day, or month. GH Archive GHArchive monitors the GitHub public event timeline, archives those events, and recursively crawl and archive their contents and dependencies. Those archives will then be made available for download on a daily or monthly basis. Internet Archive The Internet Archive’s well-known Wayback Machine will crawl GitHub’s public repositories—including new repositories, issues, pull requests, wikis, and more—and store copies on hard drives in San Francisco and other locations. These archives will be publicly available via git and https. Software Heritage Foundation The Software Heritage Foundation will crawl GitHub on a regular basis and add its public repos to their archive, to which they provide public API access. Arctic world archive On February 2, 2020, GitHub will capture a snapshot of every active public repository, to be preserved in the GitHub Arctic Code Vault. This data will be stored on 3,500-foot film reels, provided and encoded by Piql, a Norwegian company that specializes in very-long-term data storage. The film technology relies on silver halides on polyester. This medium has a lifespan of 500 years as measured by the ISO; simulated aging tests indicate Piql’s film will last twice as long. Bodleian Library Oxford University’s Bodleian Library will provide redundancy for the Arctic Code Vault by keeping GitHub’s 10,000 most-starred and most-depended-upon repositories in their depository as duplicate Piql film reels. Bibliotheca Alexandrina The Bibliotheca Alexandrina will provide redundancy for the Arctic Code Vault by keeping open source’s “greatest hits” containing 17,000 of the most-starred and most-depended-upon repositories in their depository as duplicate Piql film reels. Stanford Library Stanford Library will provide redundancy for the Arctic Code Vault by keeping open source’s “greatest hits” containing 17,000 of the most-starred and most-depended-upon repositories in their depository as duplicate Piql film reels. Project Silica: Microsoft Research The GitHub Archive Program is partnering with Microsoft’s Project Silica to ultimately archive all active public repositories for over 10,000 years, by writing them into quartz glass platters using a femtosecond laser. Tools for the future How we’re ensuring the future can use our software We assembled a GitHub Archive Program advisory panel, including experts in anthropology, archaeology, history, linguistics, archival science, futurism, and more, to advise us on what content should be included in the archive and how to best communicate with its inheritors. A thousand years is a very long time. Ancient ruins such as Angkor Wat, Great Zimbabwe, and Macchu Picchu had not yet been built a thousand years ago. Nevertheless, we can consider and plan for a broad range of possibilities over the next 1,000 years. This program builds on the best ideas we have today. The introduction to the archive will include technical guides to QR decoding, file formats, character encodings, and other critical metadata so that the raw data can be converted back into source code for use by others in the future. The archive will also include a Tech Tree—a roadmap and Rosetta Stone for future curious minds inheriting the archive’s data. An overview of the archive and how to use it, the Tech Tree will serve as a quickstart manual on software development and computing, bundled with a user guide for the archive. It will describe how to work backwards from raw data to source code and extract projects, directories, files, and data formats. Inspired by (and including elements of) the Long Now’s Manual for Civilization, the archive will also include information and guidance for applying open source, with context for how we use it today, in case future readers need to rebuild technologies from scratch. Like the golden records of Voyager 1 and 2 , it will help to communicate the story of our world to the future. In the range of possible futures in which humanity has working modern computers, but no software to run on them, the archive and its Tech Tree could be extremely valuable. However, the value is more likely to be historical, perhaps ensuring that today’s technology is not lost by a tomorrow that carelessly considers it irrelevant—until an unexpected use for our software is discovered. How the future might use our code. Future historians will be able to learn about us from open source projects and metadata. They might regard our age of open source ubiquity, volunteer communities, and Moore’s Law as historically significant. We are already partnering with Stanford Libraries to help archive curated repositories along with the cultural and other context in which they are set, as key elements of wide-ranging historical and social research and analysis. Because hardware can be much longer-lived than most of today’s storage media, especially older ones and/or those with mask ROM, there exists a range of possible futures in which working modern computers exist, but their software has largely been lost to bit rot. The Archive Program will preserve that software. Even in the near future, storing data with multiple partners provides options to people whose access might otherwise be restricted. If GitHub were to become unavailable in any location, for example due to an internet routing issue, those affected could access public code for their projects using the Internet Archive and Software Heritage Foundation. There is a long history of lost technologies from which the world would have benefited, as well as abandoned technologies which found unexpected new uses, from Roman concrete , or the anti-malarial DFDT , to the hunt for mothballed Saturn V blueprints after the Challenger disaster. It is easy to envision a future in which today’s software is seen as a quaint and long-forgotten irrelevancy, until an unexpected need for it arises. Like any backup, the GitHub Archive Program is also intended for currently unforeseeable futures as well. FAQ Explore Join GitHub Become a Partner | 2026-01-13T08:49:38 |
https://dev.to/t/career/page/832#main-content | Career Page 832 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Career Follow Hide This tag is for anything relating to careers! Job offers, workplace conflict, interviews, resumes, promotions, etc. Create Post submission guidelines All articles and discussions should relate to careers in some way. Pretty much everything on dev.to is about our careers in some way. Ideally, though, keep the tag related to getting, leaving, or maintaining a career or job. about #career A career is the field in which you work, while a job is a position held in that field. Related tags include #resume and #portfolio as resources to enhance your #career Older #career posts 829 830 831 832 833 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://dev.to/page/auth0-2025-10-08-contest-rules | Auth0 for AI Agents Challenge Contest Rules - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Auth0 for AI Agents Challenge Contest Rules Contest Announcement Auth0 for AI Agents Challenge Sponsored by Dev Community Inc.(" Sponsor ") NO ENTRY FEE. NO PURCHASE NECESSARY TO ENTER OR WIN. VOID WHERE PROHIBITED. We urge you to carefully read the terms and conditions of this Contest Landing Page located here and the DEV Community Inc. General Contest Official Rules located here ("Official Rules"), incorporated herein by reference. The following contest specific details on this Contest Announcement Page, together with the Official Rules , govern your participation in the named contest defined below (the "Contest"). Sponsor does not claim ownership rights in your Entry. The Official Rules describe the rights you give to Sponsor by submitting an Entry to participate in the named Contest. In the event of a conflict between the terms of this Contest Announcement Page and the Official Rules, the Official Rules will govern and control. Contest Name : Auth0 for AI Agents Challenge Entry Period : The Contest begins on October 8, 2025 at 9:00 AM PDT and ends on October 26, 2025 at 11:59 PM PDT (the " Entry Period ") How to Enter : All entries must be submitted no later than the end of the Entry Period. You may enter the Contest during the Entry Period as follows: Visit the Contest webpage part of the DEV Community Site located here (the " Contest Page "); and Follow any instructions on the Contest Page and submit your completed entry (each an " Entry "). There is no limit on the number of Entries you may submit during the Entry Period. Required Elements for Entries : Without limiting any terms of the Official Rules, each Entry must include, at a minimum, the following elements: A published submission post on DEV that provides an overview of the AI agent application using the submission template provided on the Contest Page. Judging Criteria : All qualified entries will be judged by a panel as selected by Sponsor as set forth in the Official Rules. Judges will award three winners based on the following criteria: Use of underlying technology Usability and User Experience Project Use Case Creativity In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. In the event that a participant may win multiple awards, and the submissions are a tie, we will favor the participant that has not already won. Prize(s) : The prizes to be awarded from the Contest are as follows: Winners (3) will each receive: $1,000 USD Gift Card or Equivalent Exclusive DEV Badge DEV++ Membership Participants (who submit a valid and qualified entry) will receive: A completion badge on their DEV profile 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. 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https://docs.devcycle.com/integrations/#ide-plugins | Integrations | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page Integrations Welcome to DevCycle Integrations! Here you will find all of the various first party tools made with the DevCycle APIs, as well as third party integrations to connect DevCycle to the tools of your needs. Contributing to DevCycle or creating a new Integration: If you would like to contribute to an existing integration or tool, all of DevCycle's tools and integrations are open source on the DevCycle Github repository. Further, if you'd like to create a new tool or integration, a great starting point is DevCycle's Management API which allows you to modify and interact with features and more within a DevCycle project, as well as the DevCycle Bucketing API which is used to serve users features and variables (and powers the DevCycle SDKs!) Observability Dynatrace Monitor and analyze your feature flags with Dynatrace observability platform. OpenTelemetry Monitor and analyze your feature flags with OpenTelemetry. Snowflake Data Sharing Access your Organization's Event data on Snowflake Google Analytics Send DevCycle Feature/Variation data from Tag Manager to Google Analytics 4 for A/B test analysis Rollbar Enhance error logging with DevCycle Feature and Variable data IDE Plugins VSCode Extension Use DevCycle directly in Visual Studio Code. Interoperability OpenFeature Use DevCycle with the OpenFeature Flagging Standard. Feature Flag Importer Import resources from other feature flag providers. Webhooks Connect apps and services to DevCycle. Vercel Edge Config Upload DevCycle configurations to Vercel Edge Config for faster retrieval Code Analysis GitHub: Flag Code Usages Display code snippets for each variable used in a project. GitHub: Flag Change Insights Display added/removed flags on each Pull Request. Bitbucket: Flag Code Usages Display code snippets for each variable used in a project. Bitbucket: Flag Change Insights Display added/removed flags on each Pull Request. GitLab: Flag Code Usages Display code snippets for each variable used in a project. GitLab: Flag Change Insights Display added/removed flags on each Merge Request. Collaboration Tools Slack Connect DevCycle to your Slack workspace to track Feature updates. DevOps Jira: Flag Management Link Jira tickets directly to DecCycle features Terraform Provider Manage projects, features and more with Terraform Edit this page Last updated on Jan 9, 2026 Observability IDE Plugins Interoperability Code Analysis Collaboration Tools DevOps DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://archiveprogram.github.com/greatest-hits/ | Greatest Hits | GitHub Archive Program skip to content Return to homepage Return to homepage Our Approach Greatest Hits Arctic Vault Partners Press Greatest Hits It is easy to imagine distant futures in which the Arctic Code Vault is forgotten or inaccessible. To preserve the world’s most important open source software, and as a testament to its importance, we are also archiving GitHub’s most popular and depended-upon repos with three of the world’s great institutions devoted to human knowledge: the Bodleian Library in Oxford, the Bibliotheca Alexandrina in Egypt, and Stanford Libraries in California. These repos, like those in the Arctic Code Vault, have been archived onto hardened film built to endure for a thousand years. Each includes more than 17,000 repositories—open source’s “greatest hits”— and each is enclosed in a beautiful museum-quality case featuring 3D-printed and AI-generated artwork. The snapshot of every active public repo in the Arctic Code Vault contains a trove of unfiltered data, which we hope will be useful to future historians, but only a relatively small number of repositories are likely to be useful if the archive is called upon for practical purposes. It is those which comprise the Greatest Hits. However, per our advisors’ advice, each “greatest hits” archive also contains 5,000 randomly selected “ordinary” repos, for future historians. The GitHub Archive Boxes One thing our advisory panel unanimously advised was that, in order to survive indefinitely through uncertain futures, these archives would need to be appreciated and valued as objects in and of themselves. “If you don’t make it beautiful it’s for sure doomed,” as Alexander Rose, executive director of the Long Now Foundation, put it. Following this guidance, we commissioned the construction of four museum-quality cases by Alex Maki-Jokela , an artist and engineer whose work blends traditional aesthetics with 3D printing and AI-generated art. (The fourth box will live at GitHub HQ.) These archival cases were adorned with art generated, in part, by software stored within the archive. Maki-Jokela has blogged at fascinating length about his work on this project. GitHub Open Source Archive Box Design by Alex Maki-Jokela Alex Maki-Jokela is an artist and engineer whose work blends traditional aesthetics with A.I. and other technological mediums. His current focus is A.I. and hybrid human-AI art - in the past, he founded the A.I. art clothing company Spirit & Glitch , helped lead the build of the brain-driven LED Burning Man art car Dr. Brainlove , and pursued many other projects at the edges of technology and creativity. His engineering background spans multiple fields, from leading industrial manufacturing efforts, to developing custom machine learning and software solutions, to advising on company-level systems and flows. In his words, “Separations between fields are artificial. The further you follow your curiosity, the more patterns you start to see that span different worlds, and the more it all blends together.” More information about Alex can be found at alexmakijokela.com . Safeguards of knowledge Bodleian Library The Bodleian Library is Oxford’s main research library and one of the oldest libraries in Europe. It has been amassing and protecting human knowledge for centuries, and its archives include codexes well over a thousand years old. It is an honour and privilege to take part in the GitHub Archive Program. Preservation of knowledge is of enormous importance to not only us at the Bodleian Libraries but to society as a whole. In this digital age, we must constantly seek new ways of preserving critical information, such as code. Librarians and archivists, the custodians of the past, are also the advance-guards of the future. Our community has developed open approaches to software development, data practices and scholarly communication for years, consequently, it feels like the Bodleian Libraries is a perfect partner with GitHub and the other partner libraries around the world to ensure the preservation of open source software. Richard Ovenden Librarian (Executive) // Bodleian Libraries Bibliotheca Alexandrina The Bibliotheca Alexandrina , Africa’s pre-eminent library and the modern-day successor to the legendary Library of Alexandria, is a center for the production and dissemination of knowledge, as well as dialogue, learning and understanding between cultures and peoples. It is also a partner of the Internet Archive. Its mission is highly consonant with how GitHub empowers projects built by millions of collaborators all around the world. Since its launch as the New Library of Alexandria in 2002, the Bibliotheca Alexandrina has been committed to the preservation of heritage for future generations. To that end, the Bibliotheca Alexandrina developed several initiatives including web archiving, book digitization, and 3D artifact digitization. Therefore, we are delighted to work with GitHub to preserve yet another highly valuable form of human heritage: the open-source software that powers much of the technologies, on which our society today depends. Dr. Mostafa El Feki Director // Bibliotheca Alexandrina Stanford Libraries Stanford Libraries , at Stanford University in the heart of Silicon Valley, is home to a vast and diverse spectrum of knowledge in both physical and digital form, and has long been at the forefront of digital archiving and research. GitHub Archive Program is an excellent partnership model among technology companies, libraries, and other institutions dedicated to the long-term preservation of open source software. The GitHub Box is a creative way to encourage others to ensure their history, innovations, and code are well conserved for future generations. We are pleased to be a partner on the GitHub Archive Program, the reliance on multiple providers of the same service corresponds to our LOCKSS program, driven by the principle that Lots Of Copies Keep Stuff Safe. Michael Keller Vice Provost and University Librarian // Stanford Librarie Featured projects // “Greatest Hits” apache/httpd brave/brave-browser clojure/clojure commaai/research curl/curl fastled/fastled golang/go google/deepdream ipfs/ipfs llvm/llvm-project nginx/nginx postgres/postgres pytorch/pytorch tensorflow/tensorflow wordpress/wordpress A GitHub Archive Program case decorated with AI-generated art, containing 17,000 open-source repositories archived on hardened film that will survive a thousand years, stands in the shadow of an ancient bristlecone, beneath the canopy of the Milky Way. The bristlecones atop White Mountain are the oldest living things in the world; when they first began to grow, mammoths still walked the Earth and the Pyramids had not yet been built. The GitHub Archive Program plans to continue to donate and distribute other archives of open source software, in different kinds and formats, to other locations around the world. FAQ Explore Join GitHub Become a Partner | 2026-01-13T08:49:38 |
https://dev.to/usama_dev/week-14-custom-hooks-finishing-usepopcorn-and-learning-how-to-design-code-1hcb | Week 14 – Custom Hooks, Finishing usePopcorn, and Learning How to Design Code - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Usama Posted on Jan 12 Week 14 – Custom Hooks, Finishing usePopcorn, and Learning How to Design Code # react # javascript # webdev # frontend This week felt… different. Not because I learned a lot of brand-new concepts. But because I solidified how to think about React code architecture . This week was not about quantity of concepts. It was about quality of structure . usePopcorn Is Finally Done ✅ (A 3-Week Journey) First, the big milestone: The usePopcorn app is finally complete. This was not just a one-week project. This app was built and refined over the last 3 weeks . This week was just about: Final polish Cleanup Refactoring And structuring the code better using custom hooks Live App: 🔗 Live Demo GitHub: 🔗 Readme File Link When I look back at this app, I don’t just see a movie app. I see how much my React thinking has improved . Week 14 Topic: Custom Hooks This week’s main topic was: Custom Hooks And honestly? It’s not a “new feature”. It’s a new way of thinking . Custom hooks are about: Separating logic from UI Cleaning up components Making code reusable Designing your own abstractions The Challenge: Building useGeolocation This week’s challenge was to build a custom hook for geolocation. The hook handles: Loading state Errors Position Click count And the actual browser API call The component doesn’t care how it works. It just says: “Give me position, loading, error, and a function.” This was a great exercise in thinking: “What should a hook expose, and what should it hide?” Important Realization This Week This week I didn’t learn many new concepts. But I learned something more valuable: How to organize what I already know. That’s a big difference. usePopcorn + Custom Hooks = Clean Architecture In usePopcorn, I now have hooks like: useMovies useLocalStorage useKey So instead of writing: useEffect fetch AbortController event listeners localStorage logic …inside components… I just use my own hooks . My components are now mostly UI. My hooks are where the brain lives. This Week Was Not Flashy — But It Was Important Not every week is about: Big new APIs Big new features Big new magic Some weeks are about: Refinement. Structure. Maturity. And this was one of those weeks. Final Thoughts Week 14 taught me something subtle but powerful: Clean React code is not about writing more code. It’s about designing better boundaries . usePopcorn is done. Custom hooks are in my toolbox. And my code is starting to look like engineering , not just experimenting. Still learning. Still improving. Still moving forward. 💪 Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Usama Follow Joined Aug 19, 2025 More from Usama Today I Truly Understood Custom Hooks (And Built My Own) # react # frontend # learning # webdev Today I Truly Understood the useRef Hook (Not Just What It Does, But Why It Exists) # javascript # learning # react 📘 Week 13 – The Week React Started Feeling Real # react # javascript # webdev # learning 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://www.fine.dev/blog/cto-challenges#7-managing-team-morale-and-burnout | Top 7 Challenges CTOs Face in Startups (and How to Solve Them) Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Top 7 Challenges CTOs Face in Startups (and How to Solve Them) Being a startup CTO is exhilarating. You’re at the heart of innovation, solving complex technical challenges, and laying the foundations for your company’s growth. But it's not without its unique hurdles. Let's explore the top seven challenges faced by CTOs in startups, along with actionable solutions to navigate them effectively. Table of Contents Scaling Technology Under Limited Resources Balancing Speed with Technical Debt Recruiting Top Talent in a Competitive Market Maintaining Product Quality at High Speed Aligning Business Goals with Technical Strategy Staying on Top of Security and Compliance Managing Team Morale and Burnout 1. Scaling Technology Under Limited Resources Scaling a tech stack is already challenging, but when resources are scarce, the difficulty multiplies. Startups often need to scale quickly, without the luxury of a big budget or large engineering teams. The key is focusing on smart scaling by leveraging cloud services and serverless technologies that grow with your needs without massive upfront investments. Start with solutions like AWS Lambda or Google Cloud Run to minimize costs until your usage justifies a bigger architecture. However, it's also important not to invest too heavily in scaling too early when you have only a few users, as this can waste valuable resources. Instead, focus on keeping your infrastructure lean during the early stages, and optimize for growth only when demand starts to increase. Additionally, consider using managed services to offload maintenance tasks. For example, managed databases like Amazon RDS or Google Cloud SQL can save significant time and effort, allowing your team to focus on core product development rather than infrastructure management. Another strategy is to implement auto-scaling to ensure that your application can handle fluctuating loads efficiently without overspending. Planning for scalability from day one, even with a basic MVP, helps avoid costly re-architectures down the line. Embrace a microservices architecture if feasible, as it allows different parts of the application to scale independently, thus optimizing resource allocation and reducing the risk of bottlenecks. Finally, prioritize monitoring and observability tools to gain insights into performance and resource usage, enabling proactive adjustments and cost control as you scale. 2. Balancing Speed with Technical Debt Startups need to move fast, but speed can lead to shortcuts that accumulate technical debt. Managing this balance requires setting clear priorities. Not every piece of tech debt needs immediate fixing—some can wait. Adopting agile practices and scheduling dedicated tech debt reduction sprints can ensure your team doesn't drown in unresolved issues while maintaining momentum. AI can help by taking on the task of reducing technical debt, allowing developers to maintain their momentum with innovation. Take advantage of tools such as Fine whilst reducing technical debt. If you're identifying redundant code Fine can help search the codebase to make sure it's not needed for something you've missed. Fine can also suggest improvements and even fixing minor issues autonomously. Delegating these tasks to AI ensures that technical debt is addressed continuously without pulling developers away from creative problem-solving and building new features. This way, your team can focus on pushing forward innovative ideas while ensuring that technical debt doesn't stack up and slow progress. When utilizing AI, assigning 5% of developer time to technical debt should be enough to ensure you're moving forwards without dropping the ball. 3. Recruiting Top Talent in a Competitive Market The demand for great developers is fierce. Startups need to attract talent without competing directly on salary with larger corporations. Building a compelling mission, offering meaningful equity, and emphasizing the opportunity for hands-on growth are key levers for startup CTOs. Create a culture where developers feel their impact—highlight how their work drives the company's success. Everyone needs to pay the bills but there are other ways to ensure you're competitive as an employer. Good developers are experts and want to feel as such - if they're not appreciated, making a difference, challenged or listened to, they may move on to other employers. 4. Maintaining Product Quality at High Speed Startups need to iterate quickly to fit market needs, but rapid iteration can lead to quality issues. Implementing automated testing and adopting continuous integration/continuous delivery (CI/CD) pipelines can help maintain quality without slowing down. Tools like Jenkins, GitHub Actions, or CircleCI allow your team to ship often, but with confidence. Combining these tools with an AI such as Fine means you can allow yourself to ship faster, knowing that you've got a robust set of tests in place and can quickly iterate fixes if something fails. 5. Aligning Business Goals with Technical Strategy CTOs must act as the bridge between the business and technical worlds. Early-stage startups need to adapt constantly, which requires a technical roadmap that’s agile enough to change course when needed. Regular cross-functional meetings with product and sales teams ensure alignment between tech decisions and business priorities, reducing the risk of building features that don’t meet market needs. 6. Staying on Top of Security and Compliance Security can be overwhelming for startup CTOs, given the lack of dedicated resources. A good starting point is building security into your development pipeline—adopt practices like regular vulnerability scanning , encryption, and using secure coding standards. Many tools, such as Snyk and Dependabot, can help automate this process, making security a habit rather than an afterthought. 7. Managing Team Morale and Burnout The high-paced startup environment can easily lead to burnout. CTOs need to foster a sustainable culture by encouraging reasonable work hours and focusing on results over hours spent. Offer flexible schedules and create an environment where the team can openly discuss their workload. A culture of empathy, combined with setting realistic goals, helps retain top talent and prevents burnout. Try to strike a balance within your team - so no one developer is just working on endless minor fixes, but nor are they months stuck on one large issue. Many minor tasks that take a developer 15-30 minutes can be delegated to AI and complete in under 10, including a review by a developer. Similarly, large projects can be broken down into tasks suited for AI to complete. Conclusion Navigating the challenges of a startup CTO requires a unique mix of technical and leadership skills. From scaling with limited resources to ensuring your team is motivated and aligned, the key is adaptability and a proactive approach to both people and technology. Stay focused on aligning your technical efforts with the company's evolving needs, and remember: you don’t need to have all the answers, but you need the flexibility to find them quickly. Embrace tools, processes, and a culture that empower your team to grow—that’s how startups succeed. Are you facing these challenges and looking for ways to empower your development team? Fine is here to help streamline development workflows, allowing your team to focus on what truly matters. Discover more about Fine's AI-driven coding solutions . Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:38 |
https://archiveprogram.github.com/arctic-vault/ | Arctic Vault | GitHub Archive Program skip to content Return to homepage Return to homepage Our Approach Greatest Hits Arctic Vault Partners Press Arctic Code Vault The GitHub Arctic Code Vault is a data repository preserved in the Arctic World Archive (AWA), a very-long-term archival facility 250 meters deep in the permafrost of an Arctic mountain. The archive is located in a decommissioned coal mine in the Svalbard archipelago, closer to the North Pole than the Arctic Circle. GitHub captured a snapshot of every active public repository on 02/02/2020 and preserved that data in the Arctic Code Vault. How the cold storage will last 1,000 years Svalbard is regulated by the international Svalbard Treaty as a demilitarized zone. Home to the world’s northernmost town, it is one of the most remote and geopolitically stable human habitations on Earth. The AWA (Arctic World Archive) is a joint initiative between Norwegian state-owned mining company Store Norske Spitsbergen Kulkompani (SNSK) and very-long-term digital preservation provider Piql AS. AWA is devoted to archival storage in perpetuity. The film reels are stored in a steel-walled container inside a sealed chamber within a decommissioned coal mine on the remote archipelago of Svalbard. The AWA already preserves historical and cultural data from Italy, Brazil, Norway, the Vatican, and many others. While Svalbard is affected by climate change, it is likely to affect only the outermost few meters of permafrost in the foreseeable future. Warming is not expected to threaten the stability of the mine. The mine’s proximity to the famous Global Seed Vault, only a mile away, reinforces Svalbard’s status as a stable, very-long-term archive site for humanity’s collective knowledge. 02/02/2020 snapshot and code deposit The 02/02/2020 snapshot archived in the GitHub Arctic Code Vault swept up every active public GitHub repository. It included every repo with any commits between the announcement at GitHub Universe on November 13th and 02/02/2020; every repo with at least 1 star and any commits from the year before the snapshot; and all repos with at least 250 stars. (It also included gh-pages for those repositories.) The snapshot consists of the HEAD of the default branch of each repository, minus any binaries larger than 100KB in size. (Repos with 250+ stars retained their binaries.) Each was packaged as a single TAR file. For greater data density and integrity, most data was stored QR-encoded, and compressed. A human-readable index and guide found on every reel explains how to recover the data.The 02/02/2020 snapshot, consisting of 21TB of data, was archived to 186 reels of film by our archive partners Piql and then transported to the Arctic Code Vault, where it resides today. Arctic Code Vault Badge Millions of developers around the world contributed to the open source software now stored in the Arctic Code Vault. To recognize and celebrate these contributions, we designed the Arctic Code Vault Badge, which is displayed in the highlights section of a developer’s profile on GitHub. Hover and you can discover some of the repositories an individual contributed to. Featured projects // 2020 Arctic Vault Program dotnet/core torvalds/linux python/cpython bitcoin/bitcoin rails/rails docker/machine openssl/openssl nodejs/node Homebrew/brew php/php-src twbs/bootstrap microsoft/TypeScript apache/hadoop Alamofire/Alamofire v8/v8 Watch the Arctic Vault Video GitHub Arctic Code Vault Svalbard 2019 FAQ Explore Join GitHub Become a Partner | 2026-01-13T08:49:38 |
https://dev.to/cossacklabs/complicated-encryption-ways-explained-in-2-min-by-vixentael-5g0d | Complicated encryption ways explained in 2 min, by @vixentael - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Cossack Labs Posted on Apr 5, 2021 • Edited on Apr 12, 2021 Complicated encryption ways explained in 2 min, by @vixentael # security # encryption # appdev # mongodb Data at rest encryption, TLS, application-level encryption–different encryption ways protect from different threats. Application-level encryption is closely related with data flow and can drive you to the engineering decisions of various complexity. For example, take a look at client-side field-level encryption in MongoDB or proxy-side transparent field-level encryption in database protection suite Acra . In this video, Anastasiia Voitova aka @vixentael , Head of customer solutions at Cossack Labs , explains how different encryption ways work and how you can make your app more reliable and resilient to various threat models. Reply to @vixentael and follow @Cossack Labs on Twitter. Watch the full video on YouTube . Get through the slides here .🐬 Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Cossack Labs Follow Data security & cryptography. Focus on business growth—while we take care of sensitive data risks, security engineering challenges & compliance requirements Location London Joined May 13, 2020 More from Cossack Labs AWS security audit guide # devops # security # productivity # aws Building security for digital wallets and financial applications # security # mobile # web # appsec Breaking and building encryption in NFC digital wallets 📳 # encryption # cryptography # security # appsec 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://docs.devcycle.com/integrations/#code-analysis | Integrations | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page Integrations Welcome to DevCycle Integrations! Here you will find all of the various first party tools made with the DevCycle APIs, as well as third party integrations to connect DevCycle to the tools of your needs. Contributing to DevCycle or creating a new Integration: If you would like to contribute to an existing integration or tool, all of DevCycle's tools and integrations are open source on the DevCycle Github repository. Further, if you'd like to create a new tool or integration, a great starting point is DevCycle's Management API which allows you to modify and interact with features and more within a DevCycle project, as well as the DevCycle Bucketing API which is used to serve users features and variables (and powers the DevCycle SDKs!) Observability Dynatrace Monitor and analyze your feature flags with Dynatrace observability platform. OpenTelemetry Monitor and analyze your feature flags with OpenTelemetry. Snowflake Data Sharing Access your Organization's Event data on Snowflake Google Analytics Send DevCycle Feature/Variation data from Tag Manager to Google Analytics 4 for A/B test analysis Rollbar Enhance error logging with DevCycle Feature and Variable data IDE Plugins VSCode Extension Use DevCycle directly in Visual Studio Code. Interoperability OpenFeature Use DevCycle with the OpenFeature Flagging Standard. Feature Flag Importer Import resources from other feature flag providers. Webhooks Connect apps and services to DevCycle. Vercel Edge Config Upload DevCycle configurations to Vercel Edge Config for faster retrieval Code Analysis GitHub: Flag Code Usages Display code snippets for each variable used in a project. GitHub: Flag Change Insights Display added/removed flags on each Pull Request. Bitbucket: Flag Code Usages Display code snippets for each variable used in a project. Bitbucket: Flag Change Insights Display added/removed flags on each Pull Request. GitLab: Flag Code Usages Display code snippets for each variable used in a project. GitLab: Flag Change Insights Display added/removed flags on each Merge Request. Collaboration Tools Slack Connect DevCycle to your Slack workspace to track Feature updates. DevOps Jira: Flag Management Link Jira tickets directly to DecCycle features Terraform Provider Manage projects, features and more with Terraform Edit this page Last updated on Jan 9, 2026 Observability IDE Plugins Interoperability Code Analysis Collaboration Tools DevOps DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://dev.to/jacksonkasi/tiger-sql-designing-postgresql-schemas-with-transparent-ai-reasoning-1ik5 | Tiger SQL: Designing PostgreSQL Schemas with Transparent AI Reasoning - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Jackson Kasi Posted on Jan 2 Tiger SQL: Designing PostgreSQL Schemas with Transparent AI Reasoning # devchallenge # muxchallenge # showandtell # webdev DEV's Worldwide Show and Tell Challenge Submission 🎥 This is a submission for the DEV's Worldwide Show and Tell Challenge Presented by Mux 🎥 My Pitch Video 🧠 What I Built Tiger SQL is an AI-powered PostgreSQL schema builder that lets you design, edit, and evolve database schemas using: Visual diagrams SQL editor Natural language (chat) All three stay fully in sync . Unlike traditional tools, Tiger SQL makes AI reasoning transparent — you can see thinking, tool calls, and MCP execution instead of black-box outputs. 🎯 The Problem Designing database schemas is: Slow and iterative Error-prone under real-world constraints Hard to refactor once production data exists Most tools are either: Visual but dumb Or AI-powered but opaque I wanted a tool that thinks with you , not for you. 💡 Why Tiger SQL Is Different What makes it special: Chat-driven schema design (with visible reasoning) Import existing PostgreSQL schemas MCP-based assistant (pg-aiguide by Timescale) Bring your own OpenAI / Gemini key Visual ↔ SQL ↔ Manual edits stay in sync Transparent tool calls & execution steps This makes schema evolution safer, faster, and auditable. 🛠️ How It Works (High Level) You ask questions or request changes via chat The AI reasons using MCP tools (visible step-by-step) Schema updates reflect instantly on the canvas and SQL You can fine-tune manually at any time No magic. No lock-in. Full control. 🚀 Demo & Links Live Demo: https://tiger-sql.vercel.app GitHub Repo: https://github.com/jacksonkasi1/tiger-sql ⭐️ No login required — open and start designing. 🧩 Technical Highlights PostgreSQL-first design MCP (Model Context Protocol) integration Deterministic schema updates Canvas-based relationship editing Search across tables & columns Enum creation, FK management, indexing Built for real production schemas, not toy demos 🎥 Use of Mux (Best Use of Mux Category) Mux is used to: Host the 1-minute pitch video Deliver fast, high-quality playback Enable easy embedding inside DEV posts The upload + embed flow was smooth, and captions helped improve accessibility and clarity. 🧠 The Story Behind It Tiger SQL started as a personal frustration with existing schema tools while working on real production systems. I wanted something that: Explains why a schema change makes sense Helps refactor safely Respects PostgreSQL best practices It’s open-source, actively maintained, and built in public. ✅ Confirmation By submitting this project, I confirm that my video adheres to Mux’s terms of service: https://www.mux.com/terms Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Jackson Kasi Follow Self-taught tech enthusiast with a passion for continuous learning and innovative solutions Location India Education Completed School, no College but Learner until Death 😎 Work I am try to be an entrepreneur 🎯 Joined Dec 25, 2020 More from Jackson Kasi Okay so I forked someone's project and now it's completely different 😅 # webdev # ai # programming # javascript TalkToMyTabs – A Back-to-School AI Reading & Research Assistant # devchallenge # herokuchallenge # webdev # ai 🎤 TechMentor Voice: Real-Time AI Documentation Assistant That Understands Developer Questions # devchallenge # assemblyaichallenge # ai # api 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://voideditor.com | Void Work on Void is currently paused . Some features may be outdated or broken. Void Download Contribute Discord GitHub The open source AI code editor. Void is an open source Cursor alternative. Write code with the best AI tools, use any model, and retain full control over your data. Download Beta GitHub Backed by The AI Features You Love. Tab Press 'Tab' to apply autocomplete. Quick Edit Edit your selection inline. Chat Agent Mode, Gather Mode, and normal chat. Powered by VS Code. Void is a fork of VS Code. We let you transfer over all your themes, keybinds, and settings in one click. Any LLM, Anywhere. Void doesn't send your messages through a private backend like Cursor or Windsurf. Cut out the middleman and connect directly. Private LLMs Never run out of API credits again. Host any open source model with Void: DeepSeek, Llama, Gemini, Qwen, and more. Frontier LLMs Directly connect to any provider. Use models like Gemini 2.5, Claude 3.7, Grok 3, o4-mini, and Qwen 3. The Latest Features. Checkpoints for LLM Changes. Lint Error Detection. Custom Support for FIM Models. Fast Apply. Works On 1000-Line Files. Bring Any Model. Agent Mode and MCP. Use any model in Agent or Gather mode - even open source models that don't natively support tool calling. Agent Mode Agent mode can search, create, edit, and delete files & folders. It also has terminal access and MCP tool access. Gather Mode Gather mode is a restricted version of Agent mode that can only read and search, but not modify or edit. Get Started with Void. GitHub Download Beta © 2026 Glass Devtools, Inc. - All rights reserved. hello@voideditor.com Changelog | 2026-01-13T08:49:38 |
https://go.dev/ | The Go Programming Language Skip to Main Content Why Go arrow_drop_down Press Enter to activate/deactivate dropdown Case Studies Common problems companies solve with Go Use Cases Stories about how and why companies use Go Security How Go can help keep you secure by default Learn Press Enter to activate/deactivate dropdown Docs arrow_drop_down Press Enter to activate/deactivate dropdown Go Spec The official Go language specification Go User Manual A complete introduction to building software with Go Standard library Reference documentation for Go's standard library Release Notes Learn what's new in each Go release Effective Go Tips for writing clear, performant, and idiomatic Go code Packages Press Enter to activate/deactivate dropdown Community arrow_drop_down Press Enter to activate/deactivate dropdown Recorded Talks Videos from prior events Meetups open_in_new Meet other local Go developers Conferences open_in_new Learn and network with Go developers from around the world Go blog The Go project's official blog. Go project Get help and stay informed from Go Get connected Why Go navigate_next navigate_before Why Go Case Studies Use Cases Security Learn Docs navigate_next navigate_before Docs Go Spec Go User Manual Standard library Release Notes Effective Go Packages Community navigate_next navigate_before Community Recorded Talks Meetups open_in_new Conferences open_in_new Go blog Go project Get connected Build simple, secure, scalable systems with Go An open-source programming language supported by Google Easy to learn and great for teams Built-in concurrency and a robust standard library Large ecosystem of partners, communities, and tools Get Started Download Opens a new window with the Get Started guide. Opens a new window to download Go. Download packages for Windows 64-bit , macOS , Linux , and more The go command by default downloads and authenticates modules using the Go module mirror and Go checksum database run by Google. Learn more. Opens in new window. Companies using Go Organizations in every industry use Go to power their software and services View all stories View case study View case study View case study View case study “At the time, no single team member knew Go, but within a month, everyone was writing in Go and we were building out the endpoints. It was the flexibility, how easy it was to use, and the really cool concept behind Go (how Go handles native concurrency, garbage collection, and of course safety+speed.) that helped engage us during the build. Also, who can beat that cute mascot!” — Jaime Enrique Garcia Lopez, Senior Software Development Manager at Capital One " A small language that compiles fast makes for a happy developer. The Go language is small, compiles really fast, and as a result it lets your mind focus on the actual problem and less on the tool you are using to solve it. Code, test, debug cycles are so quick that you forget you are not working with an interpreted language. Looking at our code, you see less boilerplate and more business logic. " — Clayton Coleman, Lead Engineer, Open Shift at RedHat “ Go has excellent characteristics for scalability and services written using it typically have very small memory footprints. Because code is compiled into a single static binary, services can also be containerised with ease, making it much simpler to build and deploy. These attributes make Go an ideal choice for companies building microservices , as you can easily deploy into a highly available and scalable environment such as Kubernetes.” — Matt Boyle, Lead Software Engineer at Curve "In our tightly managed environments where we run Go code, we have seen a CPU reduction of approximately 10% with cleaner and maintainable code." — Bala Natarajan, Sr. Director of Engineering, Developer Experience at PayPal "Tooling has always been a problem with our legacy code base... but we have found that Go has excellent tooling, plus built-in testing, benchmarking, and profiling frameworks. It is easy to write efficient and resilient applications. After working on Go, most of our developers don't want to go back to other languages. " — Benjamin Cane, Vice President and Principal Engineer at American Express "...when a programming language is designed for exactly the environment most of us use right now—scalable, cloud-based servers that are optimized for performance—a lot can go right." — John Biggs and Ben Popper, at Stack Overflow navigate_before navigate_next Try Go Press Esc to move out of the editor. // You can edit this code! // Click here and start typing. package main import "fmt" func main() { fmt.Println("Hello, 世界") } Press Esc to move out of the editor. Hello, 世界 Hello, World! Conway's Game of Life Fibonacci Closure Peano Integers Concurrent pi Concurrent Prime Sieve Peg Solitaire Solver Tree Comparison Run Share Tour What’s possible with Go Use Go for a variety of software development purposes Cloud & Network Services With a strong ecosystem of tools and APIs on major cloud providers, it is easier than ever to build services with Go. Popular Packages: cloud.google.com/go aws/client Azure/azure-sdk-for-go Learn More arrow_forward Command-line Interfaces With popular open source packages and a robust standard library, use Go to create fast and elegant CLIs. Popular Packages: spf13/cobra spf13/viper urfave/cli delve chzyer/readline Learn More arrow_forward Web Development With enhanced memory performance and support for several IDEs, Go powers fast and scalable web applications. Popular Packages: net/http html/template flosch/pongo2 database/sql elastic/go-elasticsearch Learn More arrow_forward DevOps & Site Reliability With fast build times, lean syntax, an automatic formatter and doc generator, Go is built to support both DevOps and SRE. Popular Packages: open-telemetry/opentelemetry-go istio/istio urfave/cli Learn More arrow_forward More use cases arrow_forward Get started with Go Explore a wealth of learning resources, including guided journeys, courses, books, and more. Get Started Download Go Resources to start on your own Guided learning journeys Step-by-step tutorials to get your feet wet Online learning Browse resources and learn at your own pace Featured books Read through structured chapters and theories Cloud Self-paced labs Jump in to deploying Go apps on GCP In-Person Trainings Ardan Labs Offering customized on-site live training classes. Gopher Guides Customized In-person, remote, and online training classes. Training for Developers by Developers. Boss Sauce Creative Personalized or track-based Go training for teams. Shiju Varghese On-site classroom training on Go and consulting on distributed systems architectures, in India. Why Go Use Cases Case Studies Get Started Playground Tour Stack Overflow Help Packages Standard Library About Go Packages About Download Blog Issue Tracker Release Notes Brand Guidelines Code of Conduct Connect Twitter GitHub Slack r/golang Meetup Golang Weekly Opens in new window. 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https://dev.to/googleai | Google AI - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow Organization actions Google AI Making AI helpful for everyone. Our goal is to equip developers with the most advanced models to build new applications, helpful tools to write better and faster code, and make it easy to integrate across platforms and devices. Joined Joined on Jun 13, 2025 Twitter logo External link icon Meet the team Post 52 posts published Member 50 members Agent Factory Recap: A Deep Dive into Agent Evaluation, Practical Tooling, and Multi-Agent Systems Qingyue Wang Qingyue Wang Qingyue Wang Follow Jan 8 Agent Factory Recap: A Deep Dive into Agent Evaluation, Practical Tooling, and Multi-Agent Systems # vertexai # agents # testing # ai 30 reactions Comments Add Comment 8 min read Episode 3 of the AI Agent Bake Off: "Build a GTM Agent for Founders in 72 hours" Abraham Gomez Abraham Gomez Abraham Gomez Follow Jan 5 Episode 3 of the AI Agent Bake Off: "Build a GTM Agent for Founders in 72 hours" # ai # agents # webdev # beginners 20 reactions Comments Add Comment 6 min read Building a Multi-Agent Deep Research Tool with Google ADK, A2A, & Cloud Run Amit Maraj Amit Maraj Amit Maraj Follow Dec 30 '25 Building a Multi-Agent Deep Research Tool with Google ADK, A2A, & Cloud Run # ai # agents # adk # cloud 17 reactions Comments Add Comment 5 min read Where we're going, we don't need chatbots: introducing the Antigravity IDE 🚀 Paige Bailey Paige Bailey Paige Bailey Follow Dec 23 '25 Where we're going, we don't need chatbots: introducing the Antigravity IDE 🚀 # programming # ai # productivity # webdev 47 reactions Comments 13 comments 3 min read Singapore vibes together at the new Google DeepMind office Thor 雷神 Schaeff Thor 雷神 Schaeff Thor 雷神 Schaeff Follow Dec 23 '25 Singapore vibes together at the new Google DeepMind office # vibecoding # singapore # gemini 21 reactions Comments Add Comment 2 min read Agent Factory Recap: Can you do my shopping? Shir Meir Lador Shir Meir Lador Shir Meir Lador Follow Dec 19 '25 Agent Factory Recap: Can you do my shopping? # agents # security # ai # ecommerce 16 reactions Comments Add Comment 7 min read Gemini 3 Flash is now available in Gemini CLI Taylor Mullen Taylor Mullen Taylor Mullen Follow Dec 17 '25 Gemini 3 Flash is now available in Gemini CLI # gemini # cli # ai # terminal 28 reactions Comments Add Comment 4 min read Build with Gemini 3 Flash, frontier intelligence that scales with you Logan Kilpatrick Logan Kilpatrick Logan Kilpatrick Follow Dec 17 '25 Build with Gemini 3 Flash, frontier intelligence that scales with you # gemini # ai # antigravity # cli 31 reactions Comments 2 comments 5 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/t/security/videos#main-content | Videos - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close All videos # security on Video # Defending the Cloud-Native Frontier: Security as Code with Terraform & OPA Alam Agent Factory Recap: Can you do my shopping? Shir Meir Lador NDC Conferences: Demystifying the Enigma Machine - a Functional Journey - Isaac Abraham - NDC Copenhagen 2025 Scale YouTube NDC Conferences: Demystifying the Enigma Machine - a Functional Journey - Isaac Abraham - NDC Copenhagen 2025 Scale YouTube 10:35 Understanding HOTP and TOTP in Two-Factor Authentication Manish Pillai 03:49 Product sense - Intro to Keyshade Johnny Santamaria 02:37 New AWS WAF Feature: Top Insights Visualizations Carlos Filho 02:30 Looking to beef up the security of your AWS EC2 instances? Carlos Filho 2:29:31 Software Systems Development - Session 1 Afrar Malakooth 00:18 HELLO WORLD in Morse Code Souvik Paul 02:05 How cryptography 💪works to protect ML models Cossack Labs 29:01 How To Become A Software Architect Taylor Veino 00:45 Encoding vs encryption for 📱iOS app devs Cossack Labs 00:43 Developer Expectation vs Reality Dae Won Kim 02:32 E2EE and privacy in mobile messengers, by @vixentael Cossack Labs 02:31 Complicated encryption ways explained in 2 min, by @vixentael Cossack Labs 02:28 Which encryption control to choose for your app protection, by Anastasiia Voitova Cossack Labs 03:26 Why security, encryption, and privacy are not the same thing, by Anastasiia Voitova Cossack Labs 02:12 Keeping GitHub Action workflows secure Brian Douglas 09:28 📱Building reliable mobile app security Cossack Labs 17:46 Live Exploiting Your Open Source Dependencies with Brian Vermeer Brian Vermeer 🧑🏼🎓🧑🏼💻 13:25 Freedom of Security with Paula de la Hoz Paula 01:21 Already Hacked - Security Environment of the System Hamdamboy 22:25 The Fast Track to Serverless Security on AWS Andrew Brown 🇨🇦 loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://www.pluralsight.com/product/flow | Flow Development Team Workflow Tool | Appfire Flow Why Flow? Features Workflow diagnostics Engineering investment strategy Distributed engineering metrics DORA metrics Resources Customer stories White papers View all resources Plans Book a demo Flow Back Why Flow? Features Resources Plans Back to appfire.com Workflow diagnostics Engineering investment strategy Distributed engineering metrics DORA metrics Customer stories White papers View all resources Turn engineering insights into faster delivery Flow transforms your commit, ticket, and PR data into clear insights that help teams ship faster, collaborate better, and stay aligned with business goals. Book a demo See plans and pricing Demo 01 Turn data into direction with Flow Take a self-guided tour to explore how Flow supports faster decisions, stronger collaboration, and continuous improvement. Trusted by engineering leaders at top global companies Diagnose bottlenecks. Deliver faster. Tell me more Reduce cycle time with workflow diagnostics Tell me more Empower distributed teams with data that drives action Tell me more “Flow gave us the insights we needed to streamline engineering and work better together. The data helped us make smarter decisions — and move faster as a team.” Engineering leader Read customer story "I’ve been able to show the leadership team exactly how the development team is doing.” Jaimie Caldwell Senior software delivery engineering manager Read customer story “Flow gave us insights into how our engineering teams work — and helped us make smarter, data-driven decisions.” Madhusudhana Rao Gollapudi Managing director Read customer story "Flow helped us identify opportunities to grow our teams and spot areas for improvement.” Tim Adrian Senior vice president of product development Read customer story Benefits 02 Why engineering leads choose Flow Flow turns engineering activity into insights that drive delivery, efficiency, and alignment. Visibility Efficiency Predictability Explore our latest Flow white papers Flow pricing Core $ 38 / user / month (billed annually ) Start with Core Plus $ 50 / user / month (billed annually ) Start with Plus Schedule an expert demo First name * Last name * Organization * Email * Job title * Number of employees * Number of employees* Country * Country* By submitting this form, you agree to receive marketing emails from Appfire Technologies, LLC and its affiliates ("Appfire"), including Partners acting as our processors. You can withdraw this consent at any time as instructed in our Appfire Privacy Policy . Submit Solutions IT Service Management Workflow and Automation Migrate and Manage Agile Work Management Knowledge Management All solutions Products Featured 7pace Timetracker BigPicture JXL Flow Featured Atlassian Cloud Ready Schedule migration support Cloud compatible apps What is Cloud Ready? By platform Atlassian Microsoft Salesforce All platforms Resources Blog IT Service Management Workflow & Automation Migrate & Manage Agile Work Management All posts Resource library Guides & e-books Videos & webinars Customer stories All resources Company About us Open positions Newsroom Legal Support Support Documentation Trust center Contact Migrate Appfire apps to Atlassian Cloud Partners Become a partner Find a partner Partner portal Copyright © 2026 Appfire All rights reserved. Privacy policy Recruitment privacy notice EULA GDPR Legal Cookie Settings Solutions IT Service Management Workflow and Automation Migrate and Manage Agile Work Management Knowledge Management All solutions Resources Blog IT Service Management Workflow & Automation Migrate & Manage Agile Work Management All posts Resource library Guides & e-books Videos & webinars Customer stories All resources Support Support Documentation Trust center Contact Migrate Appfire apps to Atlassian Cloud Products Featured 7pace Timetracker BigPicture JXL Flow Featured Atlassian Cloud Ready Schedule migration support Cloud compatible apps What is Cloud Ready? By platform Atlassian Microsoft Salesforce All platforms Company About us Open positions Newsroom Legal Partners Become a partner Find a partner Partner portal Privacy policy Recruitment privacy notice EULA GDPR Legal Copyright © 2026 Appfire All rights reserved. | 2026-01-13T08:49:38 |
https://dev.to/challenges/frontend-2025-10-15#main-content | Frontend Challenge: Halloween Edition - DEV Challenge - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Challenges > Frontend Challenge: Halloween Edition CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the Frontend Challenge: Halloween Edition Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts Frontend Challenge: Halloween Edition View Entries Please sign in to follow this challenge Flex your CSS and JavaScript Skills! Challenge Status: Ended Ended Join our next Challenge We're back with another Frontend Challenge, and this time we're getting into the Halloween spirit! 🎃👻 Running through November 9 , Frontend Challenge: Halloween Edition invites you to showcase your frontend skills with spooky creativity. Whether you're a CSS wizard, a JavaScript sorcerer, or somewhere in between, this challenge is the perfect opportunity to build something fun and sharpen your skills. As with all Frontend Challenges, there will be one winner per prompt. That's two chances to win: A DEV++ membership An exclusive DEV badge All participants with a valid submission will receive a completion badge on their DEV profile. We hope you give it a try! Key Dates Contest start: October 15, 2025 Submissions due: November 09, 2025 Winners announced: November 20, 2025 Badge Rewards Frontend Challenge Participant Frontend Challenge Winner Find Out More Ask questions and share your ideas on the Frontend Challenge: Halloween Edition Launch Post. View Launch Post Challenge Prompts CSS Art: Halloween Create a work of art using primarily CSS! Let Halloween inspire you - jack-o-lanterns, haunted houses, creepy spiders, or anything else the season brings to mind! Note : We're now allowing a sprinkle of JavaScript in CSS Art submissions! However, judging will focus heavily on the CSS component, so keep JavaScript usage light and purposeful. The star of the show should still be your CSS skills. Submission Template Judging Criteria: Creativity Effective Use of CSS Aesthetic Outcome Perfect Landing: Halloween Build a polished, functional landing page with a Halloween theme. This could be for a halloween history lesson, a fictional product, halloween event, or anything you can imagine as long as it captures the spirit of the season and demonstrates excellent frontend fundamentals. Note : You can now use JavaScript, TypeScript, Dart, WebAssembly, or any other browser-compatible language/runtime in your Perfect Landing submissions! Show us what modern web development can do. Submission Template Judging Criteria: Accessibility Usability and User Experience Creativity Code quality Helpful Links & Resources Looking for inspiration or want to learn new skills for your submission? DEV Education Track: Build Apps with Google AI Studio - Learn how to build AI-powered apps that could inspire your Halloween creations Frequently Asked Questions Participation Can I submit to multiple prompts? Yes, you are welcome to submit to multiple prompts. Can I submit to a prompt more than once? Yes, you can submit multiple submissions per prompt but you'll need to publish a separate post for each submission. In the event that you may win two or more prompts, and your submission is very close with another participant, we will favor the other participant. In the event that you do win two or more prompts, you will only receive one winner badge. Can I work on a team? Yes, you can work on teams of up to four people. If you collaborate with anyone, you'll need to list their DEV handles in your submission post so we can award a badge to your entire team! Please only publish one submission per team. How old do I have to be to participate? Participants need to be 18+ in order to participate. If I live in X, am I eligible to participate? For eligibility rules, see our official challenge rules . Submission Can my submission include open source code? Riffing on open source code and borrowing and improving on previous work/ideas is encouraged but it's important your changes are significant enough to ensure your submission is valid. When does riffing become plagiarism? It will depend, but transparency is important, license compatibility is important. You can use someone else's code to give you a jumpstart to demonstrate your ideas on top of someone else's base, but not just re-package the base. It should be clear to the judges what you added to the project in terms of the code and conceptual inspiration. This means, you should clearly state what you were building on and what elements are original to this new submission. When building on existing code, we expect a significant change that adds something tangible to the output. i.e. a new animation, and new sprite, a new function, a new presentation. Not just changes to the source - i.e. changing colours, changing one sprite, changing one function. What happens if my submission is considered plagiarized or invalid? Anything deemed to be plagiarism will not be eligible for prizes. Incidental plagiarism may simply result in your disqualification from the challenge (regardless of the number of other valid submissions you have published). Egregious plagiarism will result in your suspension from DEV entirely. Any non-generic, non-trivial usage of prior work, including open source code must be credited in your submission. Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don't let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Do I need a license for my code? You are not required to license your code but we strongly recommend that you do. Here are some you may consider: MIT , Apache , BSD-2 , BSD-3 , or Commons Clause . Can I use AI? Use of AI is allowed as long as all other rules are followed. We want to give you a chance to show off your skills in realistic scenarios. If you use AI tools to help you achieve your submission, all the power to you. How do I embed my project directly into my DEV post? Our editor supports many types of embeds, including: Stackbliz, Glitch, Github, etc. You can typically use the {% embed https://... %} syntax directly in the post. Click here for more information on our markdown support. For CodePen, you will need to use this syntax: {% codepen http://... %} For CodeSandbox, you will need to use this syntax: {% codesandbox http://... %} For Google Cloud Run, you will need to use this syntax: {% embed cloud_run_link %} Judging and Prizing Can there be ties? In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. When will I receive my prizes? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of claiming your prizes. Frontend Challenge: Halloween Edition Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends November 9, 2025 at 11:59 PM PST. Contest is void where prohibited or restricted by law or regulation. All entires must be submitted during the content period. For Official Rules, see Frontend Challenge: Halloween Edition Contest Rules and General Contest Official Rules . Dismiss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://dev.to/sathish_daggula | Sathish - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close Follow User actions Sathish Data Engineer by day, indie hacker by night. Building products with "vibe coding" . Shipping PMHNP Hiring, Gym Tracker & Freelancer Shield. Building in public 🚀 Location Saint Louis Joined Joined on Jan 11, 2026 Personal website https://dvskr.dev github website twitter website Education Masters in Computer Science Pronouns He/Him Work Data Engineer at Propper International | Creator of PMHNP Hiring More info about @sathish_daggula GitHub Repositories PMHNP-Job-Board TypeScript • 1 star Skills/Languages TypeScript, Python, SQL, Next.js, React, Supabase, PostgreSQL, Tailwind CSS. Data Engineering background. Building full-stack products with AI assistance (Claude + Cursor). Currently learning AI-assisted development with Claude & Cursor. Learning to ship faster by describing what I want and letting AI figure out how. Also exploring Next.js 14 App Router and Supabase. Currently hacking on PMHNP Hiring - job board for psychiatric nurse practitioners (launched). Gym Tracker - workout logging app (85% done). Freelancer Shield - client protection tool (in progress). Available for Collaborations on indie projects, chatting about vibe coding/AI-assisted development, connecting with other builders shipping in public. Always happy to help fellow indie hackers! Post 2 posts published Comment 0 comments written Tag 0 tags followed Building a Job Board with Next.js and Supabase: The Backbone of PMHNP Hiring Sathish Sathish Sathish Follow Jan 12 Building a Job Board with Next.js and Supabase: The Backbone of PMHNP Hiring # buildinpublic # webdev # nextjs Comments Add Comment 2 min read How I Built a Healthcare Job Board with 8,295+ Listings Using Next.js and Supabase Sathish Sathish Sathish Follow Jan 12 How I Built a Healthcare Job Board with 8,295+ Listings Using Next.js and Supabase # webdev # ai # buildinpublic # nextjs Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:38 |
https://dev.to/qainsights/introducing-a-lightweight-apache-jmeter-docker-image-efficient-load-testing-made-simple-430g | Introducing a Lightweight Apache JMeter Docker Image: Efficient Load Testing Made Simple - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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Report Abuse NaveenKumar Namachivayam ⚡ Posted on Mar 18, 2025 • Originally published at qainsights.com Introducing a Lightweight Apache JMeter Docker Image: Efficient Load Testing Made Simple # performance # docker # tutorial # java Learn JMeter Series (34 Part Series) 1 S1E1 Learn JMeter Series - Getting Started with JMeter 5.3 2 S1E2 Learn JMeter Series - Building Blocks of JMeter ... 30 more parts... 3 S1E3 Learn JMeter Series - How to record in JMeter? 4 S1E4 Learn JMeter Series - Recording using Blazemeter Extension 5 S1E5 Learn JMeter Series - Deep dive into HTTP Request 6 S1E6 Learn JMeter Series - HTTP Request Defaults 7 S1E7 Learn JMeter Series - HTTP Header Manager 8 S1E9 Learn JMeter Series - HTTP Cookie Manager 🍪 9 S1E10 Learn JMeter Series - HTTP Authorization Manager 10 S1E8 Learn JMeter Series - HTTP Cache Manager 11 S2E1 Learn JMeter Series - CSV Data Set Config 12 S2E2 Learn JMeter Series - Random Variable 13 S2E3 Learn JMeter Series - DNS Cache Manager 14 S2E4 Learn JMeter Series - HTML Link Parser and HTTP URL Re-writing Modifier 15 S2E5 Learn JMeter Series - Regular Expression Extractor 16 S2E6 Learn JMeter Series - JSON Extractor 17 S2E7 Learn JMeter Series - JSON JMESPath Extractor 18 S2E8 Learn JMeter Series - CSS Selector Extractor 19 S2E9 Learn JMeter Series - Boundary Extractor 20 S2E10 Learn JMeter Series - XPath2 Extractor 21 S3E1 Learn JMeter Series - Inter Thread Communication 22 S3E2 Learn JMeter Series - Uniform Random Timer 23 S3E3 Learn JMeter Series - Constant Throughput Timer 24 S3E4 Learn JMeter Series - Precise Throughput Timer 25 S3E5 Learn JMeter Series - Synchronizing Timer 26 S3E6 Learn JMeter Series - Listeners in JMeter 27 S3E7 Learn JMeter Series - If Controller 28 S3E8 Learn JMeter Series - While Controller 29 S3E10 Learn JMeter Series - Throughput Controller 30 Recording on JMeter 31 Apache Commons Text CVE-2022-42889 Fix for JMeter 32 What's new in Apache JMeter 5.6? 33 Introducing Feather Wand: Your AI-Powered Companion for JMeter 34 Introducing a Lightweight Apache JMeter Docker Image: Efficient Load Testing Made Simple Are you looking for a lean, secure, and versatile Docker image for Apache JMeter to streamline your load testing workflows? Look no further! Today, I’m excited to share a new Dockerfile I’ve crafted that delivers a lightweight Apache JMeter image without compromising on functionality. Whether you’re a developer, DevOps engineer, or QA professional, this image is designed to make your performance testing faster, easier, and more efficient. Why This JMeter Docker Image Stands Out This isn’t your average JMeter setup. Here’s what makes this Docker image special: Small and Secure Base: Built on Alpine Linux, known for its tiny footprint and security-first design. Powered by Liberica JDK: Uses bellsoft/liberica-openjdk-alpine, a free, open-source Java runtime optimized for modern deployments. Full JMeter Functionality: Includes Apache JMeter for robust load testing, plus a handy script to install plugins as needed. Non-Root Execution: Runs as the jmeter user for enhanced security—no unnecessary root privileges here. Multi-Architecture Ready: Supports both amd64 (x86_64) and arm64 platforms, so it works seamlessly on everything from Intel-based servers to Apple M1/M2/M3 chips, AWS Graviton, or even a Raspberry Pi 4. Optimized Size: Thanks to multi-stage builds, the image is slim—151.78 MB compressed and 209.71 MB uncompressed. This combination of features ensures you get a lightweight, secure, and flexible JMeter environment that’s ready to tackle your testing needs. Getting Started: Basic Usage Building and running the image is a breeze. Here’s how to get going: Build the ImageIn the directory containing the Dockerfile, run: docker build -t my-jmeter-image . This creates an image tagged as my-jmeter-image. Run JMeter To execute a test, mount your test directory and specify your .jmx file: docker run -v /path/to/your/test:/tests my-jmeter-image /tests/your-test.jmx Replace /path/to/your/test with the local path to your test files and your-test.jmx with your test script’s filename. Done! Multi-Architecture Support: Flexibility Across Platforms One of the standout features of this image is its multi-architecture support. Whether you’re running on a traditional x86_64 machine or an ARM64 device like an Apple Silicon Mac or AWS Graviton instance, this image has you covered. To build a multi-architecture image, use the provided build-multiarch.sh script: # Make it executable chmod +x build-multiarch.sh # Check options ./build-multiarch.sh --help # Build and push to your registry ./build-multiarch.sh --name jmeter --tag 5.6.3 --registry your-registry/ --push The script is packed with options: -n, --name: Set the image name (e.g., jmeter). -t, --tag: Specify a version tag (e.g., 5.6.3). -r, --registry: Define your Docker registry. --push: Push the image to your registry after building. This makes it easy to deploy JMeter across diverse environments without worrying about compatibility. Advanced Usage: Customize Your Setup Installing JMeter Plugins Need specific plugins for your tests? You can add them directly in the Dockerfile. Just tweak the JMETER_PLUGINS argument with a comma-separated list: ARG JMETER_PLUGINS="jpgc-udp=0.4,jpgc-dummy" Want a specific version? Use =version-number. Otherwise, it’ll grab the latest. Keeping It Lean The image stays lightweight thanks to some clever optimizations: Multi-Stage Builds: Dependencies are separated from the runtime, reducing bloat. File Cleanup: Strips out unnecessary docs and Windows batch files. Cache Management: Clears temporary files and package caches. Minimal Plugins: Only what you need, nothing more. These steps ensure you’re not hauling around extra weight, making your CI/CD pipelines or local runs faster. Why Size Matters At just 151.78 MB compressed, this image is significantly smaller than many JMeter setups, which often balloon past 500 MB. A smaller image means quicker downloads, faster deployments, and less resource overhead—perfect for scaling tests in the cloud or running locally on constrained hardware. This project is open to contributions. Have an idea to make it even better? Found a bug? Feel free to submit a Pull Request on the repository. Let’s build something awesome together! Final Thoughts This lightweight Apache JMeter Docker image is all about efficiency, security, and flexibility. Whether you’re load testing a web app, API, or microservice, it’s got the tools you need in a package that won’t weigh you down. Give it a spin, tweak it to your liking, and let me know how it works for you! Happy testing! Learn JMeter Series (34 Part Series) 1 S1E1 Learn JMeter Series - Getting Started with JMeter 5.3 2 S1E2 Learn JMeter Series - Building Blocks of JMeter ... 30 more parts... 3 S1E3 Learn JMeter Series - How to record in JMeter? 4 S1E4 Learn JMeter Series - Recording using Blazemeter Extension 5 S1E5 Learn JMeter Series - Deep dive into HTTP Request 6 S1E6 Learn JMeter Series - HTTP Request Defaults 7 S1E7 Learn JMeter Series - HTTP Header Manager 8 S1E9 Learn JMeter Series - HTTP Cookie Manager 🍪 9 S1E10 Learn JMeter Series - HTTP Authorization Manager 10 S1E8 Learn JMeter Series - HTTP Cache Manager 11 S2E1 Learn JMeter Series - CSV Data Set Config 12 S2E2 Learn JMeter Series - Random Variable 13 S2E3 Learn JMeter Series - DNS Cache Manager 14 S2E4 Learn JMeter Series - HTML Link Parser and HTTP URL Re-writing Modifier 15 S2E5 Learn JMeter Series - Regular Expression Extractor 16 S2E6 Learn JMeter Series - JSON Extractor 17 S2E7 Learn JMeter Series - JSON JMESPath Extractor 18 S2E8 Learn JMeter Series - CSS Selector Extractor 19 S2E9 Learn JMeter Series - Boundary Extractor 20 S2E10 Learn JMeter Series - XPath2 Extractor 21 S3E1 Learn JMeter Series - Inter Thread Communication 22 S3E2 Learn JMeter Series - Uniform Random Timer 23 S3E3 Learn JMeter Series - Constant Throughput Timer 24 S3E4 Learn JMeter Series - Precise Throughput Timer 25 S3E5 Learn JMeter Series - Synchronizing Timer 26 S3E6 Learn JMeter Series - Listeners in JMeter 27 S3E7 Learn JMeter Series - If Controller 28 S3E8 Learn JMeter Series - While Controller 29 S3E10 Learn JMeter Series - Throughput Controller 30 Recording on JMeter 31 Apache Commons Text CVE-2022-42889 Fix for JMeter 32 What's new in Apache JMeter 5.6? 33 Introducing Feather Wand: Your AI-Powered Companion for JMeter 34 Introducing a Lightweight Apache JMeter Docker Image: Efficient Load Testing Made Simple Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. 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Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse NaveenKumar Namachivayam ⚡ Follow Full Stack Developer Location Ohio Education MS in Cybersecurity at WGU Work Full Stack Developer at Salesforce Joined Apr 23, 2019 More from NaveenKumar Namachivayam ⚡ Introducing Feather Wand: Your AI-Powered Companion for JMeter # java # ai # testing # performance Introducing the Apache JMeter Docker Extension # docker # testing # performance # tutorial Deep-dive into Vegeta - HTTP load testing tool and library # testing # performance # go # tutorial 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://docs.devcycle.com/integrations/#interoperability | Integrations | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page Integrations Welcome to DevCycle Integrations! Here you will find all of the various first party tools made with the DevCycle APIs, as well as third party integrations to connect DevCycle to the tools of your needs. Contributing to DevCycle or creating a new Integration: If you would like to contribute to an existing integration or tool, all of DevCycle's tools and integrations are open source on the DevCycle Github repository. Further, if you'd like to create a new tool or integration, a great starting point is DevCycle's Management API which allows you to modify and interact with features and more within a DevCycle project, as well as the DevCycle Bucketing API which is used to serve users features and variables (and powers the DevCycle SDKs!) Observability Dynatrace Monitor and analyze your feature flags with Dynatrace observability platform. OpenTelemetry Monitor and analyze your feature flags with OpenTelemetry. Snowflake Data Sharing Access your Organization's Event data on Snowflake Google Analytics Send DevCycle Feature/Variation data from Tag Manager to Google Analytics 4 for A/B test analysis Rollbar Enhance error logging with DevCycle Feature and Variable data IDE Plugins VSCode Extension Use DevCycle directly in Visual Studio Code. Interoperability OpenFeature Use DevCycle with the OpenFeature Flagging Standard. Feature Flag Importer Import resources from other feature flag providers. Webhooks Connect apps and services to DevCycle. Vercel Edge Config Upload DevCycle configurations to Vercel Edge Config for faster retrieval Code Analysis GitHub: Flag Code Usages Display code snippets for each variable used in a project. GitHub: Flag Change Insights Display added/removed flags on each Pull Request. Bitbucket: Flag Code Usages Display code snippets for each variable used in a project. Bitbucket: Flag Change Insights Display added/removed flags on each Pull Request. GitLab: Flag Code Usages Display code snippets for each variable used in a project. GitLab: Flag Change Insights Display added/removed flags on each Merge Request. Collaboration Tools Slack Connect DevCycle to your Slack workspace to track Feature updates. DevOps Jira: Flag Management Link Jira tickets directly to DecCycle features Terraform Provider Manage projects, features and more with Terraform Edit this page Last updated on Jan 9, 2026 Observability IDE Plugins Interoperability Code Analysis Collaboration Tools DevOps DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
https://www.fine.dev/blog/about-devcontainers#1-keep-configuration-files-under-version-control | Everything you need to know about Dev Containers Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Everything you need to know about Dev Containers Table of Contents What Are Dev Containers? Key Components of Dev Containers Why Use Dev Containers? Consistency Across Environments Simplified Setup Isolation Portability Enhanced Productivity How to Get Started with Dev Containers 1. Install Necessary Tools 2. Create Configuration Files 3. Launch the Dev Container Best Practices for Using Dev Containers 1. Keep Configuration Files Under Version Control 2. Optimize Dockerfile for Performance 3. Define Clear Extension Requirements 4. Manage Secrets Securely Common Use Cases for Dev Containers 1. Multi-language Projects 2. Open Source Contributions 3. Continuous Integration/Continuous Deployment (CI/CD) 4. Experimentation and Prototyping Troubleshooting Common Issues with Dev Containers 1. Container Fails to Build 2. Extensions Not Installing 3. Port Forwarding Not Working 4. Performance Issues 5. Volume Mounting Problems 6. Dependency Conflicts 7. Container Not Starting 8. SSH/Authentication Problems Conclusion What Are Dev Containers? A dev container (short for development container ) is an isolated, reproducible environment tailored for software development. Leveraging containerization technologies like Docker, dev containers encapsulate all the necessary tools, libraries, dependencies, and configurations required for a project. This ensures that your development environment remains consistent, regardless of the underlying host system. Key Components of Dev Containers Container Image : A lightweight, standalone package that includes everything needed to run the application—code, runtime, system tools, libraries, and settings. Dockerfile : A script containing a series of instructions to build the container image. It specifies the base image and outlines steps to install dependencies and configure the environment. devcontainer.json : A configuration file used by development tools (like Visual Studio Code) to customize the container setup. It defines settings such as extensions, port mappings, and environment variables. Why Use Dev Containers? Adopting dev containers offers numerous advantages, especially for developers new to the concept: 1. Consistency Across Environments Dev containers ensure that every team member works in the same environment, eliminating the notorious "it works on my machine" problem. This consistency reduces bugs and streamlines collaboration. 2. Simplified Setup Onboarding new developers becomes a breeze. Instead of manually installing dependencies and configuring environments, newcomers can get started quickly by simply using the predefined dev container configuration. 3. Isolation Dev containers keep project dependencies isolated from the host system. This prevents conflicts between different projects and maintains a clean local environment. 4. Portability Containers are platform-agnostic. Whether you're on Windows, macOS, or Linux, dev containers behave the same way, making it easy to switch between different development setups or collaborate with others. 5. Enhanced Productivity Integration with popular IDEs, like Visual Studio Code, allows developers to work seamlessly inside containers. Features such as debugging, version control, and extensions work as if you were working on a local machine. How to Get Started with Dev Containers Setting up a dev container is straightforward, especially with tools like Visual Studio Code (VS Code) and Docker. Here's a step-by-step guide to help you get started: 1. Install Necessary Tools Docker : Install Docker from docker.com . Docker is essential for creating and managing containers. Visual Studio Code : Download and install VS Code from code.visualstudio.com . Dev Containers Extension : In VS Code, navigate to the Extensions marketplace and install the Dev Containers extension . 2. Create Configuration Files Within your project directory, create a .devcontainer folder. This folder will house the necessary configuration files: Dockerfile : Defines the base image and instructions to set up the container environment. # Use an official Node.js runtime as the base image FROM node:14 # Set the working directory inside the container WORKDIR /usr/src/app # Copy package.json and package-lock.json COPY package*.json ./ # Install project dependencies RUN npm install # Copy the rest of the application code COPY . . # Expose port 3000 EXPOSE 3000 # Define the command to run the application CMD ["npm", "start"] 3. Launch the Dev Container Open your project in VS Code. Press Ctrl+Shift+P (Windows/Linux) or Cmd+Shift+P (macOS) to open the Command Palette. Type Remote-Containers: Open Folder in Container and select it. VS Code will build the container based on your configuration files. This process might take a few minutes, especially the first time. Once built, your project will open inside the container, ready for development. Best Practices for Using Dev Containers To maximize the benefits of dev containers, consider the following best practices: 1. Keep Configuration Files Under Version Control Include your .devcontainer folder in your version control system (e.g., Git). This ensures that all team members use the same environment setup. 2. Optimize Dockerfile for Performance Leverage Caching : Order your Dockerfile instructions to take advantage of Docker's layer caching. For instance, copy package.json and run npm install before copying the rest of the code. This minimizes rebuild times when only code changes. Use Lightweight Base Images : Choose base images that are lightweight to reduce build times and resource usage. 3. Define Clear Extension Requirements Specify only the necessary VS Code extensions in devcontainer.json . This keeps the container lean and ensures faster startup times. 4. Manage Secrets Securely Avoid hardcoding sensitive information in configuration files. Use environment variables or secret management tools to handle credentials securely. Common Use Cases for Dev Containers Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. 2. Open Source Contributions Open source projects often attract contributors from diverse backgrounds. Providing a dev container setup allows contributors to get started quickly without worrying about environment configurations. 3. Continuous Integration/Continuous Deployment (CI/CD) Ensuring that the development environment matches the production environment reduces deployment issues. Dev containers can be integrated into CI/CD pipelines to maintain consistency. 4. Experimentation and Prototyping Developers can experiment with new technologies or configurations within isolated containers without affecting their primary development setup. Troubleshooting Common Issues with Dev Containers While dev containers simplify the development workflow, you might encounter some common issues during setup and usage. Below are typical problems developers face with dev containers and straightforward solutions to resolve them. 1. Container Fails to Build Issue: During the build process, the container fails to build, often due to errors in the Dockerfile or missing dependencies. Solution: Check the Dockerfile for syntax errors and ensure all necessary dependencies are correctly specified. Review the build logs to identify the exact step causing the failure and adjust the configurations accordingly. Updating Docker to the latest version can also resolve compatibility issues. 2. Extensions Not Installing Issue: VS Code extensions specified in devcontainer.json are not being installed inside the container. Solution: Verify that the extension identifiers in devcontainer.json are correct and compatible with the container's environment. Ensure that the postCreateCommand is properly configured to install extensions. Restarting VS Code and rebuilding the container can also help apply the changes. 3. Port Forwarding Not Working Issue: Ports exposed in the container are not accessible from the host machine, hindering the ability to test web applications or APIs. Solution: Ensure that the ports are correctly specified in the forwardPorts section of devcontainer.json . Check for any firewall or network settings on the host that might be blocking the ports. Additionally, confirm that the application inside the container is listening on the correct network interface (e.g., 0.0.0.0 ). 4. Performance Issues Issue: Developers experience slow performance or lag when working inside the dev container, affecting productivity. Solution: Optimize the Dockerfile by minimizing the number of layers and using lightweight base images to reduce build times. Allocate sufficient resources (CPU, memory) to Docker through its settings. Avoid unnecessary processes running inside the container to enhance responsiveness. 5. Volume Mounting Problems Issue: Source code or other volumes are not mounting correctly into the container, preventing access to the latest code changes. Solution: Check the mounts configuration in devcontainer.json to ensure paths are correctly specified. Verify that Docker has the necessary permissions to access the directories being mounted. Restarting the container can also help apply any recent changes to the mounting configurations. 6. Dependency Conflicts Issue: Conflicts arise between dependencies required by the project and those installed in the container, leading to build or runtime errors. Solution: Use a clean and specific base image that matches the project's requirements to minimize conflicts. Explicitly define dependency versions in configuration files like package.json or requirements.txt . Consider using virtual environments or dependency managers to isolate and manage dependencies effectively. 7. Container Not Starting Issue: The dev container fails to start, leaving the development environment inaccessible. Solution: Inspect the Docker daemon to ensure it is running correctly and that there are no issues with Docker itself. Review the devcontainer.json and Dockerfile for any misconfigurations or missing commands that could prevent the container from initializing. Rebuilding the container from scratch can often resolve startup issues. 8. SSH/Authentication Problems Issue: Authentication failures occur when trying to access services or repositories from within the dev container. Solution: Ensure that SSH keys and authentication tokens are correctly mounted or copied into the container. Verify that environment variables related to authentication are properly set in devcontainer.json . Using SSH agent forwarding can also help manage secure access without exposing sensitive credentials inside the container. Conclusion Dev containers represent a significant advancement in modern software development, offering consistency, portability, and efficiency. By encapsulating your development environment, you ensure that your projects are reproducible and free from environmental discrepancies. Whether you're working solo or as part of a team, integrating dev containers into your workflow can streamline development processes, reduce setup times, and enhance overall productivity. If you haven't explored dev containers yet, now is the perfect time to dive in. With tools like Docker and Visual Studio Code making setup seamless, embracing dev containers can elevate your development experience to new heights. Start experimenting today and discover the myriad benefits that dev containers have to offer. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. 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https://open.forem.com/mobeenulhassanhashmi | Mobeen ul Hassan Hashmi - Open Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Open Forem Close Follow User actions Mobeen ul Hassan Hashmi Full Stack Web Developer Location Dubai, UAE Joined Joined on Jan 4, 2026 Personal website https://mobeenfolio.com github website Education Masters In Computer Science Pronouns Mo-Bee-INN Work I am Full Stack Web Developer More info about @mobeenulhassanhashmi Badges 1 Week Community Wellness Streak For actively engaging with the community by posting at least 2 comments in a single week. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Skills/Languages React, Vue, Python, Node, PHP, Express.js, Flask, JavaScript Currently learning I am currently learning how to build an AI applications using Python and Flask Post 2 posts published Comment 3 comments written Tag 7 tags followed 🚀 Roast My Portfolio: I Launched mobeenfolio.com (Built with React & Firebase) long time ago. Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Follow Jan 4 🚀 Roast My Portfolio: I Launched mobeenfolio.com (Built with React & Firebase) long time ago. # discuss # cloud # showcase # webdev Comments Add Comment 1 min read Want to connect with Mobeen ul Hassan Hashmi? Create an account to connect with Mobeen ul Hassan Hashmi. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in The Death of the Syntax Coder: How AI Will Transform Your Career in 2026 (and How to Survive) Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Follow Jan 4 The Death of the Syntax Coder: How AI Will Transform Your Career in 2026 (and How to Survive) Comments Add Comment 5 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Open Forem © 2016 - 2026. Where all the other conversations belong Log in Create account | 2026-01-13T08:49:38 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Scale YouTube Posted on Dec 1, 2025 NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith # career Ever felt like you’re running a unique OS and crashing head-first into someone else’s? In her NDC Copenhagen talk, Alice Meredith breaks down your “HumanOS”—personality traits, strengths, stress defaults—and shows you how to decode and patch yourself with tools like Gallup Strengths, Enneagram, and The People Code. You’ll learn to spot your go-to reactions under stress, fine-tune your motivators and communication style, and see compatibility snags as mere system mismatches, not personal bugs. Then, with AI as your personal coach, you’ll tweak your internal settings, navigate tough feedback loops, and boost collaboration—no matter what OS your teammates are rocking. Think of it as a software update for your soft skills, arming you with digital tools to problem-solve, communicate, and sync up smoothly with any work crew. Watch on YouTube Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Scale YouTube Follow Joined Aug 2, 2025 More from Scale YouTube NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith # career NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith # career NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith # career # architecture # performance 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://docs.devcycle.com/integrations/gitlab/feature-usage-action | GitLab: Feature Flag Code Usages | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page GitLab: Feature Flag Code Usages Get the integration here: https://gitlab.com/devcycle/devcycle-usages-ci-cd Overview With this GitLab CI/CD pipeline, your DevCycle dashboard will be updated to display code snippets for each DevCycle variable usage within your project. Note: This is intended to run when pushing changes to your main branch. Example Output Usage Create a new .gitlab-ci.yml file in your GitLab repository or update the existing one. Add the code_usages stage and paste the following code into a code_usages: stages : - code_usages code_usages : stage : code_usages image : devcycleinfra/devcycle - code - refs - gitlab : latest script : - node /devcycle - usages - ci - cd only : - main Your DevCycle API credentials and project token are required to update the DevCycle dashboard. When referencing your API client ID and secret, we recommend using GitLab CI/CD variables to store your credentials securely. Environment Variables Your DevCycle API credentials and project token are required to update the DevCycle dashboard. These should be set as environment variables in your GitLab project settings: Variable Description DEVCYCLE_PROJECT_KEY Your DevCycle project key, see Projects DEVCYCLE_CLIENT_ID Your organization's API client ID, see Organization Settings DEVCYCLE_CLIENT_SECRET Your organization's API client secret, see Organization Settings When setting these environment variables, we recommend you protect them to ensure they're only exposed to protected branches or tags and mask them to hide their values in job logs. Usage Set the necessary environment variables in your GitLab project settings as described above. Add the provided .gitlab-ci.yaml to your project root. Push your changes. The pipeline should run automatically when you push changes to your main branch. Support For any issues, feedback, or questions, please feel free to open an issue on this repository. Edit this page Overview Example Output Usage Environment Variables Usage Support DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:38 |
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