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https://www.deloitte.com/us/en/insights/topics/talent/overcoming-the-tech-talent-shortage-amid-transformation.html | Navigating the tech talent shortage | Deloitte Insights Please enable JavaScript to view the site. Skip to main content --> Deloitte Insights and our research centers deliver proprietary research designed to help organizations turn their aspirations into action. 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For personalized content and settings, go to your My Deloitte Dashboard Latest Insights What do organizations need most in a disrupted, boundaryless age? More imagination. Article • 16-min read Recommendations TMT Predictions 2026: The AI gap narrows but persists Article • 9-min read About Deloitte Insights About Deloitte Insights Deloitte Insights Magazine, issue 33 Magazine Topics for you Business Strategy & Growth Leadership Operations Technology Workforce Economics Watch & Listen Dbriefs Stay informed on the issues impacting your business with Deloitte's live webcast series. Gain valuable insights and practical knowledge from our specialists while earning CPE credits. Deloitte Insights Videos Stay informed with content built for today’s business leaders. From data visualizations to expert commentary, our video content delivers concise, actionable information to help you lead with clarity in a complex world. Subscribe Deloitte Insights Newsletters Looking to stay on top of the latest news and trends? With MyDeloitte you'll never miss out on the information you need to lead. Simply link your email or social profile and select the newsletters and alerts that matter most to you. Navigating the tech talent shortage Organizations need to transform the ways they plan, attract, and activate tech talent. Here are four ways they can get started. Article • 17-min read • 11 June 2024 • Deloitte Center for Integrated Research Share linkedin twitter facebook Print Nate Paynter United States Nate Paynter Principal | Human Capital Services Leader United States Nate is a principal with Deloitte Consulting LLP where he helps companies achieve transformational value by architecting organization and workforce solutions. He works with Fortune 1000 Consumer Products and Retail companies to envision work, design sustainable organization structures, deploy workforces and engineer ways of working to thrive in a consumer-centric and digitally driven market. Nate’s leadership spans the value chain connecting digital ambition across corporate functions including technology, supply chain, merchandising, operations, finance and HR. npaynter@deloitte.com +1 704 887 1892 Manoj Mishra United States Manoj Mishra Managing Director | Deloitte Consulting LLP United States Manoj is a managing director at Deloitte Consulting LLP. He has more than 20 years of experience advising senior Technology executives in the areas of innovation, strategy and software applications. He helps solve complex business problems by architecting and leveraging multi-service technologies. Manoj has deep expertise in the areas of large scale software development, building hyper performing teams, and has setting up global software development factories from the ground up. He has also advised clients on Enterprise Automation strategy, Automation CoE set up and leveraging Automation to dramatically reduce Technology Operate cost. He serves clients in the Financial Services, Media, Technology, Travel and Hospitality industry segments. Manoj leads Deloitte’s Agile and DevOps practice for the US firm and is the executive sponsor for the Agile DevOps excellence hub for Deloitte. mkmishra@deloitte.com +1 973 602 5210 Brad Kreit United States Brad Kreit Senior manager | Deloitte Center for Integrated Research | Deloitte Services LP United States Brad Kreit is a senior manager with Deloitte’s Center for Integrated Research, where he focuses on the future of work. Prior to this role, he worked as a foresight strategist, helping organizations make sense of long-term trends. bkreit@deloitte.com +1 408 704 2257 Monika Mahto India Monika Mahto Associate vice president | Deloitte Center for Integrated Research | Deloitte Services India Pvt. Ltd. India Monika Mahto is the India research lead for Deloitte’s Center for Integrated Research. She has over 15 years of experience in research focused on advanced manufacturing, smart factories, the future of work, Industry 4.0, Internet of Things, and other advanced technologies. Mahto’s research is cited on prominent platforms, including MIT Sloan Management Review , The Wall Street Journal , and Thrive Global. mmahto@deloitte.com +91 9930 425 494 Sue Cantrell United States Sue Cantrell Vice president of products, workforce strategies | Deloitte Consulting LLP United States She is a leading expert and frequent speaker on future of work and human capital. She is the co-author of the Harvard Business Press book Workforce of One. Her work has been widely featured in publications like Harvard Business Review , Wall Street Journal , and MIT Sloan Management Review . She has more than 20 years of experience serving as an executive advisor, author, researcher, and developer of new solutions that help organizations harness digital technologies and evolve their workforces to innovate, unlock agility, and drive transformation. scantrell@deloitte.com +1 503 222 1341 Tara Mahoutchian United States Tara Mahoutchian Principal, Deloitte Consulting LLP United States Tara Mahoutchian is a senior manager in Deloitte Consulting LLP’s Human Capital practice focused specifically on cyber risk people solutions. She has 20 years of professional client service experience and advises clients on organizational change management, leadership engagement, workforce planning, training, and communications within large scale cybersecurity and cloud transformation efforts and programs. She also has significant experience helping clients mitigate potential security threats and risks through engagement of end users in role-based training and change management. tmahoutchian@deloitte.com Laura Shact United States Laura Shact Principal | Deloitte Consulting LLP United States Laura Shact is a principal in the Human Capital practice who develops and delivers people solutions to support strategic business objectives. She has more than 15 years of consulting experience at Deloitte and primarily serves clients in the technology, media, and telecommunications industry. lshact@deloitte.com +1 847 910 3176 Gregory Vert Global Gregory Vert Principal, Deloitte Consulting LLP Global Greg Vert is a leader in Deloitte Consulting LLP’s Human Capital practice. He works with clients to digitally transform their HR capabilities to deliver more productive, engaging, and supportive experiences to the workforce. He is focused on helping organizations holistically embed AI and other innovative technologies into the HR strategy and to architect hybrid workforces that use machines where they are better suited for the work, while simultaneously elevating human capabilities and creating more sustainable organizational performance. gvert@deloitte.com Carissa Kilgour United States Carissa Kilgour Principal | Deloitte Consulting LLP United States Carissa Kilgour is a Principal in Deloitte Consulting and leads the AI Workforce business, helping organizations unlock, measure, and realize the potential of an AI-enabled workforce. As sponsor for Workforce Analyzer, Carissa delivers data-driven insights to guide clients through workforce transformation in an AI-driven world. She advises on integrating technology and talent, focusing on future skills, adoption strategies, capability building, and redesigning work for measurable outcomes. A recognized Future of Work leader, Carissa has 20+ years’ experience leading global workforce and workplace transformations. Recent projects include advising Salesforce’s VP of Workforce Innovation on AI workforce strategy, leading an AI fluency and executive learning program for a financial services CDAO, and supporting CIOs of global energy companies on workforce productivity and cost optimization. ckilgour@deloitte.com +1 503 926 1515 Maya Bodan United States Maya Bodan Managing Director | Human Capital Services United States Maya is Deloitte Consulting LLP’s US Talent Group leader for the Organization Strategy and Design Market Offering. She works with US and USI practitioners and leaders to build and bring the innovative capabilities required to solve our clients’ complex organization design challenges. She has been advising global clients for more than 17 years, on the design and implementation of large-scale transformations to prepare them for the future of work through flexible organization structure and talent practices. She specializes in managing all people aspects of transformations, including organization design and restructures, M&A, offshoring, organizational culture change, employee engagement, talent management, and career development. Recognized for providing business and management advice to senior executives within the Technology, Media and Telecommunications (TMT) industry and serves as the HC Tech Sector Leader. mabodan@deloitte.com +1 415 783 4000 Cindy Skirvin United States Cindy Skirvin Principal | Human Capital | Deloitte Consulting United States Cindy Skirvin is a Consulting Principal and the Go-to-Market leader in the US Organizational Strategy & Design practice. For over 30 years, she has successfully led consulting services in business and IT transformation in support of cloud optimization, globalization, managing and mitigating risk, driving security and regulatory compliance, aligning IT and business capabilities across customer journeys and technology commercialization for world-class organizations. Cindy works with companies to help them define business strategy, develop operating models and organizational structures, manage transformation, define their workforce strategies, develop talent, and to deploy solutions or implement systems to address various aspects of their operations, including core business and enabling services, and IT platforms and infrastructure. She has deep experience in driving Organizational Strategy & Design, Organizational Change Management, Talent, Culture and Training to enable value for these businesses. cskirvin@deloitte.com +1 971 295 2952 Creating a high-performance technology function is not just an issue for information technology leaders but has become an urgent business priority that spans the C-suite. Tech talent not only drives operational efficiency but also business strategy and top-line performance, making the IT workforce an increasingly critical segment in industries that previously perceived tech talent as enabling talent. As more organizations have come to recognize the value of tech talent to their growth, this has further increased demand for this critical workforce segment. Learn more Watch the LinkedIn Live In the next decade, it’s estimated that the US tech workforce will grow at twice the rate of the overall US workforce. 1 One report forecasts that the demand for tech talent will grow to 7.1 million tech jobs by 2034 in the United States, from an estimated six million in 2023. 2 And despite high-profile tech sector layoffs in 2023, the unemployment rate among tech workers remains significantly below the unemployment rate for the general workforce. 3 This growing demand for tech talent across industries is driving a highly competitive marketplace for the pool. Notably, technology vendors are hiring tech talent at faster rates than end-user organizations, creating additional complexity around questions related to hiring directly or engaging the tech talent ecosystem. A recent survey found that 70% of technical workers had multiple job offers when they took their most recent role. 4 This demand is compounded by shifts in key tech skills. Job postings in the United States requiring skills in generative artificial intelligence jumped more than 1,800%. 5 At the same time, formerly in-demand skills lose relevance. While technology is driving disruption in how businesses compete and win, tech talent is itself getting disrupted. A recent Harvard Business Review study found that the half-life of some technology skills is as low as 2.5 years, 6 which could be further shortened by advances in gen AI. 7 The tech talent shortage is creating a vicious cycle for many organizations. While organizations are aware of the need to bring in talent with future-forward skills, many still need to address current pain points. Thus, their teams resort to shortcuts for software development and commit their tech talent to maintaining legacy systems at the cost of driving growth. The net effect of this cycle is that it can become increasingly difficult for organizations to deliver on their long-term commitments to stakeholders. And their talent continues to focus their skills on the past and present rather than the future. Organizations are forced to play a seemingly endless game of catch-up and reprioritization to meet public commitments to tech-enabled growth. As technology and tech talent continue to be more and more critical to business performance, addressing these challenges is likely to become more urgent. To gain and maintain an advantage, organizations should adapt by developing continuous approaches to tech talent planning and building proficiency with change into their organizational DNA. To overcome this tech talent shortage, organizations should recognize the full variety of talent and skills a worker brings beyond their formal roles, utilize the talent ecosystem, create flexible approaches to teaming and deployment, and strengthen a culture for tech talent that prioritizes adaptability to meet business needs. Four imperatives for driving tech talent transformation In order to navigate the tech talent shortage, organizations may need to evolve from a traditional, fixed model of tech talent management to a dynamic model that can enable flexibility and responsiveness to the organizations’ ever-changing and expanding tech talent needs. Below, we highlight four transformational imperatives that organizations can consider adopting to develop an advantage in the competitive tech talent landscape. Planning continuously for tech talent The traditional approach: Hire tech talent as part of an annual plan to serve IT and IT-related functions. The transformational imperative: Plan continuously to meet tech talent needs across the organization. A Harvard Business Review study suggests that effective workforce planning has led to a 10% increase in productivity and a 25% decrease in labor costs over five years. 8 This could be particularly important for critical workforce segments that are central to driving business priorities and executive commitments. By leveraging predictive modeling and AI, organizations can analyze past data, in conjunction with market trends, to draw forecasts and steer continuous workforce planning. Google, for example, uses its workforce data along with external market trends to simultaneously plan for short-term talent needs and long-term expansion plans. This enables the company to forecast skill deficiencies and staffing needs, including understaffing and overstaffing, and ensure its talent strategy remains closely aligned with the organization’s strategic objectives. 9 Effective and continuous workforce planning for tech talent can help anticipate and respond to shifting market dynamics. Even during high-profile tech sector layoffs in 2023, a Deloitte survey found that nearly 90% of tech industry leaders said that recruiting and retaining tech talent remained either a moderate or major issue, with challenges related to the tech workforce outpacing challenges related to fostering innovation, driving productivity, and integrating new technology. 10 Executives surveyed noted that they struggled to hire workers with critical IT backgrounds in security, machine learning, and software architecture, and were forced to delay projects with financial backing due to a shortage of appropriately skilled talent. 11 Because tech talent is critical to this wide range of priorities, organizations should consider tech talent planning, with tech talent being a critical workforce segment and at the center of the effort. At the same time, organizations should be mindful of which tasks and roles require specialized tech skills and which can be addressed by more general and flexibly deployed tech talent. Additionally, organizations with a global presence should consider planning tech work across geographies and delivery models to help ensure that the global workforce is collaborating as effectively and efficiently as possible. By establishing global capability centers, organizations can leverage tech talent in overseas locations while driving business growth, innovation, and operational excellence in their global operations. 12 Planning needs are likely to become even more complex as needs for tech talent proliferate and the market for skills becomes more dynamic. Accessibility to newer sources of data and emerging technologies related to AI, cloud, and edge computing are not only changing the skills needs of tech workers, but also prompting tech roles to expand to functions beyond IT. 13 Even the C-suite has become more technical. A recent Deloitte analysis found that, over the last five years, demand for technical skills in the C-suite has grown particularly fast in roles that have not historically been technical roles, including the chief human resources officer and chief sales officer. 14 Looking ahead, gen AI may create more complexity for leaders when planning for tech skills even as it creates opportunities to approach skill development more flexibly. For instance, the emergence of gen AI will likely create demands for specialized tech skills that are hard to acquire without ongoing, forward-looking workforce planning efforts. The rise of gen AI may also create opportunities to expand the definition of tech talent and identify strategies to better integrate business. As one of the human capital specialists we interviewed said, “We’ve traditionally thought of tech talent as being centralized within IT or under the chief information officer. With low-code, no-code platforms, and the ability to put technology responsibilities in the hands of business users, you’ll see more decentralization that requires a completely different way of thinking about it than we’ve had before.” 15 Creating agile deployment models With tech-driven disruption and shifting organizational priorities, organizations can benefit by looking to flexible and agile deployment models. While the planning and configuration of product teams should be dynamic, they should also be tied to and driven by the core value or mission of the organization and clearly defined outcome-based metrics, such as objectives and key results. 16 Recent Deloitte research notes that part of creating flexible deployment models is to view team structures as constantly adapting to meet market conditions and business needs. To help facilitate this constant evolution, managers and team leaders should gain comfort with ongoing shifts in direct reports and team alignment. In addition to encouraging personnel changes, organizations can emphasize learning and improvement as part of a continuous process, embracing change. Done well, these flexible deployment models can augment ongoing workforce planning efforts while supporting efforts to strengthen an ongoing culture of change within the organization. Show more Developing both technical skills and human capabilities The traditional approach: Focus on acquiring and building technical capabilities. The transformational imperative: Create experiences for workers to share hidden skills and develop new tech skills as well as enduring capabilities. The half-life of skills—particularly technology skills—is shrinking. This may help explain why respondents in Deloitte’s 2024 Global Human Capital Trends research said that they are spending about 50% more time learning new skills compared to the prior year. 17 To create new talent models in an era where technology is advancing so rapidly that tasks can quickly become obsolete, organizations should embrace skills over static, unchanging jobs. Organizations that take a skills-based approach are 63% more likely to achieve business outcomes than those that don’t. 18 This skills-based approach can include efforts to collect and mine traditional skills data—including technical and business skills—as part of a larger effort to quantify the organization. 19 This kind of skills-based approach is particularly valuable for tech talent as it enables an organization to quickly redeploy internal talent to fill skill gaps and meet urgent priorities. Often, workers come into a role with skills and capabilities that go beyond the specific requirements of their job scope. Similarly, many long-tenured tech workers have built relevant skills over the course of a career that get overlooked when focusing only on their recent projects and work. These skills can be identified through open-source platforms, hackathons, and external certifications. These skills can also be identified by analyzing work-related data generated by workers through digital work applications, workplace smart sensors, wearables, and voice and video calls. Through these solutions, organizations can develop a deeper understanding of their workers’ existing tech skills and capabilities 20 and can identify hidden skills. This helps them expand their workers’ responsibilities and provide them with an opportunity to take on different challenges. Additionally, it can provide organizations the ability to quickly address urgent needs through existing tech talent. This analysis can help tech leaders identify “unicorns”—workers within the organization who have skills that cross technical, industry, or functional expertise. Such analysis can also identify workers who are a good fit for new projects based on past work deliverables, their connections, and the teams they have worked with previously. This approach can help support a broader need to bring together business, technical, and customer experience skills and invest in developing tech talent who can speak broadly to customer interests and business needs. 21 Tech leaders are increasingly seeing human capabilities as critical to tech talent development, according to Deloitte’s 2023 Global Technology Leadership Study . 22 When asked to identify the skills that will be most critical to their technology function in the next two years, tech leaders ranked leadership as most critical, followed by problem-solving, relationship skills, and creativity and imagination. Of the top five skills identified, only one is primarily technical in nature. But there is a substantial gap between knowing and acting when it comes to investing in human capabilities: According to Deloitte’s 2024 Global Human Capital Trends research, 73% of respondents said it is important to ensure that the human capabilities in the organization keep pace with technological innovation, but just 9% say they are making progress toward achieving that balance. 23 Ultimately, skills are often acquired through experiences, and leaders can help overcome tech skills shortages by finding opportunities to create experiences to accelerate skill development. By pairing continuous workforce planning with a skills-based approach, organizations can begin to develop longer-range plans to build new skills across the workforce that can help mitigate the challenges related to a constantly shifting landscape for tech skills. Organizations can also use this understanding to intentionally create developmental experiences for tech talent by creating agile teams rather than waiting for a role to emerge within the organization. Additional accelerators to learning can be found outside of the current company. Tech talent can include participation in open-source communities. In one survey of developers who work on open-source projects, 35% of respondents said that working on these projects had helped them develop new skills for their work. 24 An alternative to fostering experiences outside of the company is to use digital playgrounds, which can provide opportunities for workers to test new ideas and explore new skills. 25 Digital playgrounds can be safe spaces for workers to experiment and co-create products, services, and ways of working. For example, Coldwell Banker Richard Ellis, a commercial real estate services and investment firm, created an internal sandbox environment where workers could use a gen AI model to query real estate data and get responses to their queries. The AI playground attracted over 3,000 users, with software engineers using it to write code and generate test scripts and marketing support executives using it to query real estate data and generate responses in a safe environment. 26 Adopting an ecosystem approach The traditional approach: Bring as much talent in-house while hiring and training for all new skills. The transformational imperative: Cast a wider net and embrace an ecosystem model to expand how you manage and deploy talent. Acquiring and retaining full-time workers to accomplish strategic objectives may not always be possible, but talent ecosystem models can help organizations better address tech priorities while reducing delays and lowering costs. In a recent Deloitte survey of nearly 5,000 executives, 87% said they consider their workforce to include other kinds of workers, such as gig and long-term workers, as part of a larger workforce ecosystem. 27 And yet many organizations have a divide—including divided ownership between human resources and vendor relationship leaders—in how they plan to engage this broad ecosystem. A workforce ecosystem includes full-time employees as well as outside professional services organizations, long-term contractors, and freelancers, all of whom can be brought on as needed. 28 In some cases, organizations are open to hiring workers for specialized engineering roles or emerging technologies, such as AI and cyber, on an hourly basis instead of short-term contracts. 29 For instance, a US-based data services and infrastructure company collaborates with external partners to source contract workers and adjusts its use of this talent based on ongoing shifts in priorities and volumes of work related to gen AI. 30 Another example is a cybersecurity company that uses flexible talent models to meet emerging tech needs. 31 By leveraging cybersecurity experts on contract, the company identifies areas where its customers’ digital assets can be breached and implements rigorous security measures to counter such breaches on a continuous basis. External talent ecosystems create an abundance of options to harness external tech talent, which can add to the burden of managers who are already stretched, especially in situations where there is not a clear strategy to use these options wisely. But organizations that adopt an ecosystem have added flexibility when deploying tech talent and building teams, as long as HR and procurement are collaborating to manage their talent ecosystem. In many examples, organizations are leveraging the technical expertise of an external vendor to stand up, stabilize, transform, and eventually transition new tech processes back to the organization. 32 As one specialist we interviewed said, “Most organizations will have to pull multiple levers through the ‘build, buy, borrow, bot’ approach. How do you figure out how much capacity you have versus what you need? How much do you need to hire? How much can you develop? And how do you rescale and redeploy people that you already have?” 33 To do this well, managers should consider how these deployment models fit within larger efforts to rearchitect work by focusing on outcomes over outputs and map technological capabilities and human capabilities to achieve the desired outcomes. 34 Taking the ecosystem approach may require a concerted effort to bridge potential divides between traditional full-time workers and the external talent ecosystem. This includes narrowing the potentially massive divide between procurement, which traditionally focuses on managing external vendors, and HR workforce and planning professionals, who focus on supporting traditional employees. Additional actions include building bridges between external talent through clear ways of working and a shared sense of values, commitments, and goals. Furthermore, organizations should have good people managers to manage full-time employees as well as contract workers in a technical work environment. Effective people managers can help tech workers align their technical acumen in the service of the organization’s strategic priorities, which can be competing at times. Additionally, they should be able to manage the dynamics among full-time and part-time tech workers, ensuring that those in contract roles are onboarded well and have the resources they need to do the job, and driving a one-team mindset. A flexible approach to external talent may also require building technical systems and processes to bring them in safely. This can include using “secure by design” principles to minimize risks and accelerate the pace with which external talent can be integrated into critical projects. For instance, Toyota Motor North America wanted to engage its broader workforce to develop new applications in a secure environment. The company launched a development platform unifying training materials, ready-to-use templates, cost estimations, and infrastructure tooling with security features embedded. While over 40 templates enabled scalability through standardization, the built-in authentication features ensured security in the application development process. As a result, the company was able to access a wider talent pool, lower its cloud infrastructure cost, and reduce its application development time significantly. 35 Customizing experiences and encouraging microcultures The traditional approach: Integrate tech talent into existing organizational culture. The transformational imperative: Strengthen retention and development of tech talent by focusing on customized experiences and microcultures. The unique needs of tech workers require a strong partnership between chief intelligence officers and chief human resources officers. Strong talent acquisition practices, competitive total rewards, career development, and focused performance management are important to engaging tech workers and critical to building a thriving culture. An organization’s culture broadly comprises two components: shared values that are uniform across the organization and lived behaviors—actions and ways of working that can vary across teams. Recent research reveals that executives are recognizing the importance of this variation in ways of working. For instance, 50% of executives surveyed in Deloitte’s 2024 Global Human Capital Trends report suggest that an organization’s culture is most successful when there is a moderate degree of variation, but facilitating this development of “microcultures” can be particularly tricky to achieve. The 2024 Global Human Capital Trends research also found that a lack of a unique tech microculture is one of the primary reasons organizations fail to attract and retain top tech talent. 36 Because of the key role that tech talent plays in driving change and disruption, embracing change and flexibility is a key part of a tech talent microculture. Companies can better innovate—while also becoming more attractive to engineering talent—by reducing hierarchy, giving engineers more autonomy, and enabling them to work on solving problems from the bottom up rather than taking direction exclusively from the top down. 37 This kind of approach is evident in how an American bank, Capital One Financial Corporation, works with engineering talent, focusing on creating on-demand learning opportunities as well as a collaborative approach to problem-solving. 38 The collaborative culture enables individual workers to connect and address issues more quickly while also sharing knowledge and developing additional skills. Organizations can use a tailored approach to career development to strengthen the microculture for tech talent. Many tech workers want to progress in their careers and take on added technical responsibilities without adding traditional management responsibilities. One global study suggests that more than a third of developers are uninterested in taking on managerial responsibilities. 39 In fact, for some tech talent, taking on added people management responsibilities can be actively off-putting. As a solution, some organizations provide rotational opportunities to engineers to take on special projects to further their skills. 40 As important as it is to invest in these kinds of programs for career development, organizations should still invest heavily in developing technical leaders with people management skills who can embrace this broader microculture of flexibility. Indeed, the availability of alternative career paths for tech talent, coupled with the complexity of the technical and business landscape, is likely to increase the value of middle managers who combine technical and people leadership skills. Organizations are even creating specialized recruiting processes to ensure that developing a microculture starts from the first point of contact with a potential worker. For example, when hiring tech talent, one global life sciences company emphasizes speed of decision-making, skills, and the unique value proposition of the role. 41 A recruiter is the first point of contact for an applicant and a face for the company. Having specialized tech recruiters who can move quickly—rather than follow the slower, standard processes—is critical to attracting tech talent. This can be particularly true for companies in more traditional industries that need to bolster their talent pipeline. Having strong relationships with colleagues appears to be particularly important to tech talent. A recent Deloitte survey of tech workers found that 47% of tech workers identified colleagues as a key factor in whether or not they remain in a role. 42 In contrast, a separate survey of a general population of workers found that only 30% identified colleagues as a top reason for staying in a role. 43 The importance of diversity, equity, and inclusion in retaining tech talent Recent research suggests that diversity, equity, and inclusion efforts are particularly important to tech workers and they look for support from not just leaders and organizational policies, but also colleagues and peers. A lack of inclusion and belonging in the workplace may prompt tech workers, especially from underrepresented groups, to look for new roles. In one study of tech workers between the ages of 18 and 28, half of the respondents left or wanted to leave a tech job because the culture made them feel uncomfortable. 44 Percentages were higher for racially and ethnically diverse groups—53% of Asian and female respondents, 56% of Black respondents, and 58% of Hispanic or Latino respondents reported having left or wanting to leave because they felt uncomfortable in their tech role as a result of their gender, ethnicity, or socioeconomic background. 45 In addition to formal organizational policies to support an inclusive and respectful work environment, allies can also provide a sense of safety. Research suggests that allies are often taken more seriously and penalized less when they counter noninclusive behaviors in the workplace. 46 In doing so, allies can help address systemic corrections required across the organization, beyond supporting a single individual or set of individuals facing discriminating behaviors. 47 Show more Leading the future of tech talent transformation As the role of tech talent continues to expand across organizations, and as the demand for tech talent continues to outpace supply, the responsibilities of leadership are likely to become more complex and multifaceted. Transformation and change tend to no longer be event-driven: They’re often fundamental expectations. Leaders will likely be under increasing pressure to get ahead of a constantly shifting market for tech talent, plan for needs before they emerge, and create a culture of readiness to adapt quickly when market conditions change—and they may need to do so in a context in which the importance of tech talent to business performance is likely to grow. Leaders can start by considering the following principles. Embrace the opportunity in the evolving complexity: The landscape for tech talent is complex and constantly evolving, and these dynamics are likely to persist. Because of this, there are no silver bullet solutions that an organization can use to address all their needs related to tech talent. Instead, optimizing tech talent should be elevated to be an ongoing executive priority. Incorporate continuous workforce planning to achieve business goals: Tech talent is increasingly expected to not only contribute to bottom-line efficiencies but also strengthen innovation and top-line growth. Coupled with ongoing shifts in required skills, talent expectations, and more, leaders may need to regularly map out how to deploy this talent to help meet the most critical business objectives. Partner to win: As more tech vendors are hiring and retaining strong talent with emerging tech skills, organizations should seek new ways to partner with service providers where they are unable to hire and retain. Unless an organization can build a true technology differentiator, working with companies that are providing an integrated industry solution can be a strong alternative. 48 Activate managers to drive microcultures and transformation: While transformational leadership comes from the top, middle managers are likely to be a critical part of bringing this transformation to life. In particular, key elements of a tech talent microculture—such as flexibility, agility, and openness to change—can be shaped by the ways in which managers engage with tech talent. Talent strategy serves as a bedrock on which business results can be achieved. As tech talent continues to be increasingly critical across industries and more central to organizational success, leaders should develop continuous approaches to tech talent transformation and workforce planning that are consistent with the importance of this workforce segment. These efforts can be aided by flexible approaches to talent and deployment models, an appetite to engage with the increasingly complex talent ecosystem and ongoing efforts to develop and strengthen a tech talent microculture. Organizations that adopt these transformation imperatives can be rewarded with reduced costs, improved innovation, and enhanced growth. An effective tech talent transformation effort can help organizations anticipate future needs and build a resilient and adaptable workforce capable of seizing emerging opportunities and navigating changing market dynamics. By Nate Paynter United States Nate Paynter Principal | Human Capital Services Leader United States Nate is a principal with Deloitte Consulting LLP where he helps companies achieve transformational value by architecting organization and workforce solutions. He works with Fortune 1000 Consumer Products and Retail companies to envision work, design sustainable organization structures, deploy workforces and engineer ways of working to thrive in a consumer-centric and digitally driven market. Nate’s leadership spans the value chain connecting digital ambition across corporate functions including technology, supply chain, merchandising, operations, finance and HR. npaynter@deloitte.com +1 704 887 1892 Manoj Mishra United States Manoj Mishra Managing Director | Deloitte Consulting LLP United States Manoj is a managing director at Deloitte Consulting LLP. He has more than 20 years of experience advising senior Technology executives in the areas of innovation, strategy and software applications. He helps solve complex business problems by architecting and leveraging multi-service technologies. Manoj has deep expertise in the areas of large scale software development, building hyper performing teams, and has setting up global software development factories from the ground up. He has also advised clients on Enterprise Automation strategy, Automation CoE set up and leveraging Automation to dramatically reduce Technology Operate cost. He serves clients in the Financial Services, Media, Technology, Travel and Hospitality industry segments. Manoj leads Deloitte’s Agile and DevOps practice for the US firm and is the executive sponsor for the Agile DevOps excellence hub for Deloitte. mkmishra@deloitte.com +1 973 602 5210 Brad Kreit United States Brad Kreit Senior manager | Deloitte Center for Integrated Research | Deloitte Services LP United States Brad Kreit is a senior manager with Deloitte’s Center for Integrated Research, where he focuses on the future of work. Prior to this role, he worked as a foresight strategist, helping organizations make sense of long-term trends. bkreit@deloitte.com +1 408 704 2257 Monika Mahto India Monika Mahto Associate vice president | Deloitte Center for Integrated Research | Deloitte Services India Pvt. Ltd. India Monika Mahto is the India research lead for Deloitte’s Center for Integrated Research. She has over 15 years of experience in research focused on advanced manufacturing, smart factories, the future of work, Industry 4.0, Internet of Things, and other advanced technologies. Mahto’s research is cited on prominent platforms, including MIT Sloan Management Review , The Wall Street Journal , and Thrive Global. mmahto@deloitte.com +91 9930 425 494 Sue Cantrell United States Sue Cantrell Vice president of products, workforce strategies | Deloitte Consulting LLP United States She is a leading expert and frequent speaker on future of work and human capital. She is the co-author of the Harvard Business Press book Workforce of One. Her work has been widely featured in publications like Harvard Business Review , Wall Street Journal , and MIT Sloan Management Review . She has more than 20 years of experience serving as an executive advisor, author, researcher, and developer of new solutions that help organizations harness digital technologies and evolve their workforces to innovate, unlock agility, and drive transformation. scantrell@deloitte.com +1 503 222 1341 Share linkedin twitter facebook Print Endnotes Computing Technology Industry Association, State of the Tech Workforce , March 2024. Ibid. Ibid. Jocelyne Gafner, “ Are tech workers benefiting from tech layoffs? ,” Indeed, July 20, 2023; Nick Bunker, June 2023 Jobs Report: Another Encouraging Set of Data , Indeed, July 7, 2023. Lightcast Press Office, “ Generative AI demand soars 1,800% for US employers ,” press release, Lightcast, October 20, 2023. Jorge Tamayo, Leila Doumi, Sagar Goel, Orsolya Kovács-Ondrejkovic, and Raffaella Sadun, “ Reskilling in the age of AI ,” Harvard Business Review , September–October 2023. LinkedIn’s Economic Graph, “ Women and younger workers are likely to be disproportionately affected by AI—but why? ,” post on LinkedIn, accessed June 2024. Testlify, “ Case studies of successful workforce planning programs ,” accessed June 2024. Ibid. David Jarvis, “ Tech talent is still hard to find, despite layoffs in the sector ,” Deloitte Insights , August 14, 2023. Ibid. Deloitte, “ Global capacity centers ,” accessed June 2024. Brad Kreit and Monika Mahto, “ Unlocking the potential of the quantified organization ,” Deloitte, 2023. Timothy Murphy, Susan C. Hogan, and Andrew Blau, “ Designing for growth in the C-suite ,” Deloitte Insights , May 31, 2024. Based on an interview with a Deloitte human specialist focusing on the integration of artificial intelligence and other innovative technologies into the human resources strategy; the interview was conducted on February 15, 2024. Lars Cromley, Jonathan Holdowsky, and Diana Kearns-Manolatos, “ When scaling Agile, engaged self-aware leadership matters. A lot ,” Deloitte Insights , September 30, 2022. Sue Cantrell, Jason Flynn, Lauren Kirby, Nic Scoble-Williams, Corrie Commisso, John Forsythe, David Mallon, Yves Van Durme, Julie Duda, Michael Griffiths, Mari Marcotte, Matteo Zanza, Kraig Eaton, John Guziak, and Shannon Poynton, 2024 Global Human Capital Trends 2024 , Deloitte Insights , accessed June 2024. Sue Cantrell, Michael Griffiths, Robin Jones, and Julie Hiipakka, Building tomorrow’s skills-based organization , Deloitte, 2022. Deloitte, Beyond productivity: The journey to the quantified organization , accessed June 2024. Brad Kreit and Monika Mahto, Getting started: Becoming a quantified organization , January 2024. Deloitte, “ Future is purple ,” November 25, 2020. Lou DiLorenzo et al., The transformational tech leader: Driving change to help unlock growth and deliver lasting impact , Deloitte Insights , 2023. David Mallon, Sue Cantrell, Nic Scoble-Williams, Michael Griffiths, and Matteo Zanza, “ What do organizations need most in a disrupted, boundaryless age? More imagination ,” Deloitte Insights , February 5, 2024. DigitalOcean Holdings, Inc., Currents: The 2022 report on open source and developer trends , accessed June 2024. Nic Scoble-Williams, David Mallon, Sue Cantrell, Michael Griffiths, Matteo Zanza, and Shannon Poynton, “ How play and experimentation in digital playgrounds can drive human performance ,” Deloitte Insights , February 5, 2024. Lindsey Wilkinson, “ Why CBRE built an AI playground ,” CIO Dive, November 13, 2023. Elizabeth J. Altman, David Kiron, Robin Jones, Susan Cantrell, and Steve Hatfield, “ Managing external contributors in workforce ecosystems ,” MIT Sloan Management Review , March 15, 2023. Ibid. Rani Molla, “ Bosses want to pay you more but give you less ,” Vox, February 9, 2023. Deloitte’s client case study. Raxis, “ Penetration testing as a service ,” accessed June 2024; Margo Steines, “ Top 5 companies hiring ethical hackers ,” Built In, April 19, 2024. Deloitte, “ Shift the risk of outsourcing: Build-Operate-Transform-Transfer ,” accessed June 2024. Based on an interview with a Deloitte subject matter specialist focusing on the integration of artificial intelligence and other innovative technologies into the human resources strategy; interview was conducted on February 15, 2024. Arthur H. Mazor, Diane Sinti, and Nicole Scoble-Williams, “ Work re-architected 2022 ,” Deloitte, December 3, 2022. Amazon Web Services, “ Building a development platform to support secure application deployment using backstage and AWS with Toyota Motor North America ,” 2022. John Forsythe, Julie Duda, Sue Cantrell, Nicole Scoble-Williams, and Mari Marcotte, “ One size does not fit all: How microcultures help workers and organizations thrive ,” Deloitte Insights , February 5, 2024. Gergely Orosz, “ What Silicon Valley “gets” about software engineers that traditional companies do not ,” The Pragmatic Engineer, October 23, 2023. Jenny Lyons-Cunha, “ A bank with a tech heart: How innovation is the driving force behind Capital One ,” Built In, September 12, 2023. CoderPad, Inc, State of Tech Hiring 2024 , accessed June 2024. Based on an interview with a Deloitte human specialist focusing on organization transformation and worker value propositions; the interview was conducted on February 28, 2024. Deloitte’s client case stu | 2026-01-13T08:47:40 |
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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 > World's Largest Hackathon Writing Challenge Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts World's Largest Hackathon Writing Challenge View Entries Please sign in to follow this challenge Reflect and Share Your World's Largest Hackathon Journey! Challenge Status: Ended Ended Join our next Challenge The building period for the World's Largest Hackathon has officially wrapped up, and what an incredible month it was! With over 130,000 builders registered, this event truly lived up to its name as a launchpad for the next generation of creators. Now it's time to reflect, share, and celebrate the journey. Running through July 31 , the World's Largest Hackathon Writing Challenge offers everyone a chance to document their building experience and share it with the community. Maybe you joined your first hackathon team, discovered the power of AI-assisted development, or found that your project took on a life of its own beyond any competition. Each of our three prompts captures a different aspect of the WLH experience, giving you the freedom to share what mattered most to you. Read on for the prompts! Key Dates Contest start: July 01, 2025 Submissions due: July 31, 2025 Winners announced: August 21, 2025 Badge Rewards WLH Writing Challenge Winner Badge WLH Writing Challenge Completion Badge Find Out More Ask questions and share your ideas on the World's Largest Hackathon Writing Challenge Launch Post. View Launch Post Sponsored by Bolt.new Build stunning apps & websites by chatting with ai. Learn More → Challenge Prompts Building with Bolt Share your project development experience and technical journey. You might cover what you built, how Bolt.new transformed your development process, any sponsor challenges you tackled, favorite code snippets or prompts, or how AI-powered development changed your approach to building. Submission Template Judging Criteria: Style and presentation Clarity Originality Beyond the Code Tell us about the human side of your hackathon experience. You might cover your team collaboration dynamics, IRL events you attended, connections you made, mentors who helped you, community moments that stood out, networking experiences, or shout-outs to people who made your hackathon memorable. Submission Template Judging Criteria: Style and presentation Clarity Originality After the Hack Share what's next for you and your project, and reflect on what you learned. Whether you're continuing development, launching a startup, or found that building became more important than competing, tell us about your future plans, personal transformation, skills gained, or how this month of creation changed your trajectory. 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? 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 a team up to the amount of people you worked on the World's Largest Hackathon with. 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. 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. 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. 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 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 badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. World's Largest Hackathon Writing Challenge Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends 2025-07-31, 2025 at 11:59 PM PDT. Contest is void where prohibited or restricted by law or regulation. All entires must be submitted during the content period. For Official Rules, see World’s Largest Hackathon Writing Challenge Contest Rules and General Contest Official Rules . 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https://devblogs.microsoft.com/commandline/windows-terminal-preview-v0-9-release/ | Windows Terminal Preview v0.9 Release - Windows Command Line Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs Windows Command Line Windows Terminal Preview v0.9 Release February 13th, 2020 0 reactions Windows Terminal Preview v0.9 Release Kayla Cinnamon Senior Developer Advocate Show more The v0.9 release of the Windows Terminal has arrived! This is the last version of the Terminal that will include new features before the v1 release. You can download the Windows Terminal from the Microsoft Store or from the GitHub releases page . Let’s dive into what’s new! Command Line Arguments The wt execution alias now supports command line arguments! You can now launch Terminal with new tabs and panes split just how you like, with the profiles you like, starting in the directories you like! The possibilities are endless! Here are some examples: wt -d . Opens the Terminal with the default profile in the current working directory. wt -d . ; new-tab -d C:\ pwsh.exe Opens the Terminal with two tabs. The first is running the default profile starting in the current working directory. The second is using the default profile with pwsh.exe as the "commandline" (instead of the default profile’s "commandline" ) starting in the C:\ directory. wt -p "Windows PowerShell" -d . ; split-pane -V wsl.exe Opens the Terminal with two panes, split vertically. The top pane is running the profile with the name “Windows Terminal” and the bottom pane is running the default profile using wsl.exe as the "commandline" (instead of the default profile’s "commandline" ). wt -d C:\Users\cinnamon\GitHub\WindowsTerminal ; split-pane -p "Command Prompt" ; split-pane -p "Ubuntu" -d \\wsl$\Ubuntu\home\cinnak -H See below. 😊 If you’d like to read up on everything you can do with our new command line arguments, check out the full documentation here . Auto-Detect PowerShell If you’re a big fan of PowerShell Core , we have great news for you. The Windows Terminal will now detect any version of PowerShell and automatically create a profile for you. The PowerShell version we think looks best (starting from highest version number, to the most GA version, to the best-packaged version) will be named as “PowerShell” and will take the original PowerShell Core slot in the dropdown. Confirm Close All Tabs Are you someone who always wants to close all of your tabs without being asked every time? If you said yes, this new feature is for you! A new global setting has been created that allows you to always hide the “Close All Tabs” confirmation dialog. You can set "confirmCloseAllTabs" to false at the top of your profiles.json file and you’ll never see that popup again! Thanks to @rstat1 for the contribution of this new setting. 😊 Other Improvements ⭐ Accessibility: You can now navigate word-by-word using Narrator or NVDA! ⭐ You can now drag and drop a file into the Terminal and the file path will be printed! ⭐ Ctrl+Ins and Shift+Ins are bound by default to copy and paste respectively! ⭐ You can now hold Shift and click to expand your selection! ⭐ VS Code keys used for key bindings are now supported (i.e. "pgdn" and "pagedown" are both valid)! Bug Fixes 🐛 Accessibility: Terminal won’t crash when Narrator is running! 🐛 Terminal won’t crash when you provide an invalid background image or icon path! 🐛 Our popup dialogs all now have rounded buttons! 🐛 The search box now works properly in high contrast! 🐛 Some ligatures will render more correctly! Top Contributors We always love working with our community and we’d like to give out our monthly contribution awards. Check out the winners! Contributors Who Opened the Most Non-Duplicate Issues 🏆 j4james 🏆 JekRock 🏆 jsoref 🏆 vadimkantorov Contributors Who Created the Most Merged Pull Requests 🏆 j4james 🏆 german-one 🏆 Harmon758 🏆 vtabota 🏆 mkitzan 🏆 rholliday 🏆 iamakulov Contributors Who Provided the Most Comments on Pull Requests 🏆 jsoref 🏆 j4james 🏆 german-one Let’s Chat If you ever have any questions or feedback, feel free to reach out to Kayla ( @cinnamon_msft ) on Twitter or file an issue on GitHub . We hope you like this feature-complete release of the Terminal before v1 and we’ll be back with another update soon! 0 9 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category Cmd Command Line Command-Line Linux tools MS-DOS Windows 10 Windows Console Windows Store Windows Subsystem for Linux (WSL) Windows Terminal Topics Accessibility Bash cmd Command-Line Console Linux MS-DOS PowerShell Terminal Windows Windows 10 WSL Share Author Kayla Cinnamon Senior Developer Advocate Senior Developer Advocate, former PM for Windows Terminal, Microsoft PowerToys, Cascadia Code, and Windows Developer Experiences. 9 comments Discussion is closed. Login to edit/delete existing comments. Code of Conduct Sort by : Newest Newest Popular Oldest jkim --> jkim --> March 25, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> This is a good feature. By customizing the opening like ‘wt -p “Ubuntu” -d \\wsl$\Ubuntu\home\user’, I don’t need to change my windows home folder (/mnt/c/Users/user) to Linux one (/home/user) everytime I open my Ubuntu profile any more, which has been bugging me for weeks. What’s strange is that this trick (using -d flag to specify the starting directory) does not seem to work with Powershell Profile though: whatever directory I try, it just starts in the %USERPROFILE% folder. P L --> P L --> March 7, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> Looks good! But when I launch WT from the address bar of File Explorer, it takes me to my home directory, not the directory that I’m in. If I invoke cmd or powershell they take me to the current folder directory. 🙁 Jon Miller --> Jon Miller --> March 1, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> I’m trying to use the nano.exe that comes with Git for Windows. Some of the commands such as Ctrl+Home, Ctrl+End, Shift+Home, and Shift+End aren’t working. It’s not working in Windows Terminal or the PowerShell/cmd console window. It does work in a WSL Ubuntu window. I’m assuming this is a problem with the nano.exe that comes with Git for Windows? Or, would it be a problem with the console? Paolo Rosso --> Paolo Rosso --> February 20, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> Hi, is possible to configure split-pane when windows terminal start? thanks Derek Price --> Derek Price --> February 19, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> Can't figure out how to launch Windows Terminal from a PowerShell prompt and have it work. From one of the examples above, if I type in: ❯ wt -p "Windows PowerShell" -d . ; split-pane -V wsl.exe split-pane: The term 'split-pane' is not recognized as the name of a cmdlet, function, script file, or operable program. Check the spelling of the name, or if a path was included, verify that the path is correct and try again. You get an error since PowerShell recognizes the semicolon as a statement terminator. I tried using & with the same result. Also, your PowerShell window... Read more Can’t figure out how to launch Windows Terminal from a PowerShell prompt and have it work. From one of the examples above, if I type in: ❯ wt -p “Windows PowerShell” -d . ; split-pane -V wsl.exe split-pane: The term ‘split-pane’ is not recognized as the name of a cmdlet, function, script file, or operable program. Check the spelling of the name, or if a path was included, verify that the path is correct and try again. You get an error since PowerShell recognizes the semicolon as a statement terminator. I tried using & with the same result. Also, your PowerShell window is locked until you exit wt. What am I missing here? Thanks, Derek Read less Derek Price --> Derek Price --> February 20, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> Figured it out: Start-Process "wt" '-p PowerShell ; new-tab PowerShell' Julian Knight --> Julian Knight --> February 14, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> Hmm, well split pane is a start but who thought it a good idea not to bother to implement some way of doing from - you know "Windows" after which the OS is named?! In fact, you can't even do it from PowerShell! Neither can you split panes from an open WSL or other Linux shell. :-( Nor can you resize the split? And this is v0.9? Sorry all but that kind of misses the mark. I have to open a terminal (cmd.exe only), then issue the command which opens a new terminal Window. Then I can't resize the split. Seems like a... Read more Hmm, well split pane is a start but who thought it a good idea not to bother to implement some way of doing from – you know “Windows” after which the OS is named?! In fact, you can’t even do it from PowerShell! Neither can you split panes from an open WSL or other Linux shell. 🙁 Nor can you resize the split? And this is v0.9? Sorry all but that kind of misses the mark. I have to open a terminal (cmd.exe only), then issue the command which opens a new terminal Window. Then I can’t resize the split. Seems like a long way to v1. But “This is the last release that will have new features before the v1 release” – ??? So you are really going to release it as a v1 in this state?! Please don’t, it is embarrassing. Don’t get me wrong, I’m loving the fact that Windows Terminal is finally getting some decent attention after so many years of neglect but the current delivery isn’t terribly “Windows-like”. Read less João Antonio Santana --> João Antonio Santana --> February 14, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> The Windows Terminal will now detect any version of PowerShell and automatically create a profile for you. This includes Developer PowerShell (yes, i know it wasn’t a version strictly speaking)? Arun K --> Arun K --> February 14, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> Does windows terminal have emoji support just yet? When I type an emoji into power shell I get ?? and not the emoji like in the preview video. I tried different fonts too (Segoe emoji), déjà sans etc. No luck. Read next March 13, 2020 WSL 2 will be generally available in Windows 10, version 2004 Craig Loewen March 17, 2020 Windows Terminal Preview v0.10 Release Kayla Cinnamon Stay informed Get notified when new posts are published. Email * Country/Region * Select... 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https://dev.to/adventuresinangular/how-to-proxy-http-requests-in-angular-with-maria-korneeva-aia-356 | How to Proxy HTTP Requests in Angular with Maria Korneeva - AiA 356 - 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 Adventures in Angular Follow How to Proxy HTTP Requests in Angular with Maria Korneeva - AiA 356 Sep 8 '22 play Maria Korneeva joins the show today to share her approach on how to proxy HTTP requests in Angular, including use cases and various strategies to make proxying simplified and useful to your Angular workflows. In this episode… Use cases examples Proxying a request from localhost to the remote backend service Using the fake back end before real implementation Effortless switching between environments Defining endpoints using wildcards Automation scripts and testing Sponsors Top End Devs Raygun | Click here to get started on your free 14-day trial Coaching | Top End Devs Links How to proxy HTTP requests in Angular Twitter: @BrowserPerson LinkedIn: Maria Korneeva Picks Charles- ActiveCampaign - #1 Customer Experience Automation Platform - ActiveCampaign Charles- Community | Personalized Text Message Software & SMS Solution Charles- TopEndDev | Courses Charles- Virtual Events Platform for Communities & Enterprises Charles- TopEndDev | Coaching Maria- Chrome DevTools - Chrome Developers Maria- Document.designMode - Web APIs | MDN Maria- tweak: mock and modify HTTP requests Subrat- Sapiens: A Brief History of Humankind Subrat- Mindset: The New Psychology of Success Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 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 | 2026-01-13T08:47:40 |
https://dev.to/adventures_in_ml/how-to-think-like-a-principal-architect-ml-112 | How to Think Like a Principal Architect - ML 112 - 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 Adventures in Machine Learning Follow How to Think Like a Principal Architect - ML 112 Apr 13 '23 play Today, we do a deep dive into Ben's background. We cover his career trajectory and, more importantly, how nature and nurture have impacted the way he thinks. Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 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 | 2026-01-13T08:47:40 |
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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 Code of Conduct Last updated July 31, 2023 All participants of DEV Community are expected to abide by our Code of Conduct and Terms of Service , both online and during in-person events that are hosted and/or associated with DEV Community. Our Pledge In the interest of fostering an open and welcoming environment, we as moderators of DEV Community pledge to make participation in our project and our community a harassment-free experience for everyone, regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, nationality, personal appearance, race, religion, or sexual identity and orientation. 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Attribution This Code of Conduct is adapted from: Contributor Covenant, version 1.4 Write/Speak/Code Geek Feminism 💎 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 | 2026-01-13T08:47:40 |
https://dev.to/adventuresinangular/how-we-deploy-our-apps-aia-375 | How we Deploy our Apps - AiA 375 - 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 Adventures in Angular Follow How we Deploy our Apps - AiA 375 Mar 25 '23 play Chuck and Lucas join this week's panelist episode to talk about ways how to deploy applications and some of the past and current services they have used. Chuck takes the lead as he dives into some of his past experiences in deployment. Sponsors Porkbun.com | Angular Chuck's Resume Template Developer Book Club starting Educational Links Article by Lucas Paganini Video by Lucas Paganini Promoted Links Web Animations Course: lucaspaganini.com/web-animations Hire Angular Experts: unvoid.com Socials YouTube @lucaspaganiniweb LinkedIn @lucaspaganiniweb Twitter @lucaspaganini Instagram @lucaspaganini TikTok @lucaspaganiniweb Picks Chuck - The Crew: The Quest for Planet Nine Chuck - Shokz Official | The Professional Bone Conduction Lucas - Ultimate Ears Megaboom 3 Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 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 | 2026-01-13T08:47:40 |
https://ruul.io/blog/will-ai-increase-the-productivity-of-freelancers | Will AI Enhance the Productivity of Freelancers? - Ruul Blog Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up work Uses of AI for freelance and modern work Discover how artificial intelligence can boost the productivity of freelancers in different fields, from writing to graphic design and more. Read our insights at Ruul Blog. Işınsu Unaran 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points Artificial Intelligence (AI) has gained popularity in recent years and is expected to become an essential tool in achieving success for companies worldwide. Countless statistics suggest how artificial intelligence can boost work productivity in many ways, and as the uses of AI continue to diversify, some experts believe that a future without AI is unlikely . Artificial intelligence can increase the productivity of employees in two significant ways. It can: enhance the skills of the human workforce automate processes for repetitive tasks In both scenarios, it is evident that the future of freelancing will be based on the collaboration of people and artificial intelligence . Transforming landscape of work: New jobs, new titles, changing labor demand Job titles and requirements are changing with technology. 15 years ago, ‘data scientist’ wasn’t a professional title, and today it’s one of the most popular jobs in the world. Yes, some of today’s jobs may disappear because of the advancements due to AI technology, but there will be more new jobs that we may not imagine yet. For example, until the 1790s, authorities in England didn’t allow sewing machines because they thought it might disrupt the current textile economy. In the end, technology replaced human labor and created new areas of production for people. Today we have a giant textile and fashion sector. This process is called ‘creative destruction,’ resulting from innovations increasing productivity while eliminating specific economic sectors. As technology continues to advance, dynamic changes in staffing and training will continue to occur. With the development of new technologies, the skills businesses demand from workers will also change. For instance, according to a study by Citrix , there will be jobs such as: Robot/AI trainer Virtual reality manager Design thinker Chief of artificial intelligence Another significant potential scenario is the monetization of previously unpaid domestic work , according to McKinsey. As more women participate in the workforce, the trend to pay for services that substitute for currently unpaid work may rise , their study suggests. The following titles are expected to grow in volume with widespread uses of AI : Healthcare providers Specialists & professionals (engineers, scientists, accountants, analysts, IT) Managers and executives Educators Creatives (artists, performers, entertainers) Manual and service workers (home-health aides, gardeners) More productive freelancers with AI While there’s an evident sentiment that artificial intelligence will replace people, the reality is far different. In fact, by freeing workers from tedious tasks, artificial intelligence will help put people in more positions of need and want in the workplace. Especially in creative fields, being freer from time constraints will be enriching for professionals. Forbes cites executives as supporting the claim that artificial intelligence will increase productivity : “ Almost three-quarters of business leaders (73%) believe that technology and AI will make workers at least twice as productive by 2035, while only 39 percent of employees share this vision, the researchers also find. ” Artificial intelligence can increase employee productivity in several ways, but not all of them are successful. One of the most widely discussed uses of AI regarding increasing employee productivity is machine learning and statistical analysis . This technology allows you to spot patterns within your business’s data and make decisions as a result. In the future, as AI will master more scientific and industrial disciplines, these tasks will be incorporated into routine processes. An AI system can spot patterns or irregularities better than a human. It can also process large amounts of data that a human would have difficulty digesting. A new means of teamwork Since it does not need sleep or breaks, an AI system can perform cognitive tasks 24 hours a day, 365 days a year. Therefore collaborating with AI will give a competitive advantage to freelancers . Developers will be able to code faster and improve their more human-like designs. Artificial intelligence can assist lawyers in retrieving documents and spotting trends in cases they’re involved in. Accountants may use bots to complete data entry tasks, but they’ll appreciate the assistance. The collaboration with AI has already started. There are AI tools widely used by freelancers such as: AI copywriting tools such as Copy.ai , Genei , Snazzy , Grammarly , Development tools like gpt-3 , GitHub Copilot , Bubble , Code2.io , AI-powered web design tools like Craft , Uizard , Designs.ai , Let’sEnhance , Fronty , Khroma It seems clear that AI is the fuel that will drive the considerable expansion of freelance work we’re starting to see today. The big question is: “ How can humans and machines work together to create a more sustainable freelance market, one which creates opportunities for everyone? ” Artificial intelligence engineer Will Lee suggests, “ Each freelancer can find work and make a living due to their ability to differentiate themselves from others in the freelance market. ” Freelancers are already experienced in adopting new improvements–they are flexible and creative. That’s why compared to other employment models, freelancers will find ways to be more productive with AI in the future. Uses of AI in freelancing & what solo talents think By looking at the trends and numbers, we see that currently, AI is not disrupting freelancing; it’s helping freelancers thrive. We believe freelancers learn ways to benefit from artificial intelligence technologies much faster than payroll employees. To explore the uses of AI in freelance work, we reached out to Ruuler solo talents in the EU region. Our research has explored if freelancers are collaborating with AI . The results of our in-depth analysis with 100 freelancers* working across different industries in European countries are as follows 44% of freelancers use AI for their projects, 40% plan to use AI in the future Only 14.8% said that they do not use or intend to use AI tools or services while doing their freelance projects. Considering that AI technology only appeals to early adopters at the moment, we can say that the number of freelancers adopting AI will increase rapidly, and more freelancers will look positively toward working with AI in the future. Freelancers use AI to be more productive and efficient 60% of the freelancers participating in the research declared that they are using AI to be more efficient. This answer is followed by ‘getting help for repetitive tasks’ with 20% and ‘minimizing human error’ with 16%. Only 7.4% believe that AI could threaten their jobs 48% of freelancers don’t think their jobs can be taken by AI, while 44% believe AI can decrease the importance of their jobs. Seizing the benefits of AI for a bright future In the end, we agree with Max Tegmark’s remarks on AI : “ Everything we love about civilization is a product of intelligence. So amplifying our human intelligence with artificial intelligence has the potential of helping civilization flourish like never before — as long as we manage to keep the technology beneficial. ” For more think pieces, insights, and news on the latest modern work trends, keep following Ruul Blog . Connect with us on LinkedIn and Instagram , never miss an update. * The occupational distribution of freelance professionals participating in the research is as follows: Web & software development (17.9%) Design & creative (21.4%) Sales and marketing (21.4%) IT & Networking (17.9%) Consultancy (14.3%) Writing (10.7%) Engineering and Architecture (7.1%) Data science and analytics (3.6%) Translation (3.6%) Admin Support (3.6%) ABOUT THE AUTHOR Işınsu Unaran Fascinated by new media and storytelling, wholeheartedly enjoys the dynamic landscape of content creation. Enthusiastic about workers' rights, women's rights, and mental health among many things. More The times, they are a-changin' Discover how independent professionals and freelancers are evolving in a borderless, remote-first world—how Ruul empowers you to build a virtual company, get paid globally, and adapt to the changing landscape of work. Read more Wellness and employee wellbeing at work Discover the complex concept of employee wellbeing and why it's crucial for businesses. Get tips on how to promote in the workplace now! Read more 10 life hacking tips every freelancer needs to know Discover tips on freelancing, including researching clients, creating contracts, and mastering time management. Improve your job management skills now! Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Trustpilot Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:47:40 |
https://dev.to/ruizb/declarative-vs-imperative-4a7l | Declarative vs imperative - 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 Benoit Ruiz Posted on Oct 7, 2021 • Edited on Apr 9, 2022 Declarative vs imperative # functional # programming # tutorial # typescript Demystifying Functional Programming (8 Part Series) 1 Introduction 2 What is Functional Programming? ... 4 more parts... 3 Why should we learn and use FP? 4 Function composition and higher-order function 5 Declarative vs imperative 6 Side effects 7 Function purity and referential transparency 8 Data immutability Table of contents Introduction Making a chocolate cake Some examples When to use declarative code Conclusion Introduction Functional Programming is a declarative programming paradigm, in contrast to imperative programming paradigms. Declarative programming is a paradigm describing WHAT the program does, without explicitly specifying its control flow. Imperative programming is a paradigm describing HOW the program should do something by explicitly specifying each instruction (or statement) step by step, which mutate the program's state. This "what vs how" is often used to compare both of these approaches because... Well, it is actually a good way to describe them. Granted, at the end of the day, everything compiles to instructions for the CPU. So in a way, declarative programming is a layer of abstraction on top of imperative programming. At some point, the state of the program must be changed in order for things to happen, and these changes can only occur with instructions moving data from one location (cache, memory, hard drive...) to another. But we are not here to talk about low-level programming, so let's focus on high-level languages instead. The transformation from declarative to "imperative code" is generally made by engines, interpreters, or compilers. For example, SQL is a declarative language. When using the SELECT * FROM users WHERE id <= 100 query, we are expressing (or declaring ) what we want: the first 100 users ever registered in the database. The way how these rows are retrieved is completely delegated to the SQL engine: can it use an index to accelerate the query? Should/Can it use multiple CPU cores to finish earlier? From a developer's point of view, we have no idea how these data are actually retrieved. And we don't really care, unless we are investigating some performance issues. All we care about is telling the program what data we want to retrieve, and not how to do it. The engine/compiler is smart enough to find the most optimal way to do that anyway. For languages that use a declarative paradigm (e.g. Haskell, SQL), this "underlying imperative world" is abstracted/hidden to the developers. It is something we don't have to worry about. For languages that are multi-paradigms (e.g. JavaScript, Scala), there is still the possibility to write imperative code. This allows us to write declarative code based on imperative code that we wrote ourselves. This can be useful to support FP features that are not built-into the language for example, or just to make the code more "declarative", which makes it more readable and understandable, in my opinion. The imperative code is abstracted by the declarative one, which is the one used by the developers to actually write the software. The imperative part becomes an implementation detail of the software. Making a chocolate cake Let's take an example from the real world: we would like to make a chocolate cake. How would that look like with these 2 paradigms? The imperative way First, turn on the oven to preheat it at 180°C. Next, add flour, sugar, cocoa powder, baking soda and salt to a large bowl, then stir the mixture with a paddle. Then, add milk, vegetable oil, eggs and vanilla extract to the mixture, and mix together on medium speed until well combined. Distribute the cake batter evenly in a large cake pan, then bake it for approx. 30 minutes. Remove the pan from the oven with a pot holder, let it cool for 10 minutes. Finally, remove the cake from the pan with the tapping method, and frost it evenly with chocolate frosting. The declarative way You have to preheat the oven to 180 °C. You have to mix dry ingredients in a bowl. Once dry ingredients are mixed, you have to add wet ingredients to the mixture, and mix together to form the cake batter. Once the oven and batter are ready, you have to put the batter in a pan, then bake it for 30 minutes. Once baked, you have to remove the pan from the oven and let it cool for 10 minutes. Finally, you have to remove the cake from the pan, and frost it. Ready? Go! Analysis In the imperative way, we are told what to do, and more importantly how to do it: use a large bowl, mix with a paddle, mix at medium speed, use a large pan, distribute batter evenly, remove pan with a pot holder, use the tapping method, frost evenly. These details are great when actually making a cake, especially as a beginner. But when describing how to make one, on a "higher level" of abstraction, we don't need all these information. Furthermore, we are actually doing something at each step, i.e. we are changing the world around us, step by step. If we choose to stop at an intermediate step, then we basically "wasted" all the tools and ingredients from the previous steps. In the declarative way, we are told what we will have to do to make the cake. Nothing actually happens until the last step, i.e. the world doesn't change until we have reached the 7th step. In other words, we are preparing all the steps in advance, then at the very end, we are doing what was described. How do we perform the actions described in these steps though? It's abstracted: all the "how" parts are provided as later as possible, between the "Ready?" and "Go!", either by the developer (for multi-paradigms languages) or by the engine/compiler. For example, this is where the binding between "remove the pan from the oven" and "using a pot holder" is done. We could also bind it to "using the pan handle", without changing the definition of the 5th step. Some examples Let's say we want to double every value of a given list of numbers. There are plenty of ways to iterate over a list and transform each of its elements in JavaScript: Declarative: recursive function, or functions already available such as the map and reduce methods of arrays Imperative: for loop, while loop To demonstrate that imperative code can be abstracted by declarative code, we could use a for loop and hide it inside a transformEachElement function: // "hidden" in a utils/helper/whatever module, or library-like function transformEachElement < A , B > ( elements : A , action : ( element : A ) => B ): B [] { const result = [] for ( let i = 0 ; i < elements . length : i ++ ) { result . push ( action ( elements [ i ])) } return result } // What do we want? Double each number of a given list const res = transformEachElement ([ 1 , 2 , 3 ], n => n * 2 ) Enter fullscreen mode Exit fullscreen mode But we could use map directly as it's already declarative, and widely known for this type of use case: const res = [ 1 , 2 , 3 ]. map ( n => n * 2 ) Enter fullscreen mode Exit fullscreen mode Here is another example, where we want to target the text from an element of a web page. This element's location is a few levels down in the elements hierarchy (called the DOM tree). The twist is that each of these elements may not exist in practice. So, each time we progress by one node in the tree, we have to check if the next node is available or not. The imperative way could look like this: function getMainTitle (): string | null { const main = document . getElementById ( ' main ' ) if ( main !== null ) { const title = main . querySelector ( ' .title ' ) if ( title !== null ) { const text = title . querySelector < HTMLElement > ( ' .title-text ' ) if ( text !== null ) { return text . innerText } else { return null } } else { return null } } else { return null } } Enter fullscreen mode Exit fullscreen mode This is pretty verbose, and the more depth there is to reach an element, the bigger the pyramid of doom gets. Additionally, we have leaked an implementation detail : a node that doesn't exist has the value null . It could have been undefined , or 'nothing' , or something else entirely. The point is that we have to understand that null is the magic value expressing the absence of an element in the tree here. It should not be necessary to know that to understand what this function does. Here is a more declarative approach: const main : Option < Element > = Option ( document . getElementById ( ' main ' )) function getTitle ( main : Element ): Option < Element > { return Option ( main . querySelector ( ' .title ' )) } function getTitleText ( title : " Element): Option<HTMLElement> { " return Option ( title . querySelector < HTMLElement > ( ' .title-text ' ) ) } function getMainTitle (): Option < string > { return main . flatMap ( getTitle ) . flatMap ( getTitleText ) . map ( text => text . innerText ) } Enter fullscreen mode Exit fullscreen mode In this second version, all we care about is accessing an element in the tree, where each intermediate element could be missing. In other words, we have written "what" to do in order to access the element containing the text we are looking for. This supposes that we have access to some Option data structure in our code base. There are plenty of articles available on the Internet that talk about this Option (also known as Maybe ) data type. Essentially, it allows us to express the possible absence of a value, transform it if the value is available, and combine it with other possible missing values, all that in a declarative way. In fact, this data type is so useful that some languages already provide it in their standard library (e.g. Scala, Haskell, F#), even the more mature ones (e.g. Optional in Java, C++). The flatMap and map terms may seem "mystical" at this point. We will talk about them by the end of this series, in the article about algebraic data structures and type classes. In functional programs, you will often encounter these functions or their equivalent, depending on the language: map is also known as fmap , lift , <$> flatMap is also known as bind , chain , >>= A couple of years ago (Dec. 2019), the optional operator proposal reached stage 4 in the EcmaScript specification, used for both JavaScript and TypeScript. This allows us to greatly simplify the code from above, without relying on any library: function getMainTitle (): string | null { return document . getElementById ( ' main ' ) ?. querySelector ( ' .title ' ) ?. querySelector < HTMLElement > ( ' .title-text ' ) ?. innerText } Enter fullscreen mode Exit fullscreen mode This still "leaks" the fact that either null or undefined values should be used to mark an element as missing, but it is still way more expressive than the first imperative version from earlier. When to use declarative code This section applies only to muli-paradigms languages. Obviously, if you are using a functional language such as Haskell, you are always using declarative code. So, it is possible to make imperative code look like declarative code, to some extent. In such case, I would suggest isolating the imperative parts from the rest of the code base, to make sure developers use the "declarative" functions instead. In multi-paradigms languages, the scale between declarative and imperative is not a clear black/white separation, but rather multiple shades of grey. It is up to us to determine which shade is the best for our projects and teams. Here is a non-exhaustive list of pros and cons for each of these approaches, based on my experience: Declarative Pros Cons Better readability and understanding of the code More lines of code, where a potential bug could hide Better control over the actual execution of the changes to the world Potential loss of performance, due to more memory allocation and intermediate function calls Longer debugging, due to bigger stack traces Developers are usually less comfortable with this way of programming Imperative Pros Cons Less code overall, as there is no need to wrap imperative code inside declarative functions More time taken to read and understand what the code does Shorter debugging, due to smaller stack traces But harder debugging overall, due to state mutations and "less-controlled" changes to the world Developers are usually more comfortable with this way of programming Since code is destined to be read and understood by human beings, I think it is a good practice to use more declarative programming in our softwares. Sometimes, performance is critical and requires the use of imperative programming (we are talking about multi-paradigms languages here). In such cases, comments and documentation are crucial to understand the code base. Otherwise, some exceptions put aside, code should be self-explanatory through good naming and declarative steps , and should not require comments to understand it well. For strictly-declarative languages such as Haskell and SQL, the compiler/engine makes the best optimizations possible; so there is no need (and no way anyway) to write imperative code to improve performance. Conclusion In this article, I tried to illustrate (with some examples) the difference between these 2 approaches, and the advantages of the declarative way. The biggest benefit is making the code more readable and understandable. Misunderstanding the responsibility of some part of the code base is one of the most common reasons why bugs are introduced in the first place. It is also one of the reasons why adding improvements and features takes more time, as we need to first understand what the code does before making any changes. Functional Programming is about expressing "what" we want to do with data, but not actually doing anything until the very last moment. Doing something requires changing state and running statements. These parts are handled by engines/interpreters/compilers, since they know "how" to efficiently do "what" we wrote in the code base. It is not a requirement to fully understand this way of writing code, because it will come naturally the more functional code you write. By going through the articles of this series, you will see that declarative programming is ubiquitous, despite not being mentioned explicitly. Thank you for reading this far! As always, feel free to leave a comment if need be. The next article will talk about pure functions and referential transparency. See you there! Special thanks to Tristan Sallé for reviewing the draft of this article. Photo by Xavi Cabrera on Unsplash . Pictures made with Excalidraw . Demystifying Functional Programming (8 Part Series) 1 Introduction 2 What is Functional Programming? ... 4 more parts... 3 Why should we learn and use FP? 4 Function composition and higher-order function 5 Declarative vs imperative 6 Side effects 7 Function purity and referential transparency 8 Data immutability Top comments (9) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Greg Greg Greg Follow JS one Love, and u 2, honey (: Location Volgograd, Russia (*silently crying*) Work I haven't -_- at Jobless incorporated Joined Jan 3, 2020 • May 15 '23 Dropdown menu Copy link Hide Great article, thanks! A small nerd remark: the examples with DOM are good for illustration purposes, but not very correct in a practical way - you can just use the magic of css selectors and it will be enough function getMainTitle(): string | null { return document.querySelector('#main .title .title-text')?.innerText ?? null } Enter fullscreen mode Exit fullscreen mode Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Daniel2222 Daniel2222 Daniel2222 Follow Joined May 28, 2022 • May 28 '22 Dropdown menu Copy link Hide Actually, SQL is indeed imperative, not declarative. When you say "SELECT this and that such that bla bla bla", you're giving instructions. You're instructing to "select" (according to certain condition), and to "select" is an action. A true declarative statement would be one expressed, for example, in first order logic. Taking on your example, where you select all the users such that their ids are < 100, in first order logic it would be: {x / x ∈ users and x.id < 100} That's a true declarative statement. You're saying: this is the set of persons whose ids are below to 100. You're telling the WHAT, not the HOW. Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Max Pixel Max Pixel Max Pixel Follow Location Los Angeles Work Principal System Architect at Freeform Labs, Inc. Joined Jun 2, 2019 • Aug 4 '22 • Edited on Aug 4 • Edited Dropdown menu Copy link Hide Indeed, and the second cake recipe is also still imperative. This would be the declarative version: "Dry Ingredients" means flour + sugar + cocoa powder + baking soda, as a roughly homogeneous mixture. "Batter" means Dry Ingredients + milk + vegetable oil + eggs + vanilla extract, as a well-combined mixture. "Panned Batter" means a large cake pan containing Batter. "Cooked Chocolate Cake" means the result of Panned Batter being in a 180°C oven for 30 minutes.* "Frosting-Ready Chocolate Cake" means Cooked Chocolate Cake that is less than 32°C and not in a pan. "Chocolate Cake" means Frosting-Ready Chocolate Cake that is has an even coating of chocolate frosting on it. * Keeping "30 minutes" verges on becoming imperative. A more declarative approach to this particular part would be to specify a final moisture content, weight, or other means of determining doneness. Perhaps it would be more declarative yet to format those steps with a more functional syntax, omitting the intermediate labels like "Batter", and using parentheses as necessary to delimit order-relevant groups. Or perhaps that would just more "functional", and equally as declarative. I think we must admit that that there is a gradient, rather than a binary distinction, between declarative and imperative programming. The most extreme end of declarativism would be to describe the chemical structures and physical composition of the final cake, and leave it at that. But that furthest end of the declarativism gradient is achievable only in small scenarios. {x / x ∈ users and x.id < 100} is useless if users are never created (they certainly didn't exist before the big bang, and aren't timeless constructs like gravity) - in the grand scheme of things, derivation is going to need to be involved, so the program as a whole cannot be as declarative as that one snippet (the formation of users must occur before the formation of the query result). Some amount of ordering and verb choice will either be important to the author of an application, or required by the engine. Ultimately, declarative programming is not about removing all traces of ordering & verb choice from programming, but rather, it's about removing the need for incidental and inevitable ordering & verb choice from programming. What can be considered incidental or inevitable depends on the engine that evaluates the program - some chefs may implicitly know that the cake's temperature should be below the frosting's fat's melting point before it is frosted, while others need a hint. Like comment: Like comment: 6 likes Like Comment button Reply Collapse Expand Vignesh Vaidyanathan Vignesh Vaidyanathan Vignesh Vaidyanathan Follow Joined Sep 18, 2021 • Apr 18 '22 Dropdown menu Copy link Hide Nice explanation. Thank you! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand kevon217 kevon217 kevon217 Follow Joined Jun 18, 2022 • Dec 8 '22 • Edited on Dec 8 • Edited Dropdown menu Copy link Hide Great breakdown and examples of the distinctions! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Arshiya Arshiya Arshiya Follow Joined Jun 26, 2024 • Jul 27 '24 Dropdown menu Copy link Hide Great thanks Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Kurapati Mahesh Kurapati Mahesh Kurapati Mahesh Follow Dad❤️ Content Creator Web developer 🅰️ngular ➡️(javascript) ©️SS ♓️〒♏️⎣ Joined Feb 12, 2022 • Oct 17 '22 Dropdown menu Copy link Hide How about my version of the same: Declarative vs imperative Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand T S Ajeet T S Ajeet T S Ajeet Follow Code Blooded Location Pune, India Education NIT Trichy Work Citi Joined Mar 5, 2022 • Jul 1 '24 Dropdown menu Copy link Hide Excellent read! Like comment: Like comment: Like Comment button Reply Collapse Expand Vaidas Viper Vaidas Viper Vaidas Viper Follow A true dev enthusiast, they live and breathe the digital realms, immersing themselves in virtual adventures with unwavering passion. From epic RPGs to intense multiplayer battles, their skills are Joined Sep 11, 2024 • Sep 13 '24 Dropdown menu Copy link Hide Extraordinary breakdown and instances of the qualifications! 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 Benoit Ruiz Follow Location France Work Software Engineer at Datadog Joined Aug 2, 2020 More from Benoit Ruiz Data immutability # functional # programming # tutorial # typescript Function purity and referential transparency # functional # programming # tutorial # typescript Equivalent of Scala's for-comprehension using fp-ts # typescript # scala # functional # 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. 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https://dev.to/yumyum116/why-print-can-cause-a-tle-even-with-an-efficient-algorithm-4f7e | Why print() Can Cause a TLE Even with an Efficient Algorithm - 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 yumyum116 Posted on Jan 11 Why print() Can Cause a TLE Even with an Efficient Algorithm # python # programming Hi, everyone. This is yumyum116. This article is part of a series of how standard library functions work . I am glad that this will help beginners understand the underlying mechanisms behind these functions. This topic arose from a personal experience in which I encountered a TLE, despite using an efficient algorithm to solve the problem. After investigating, I discovered that the issue was caused by calling the print function too many times within the program . Based on this experience, this article explains how the print function works internally and why excessive use of it can lead to a TLE . 1. Example of a TLE Despite Using an Efficient Algorithm In this chapter, I introduce an example of a program that results in a TLE despite using an efficient algorithm. The program determines whether a given number is prime using the Sieve of Eratosthenes. At first glance, the algorithm itself is efficiet - but can you identify which part of the code causes of the TLE? For reference, the input number satisfies the following conditions: conditions: 1 < = n < = 380 , 000 1 <= n <= 380,000 1 <= n <= 380 , 000 1 < = a r r a y [ i ] < = 6 , 000 , 000 ( 1 < = i < = n ) 1 <= array[i] <= 6,000,000 (1 <= i <= n) 1 <= a rr a y [ i ] <= 6 , 000 , 000 ( 1 <= i <= n ) MAX_A = 6000000 def eratosthenes ( n ): is_prime = [ True ] * ( n + 1 ) is_prime [ 0 ] = is_prime [ 1 ] = False for i in range ( 2 , int ( n ** 0.5 ) + 1 ): if is_prime [ i ]: for j in range ( i * i , n + 1 , i ): is_prime [ j ] = False return is_prime n = int ( input ()) arr = [ int ( input ()) for _ in range ( n )] for i in range ( n ): print ( " prime " if is_prime ( arr [ i ]) else " not prime " ) Enter fullscreen mode Exit fullscreen mode Next, I introduce a program that that fixes the TLE issue. MAX_A = 6000000 def eratosthenes ( n ): is_prime = [ True ] * ( n + 1 ) is_prime [ 0 ] = is_prime [ 1 ] = False for i in range ( 2 , int ( n ** 0.5 ) + 1 ): if is_prime [ i ]: for j in range ( i * i , n + 1 , i ): is_prime [ j ] = False return is_prime n = int ( input ()) arr = [ int ( input ()) for _ in range ( n )] is_prime_table = eratosthenes ( MAX_A ) out = [] for x in arr : out . append ( " prime " if is_prime_table [ x ] else " not prime " ) print ( " \n " . join ( out )) Enter fullscreen mode Exit fullscreen mode In the next chapter, let's take a closer look at why the TLE happened. 2. What Happens Internally When Executing a Python Program Before diving into the main discussion, let's take a look at what actually happens when a Python program is executed. This section is a bit long, but understanding of this flow will help you build a deeper intuition about how Python programs work under the hood. At a high level, the execution flow looks like this: Execute a Python program. -- the python interpreter starts runnung -- Perform lexical analysis by breaking the source code into tokens. Generate a sequence of tokens. Parse the token sequence. Build an Abstract Syntax Tree (AST). Generate code objects from the AST. Compile the code objects into bytecode. Execute the bytecode on the Python virtual machine. -- the python interpreter completes execution -- Execute machine instructions on the CPU. Now, let's walk through a simple example. Consider the following Python program (1). # test.py print ( " Hi, how are you? " ) Enter fullscreen mode Exit fullscreen mode Lexical Analysis When the Python interpreter runs test.py, it first performs lexical analysis. During this process, the source code is broken down into tokens such as Hi , , , how , are , you , and ? . Parsing Based on the tokens generated during lexical analysis, the interpreter builds a data structure called an Abstract Syntax Tree (AST) through parsing. Let's take an actual look at the AST objects generated when executing test.py . $ python > import ast > tree = ast.parse('print("Hi, how are you?")') > > print(ast.dump(tree, indent=4)) Module( body=[ Expr( value=Call( func=Name(id='print', ctx=Load()), args=[ Constant(value='Hi, how are you?')], keywords=[]))], type_ignores=[]) > Enter fullscreen mode Exit fullscreen mode If you want to better grasp the structure of an AST, using a sentence that includes mathematical expressions can be very helpful. However, that is beyond the scope of this article. Now, let's break down the generated AST. ① func=Name(id = 'print', ctx=Load()) This means the identifier print is loaded as a value. ctx , which is one of the arguments of the Name node, specifies how the identifier is used. It can be set to Store() when assigning a value, Load() when reading a value, or Del() when deleting an element. Structurally, this can be summarized as follows: A Name node is a parsing node that contains the following information: The presence of the identifier print in the source code. How the identifier is used in context (in this example, it is used as Load() ). ② args=[Constant(value='Hi, how are you?')] This represents a structural node that holds the value of an argument passed to a function. In computer science terms, this is an AST node that represents a string literal. For reference, the Constant node has been used since Python 3.8, whereas Str was used in earlier versions of Python (prior to 3.8). ③ Call(...) This node represents a function call statement and stores the following information: i. func - information about the called object ii. args - expressions to be evaluated as positional arguments iii. keywords - expressions to be evaluated as keyword arguments ④ Expr(...) This node represents an expression whose purpose is only to produce output. There are many other nodes at the same hierarchical level as Expr , each serving a different role. However, due to the scope of this article, I will introduce those nodes in a separate article. ⑤ Module(...) This node represents the root AST node of a .py file. As a supplement, body=[...] is a list of statements included in the source code, and type_ignores=[] stores additional information for type checkers. For example, it records the line numbers of comments that instruct the type checker to ignore type errors. Generate Code Objects from the AST In this step, the following processes are performed. ① Analyze the AST and perform the following tasks: (i) Determine whether each variable is local, global, or free. (ii) Register constants in the constant table. (iii) Build a code object for each function and class. ② Build the structural body of a PyCodeObject Ideally, the following elements are constructed as the internal structure of the code object. CodeObject { co_consts co_names co_varnames co_freevars co_cellvars co_flags co_code } Enter fullscreen mode Exit fullscreen mode Generate bytecode After completing syntax analysis, the Python interpreter generates bytecode from the AST. During this process, a source file named compile.c is executed. This file implements the compiler that translates the AST into bytecode. The resulting bytecode is expressed as follows: >> import dis >>> dis.dis('print("Hi, how are you?")') 0 0 RESUME 0 1 2 PUSH_NULL 4 LOAD_NAME 0 (print) 6 LOAD_CONST 0 ('Hi, how are you?') 8 CALL 1 16 RETURN_VALUE Enter fullscreen mode Exit fullscreen mode This representation is close to programs written in assembly or machine language, and LOAD_NAME 0 corresponds to a single bytecode instruction. The full list of bytecode instructions can be found in opcode.h . From a computer science perspective, this process converts the AST into instructions for a stack machine by traversing the AST nodes. Conceptually, the following sequence of instructions is generated: co_code = [ LOAD_NAME print LOAD_CONST "Hi, how are you?" CALL 1 RETURN_VALUE ] Enter fullscreen mode Exit fullscreen mode Through this process, the bytecode is transformed into a form that the virtual machine can interpret directly. Execute the bytecode on the Python virtual machine As I mentioned in the section Generate bytecode , the Python virtual machine is a type of stack machine , which primarily uses a stack during calculation. A stack is a data structure used to store values in such a way that new data is added on top of existing data. When data is removed, the most recently added value is taken first. This behavior is known as Last In, First Out(LIFO) . The bytecode generated by the Python interpreter is designed to be executed efficiently on a stack-based virtual machine. Below, you can see a simplified explanation of how the previously shown bytecode is executed. For clarify, some details are omitted, so this description is not perfectly precise, but it should help build intuition. Instruction Meaning RESUME 0 Represent the start of a function call PUSH_NULL Push NULL onto the stack to indicate that this is not a method call LOAD_NAME 0 (print) Push the value of the variable print onto the stack LOAD_CONST 0 ('Hi, how are you?') Push the value of the variable Hi, how are you? onto the stack CALL 1 Pop the number of values specified by the variable argc from the top of the stack, and call the corresponding callable object RETURN_VALUE Return to the original caller On the Python virtual machine, this bytecode is executed sequentially from the top, with each instruction performing operations that push the resulting Python objects onto the stack. Execute machine instructions on the CPU The CPU executes programs that have been loaded into memory. In the case of Python, the CPU executes the machine instructions that implement the Python virtual machine. Let me briefly explain what machine instructions are. Machine instructions represent operations using binary values composed of zeros and ones. For readability, hexadecimal notation is often used so that humans can more easily interpret them. If you are interested, you can open a .pyc file using a binary editor to see this representation yourself. In the case of test.py , the machine instructions would look like the following. Note that these are shown in hexadecimal for human readability and differ from the actual machine instructions executed directly by the CPU. Now, let's return to the main discussion. For example, the CALL 1 bytecode instruction corresponds to invoking a specific case in a switch statement in C, conceptually described as follows: switch (opcode){ case CALL: /* Call a function with the given arguments */ } Enter fullscreen mode Exit fullscreen mode To describe the entire flow precisely -- from execution on the Python virtual machine to execution on the CPU --it can be summarized as follows: The CALL 1 instruction is read by CPython's C implementation, which branches to the corresponding case CALL: in a switch statement. The CPU then executes the machine instructions that implement that case CALL: within CPython itself. At the Python level, the callable function is written as print . However, the actual callable object is implemented in CPython's C code, specifically as builtin_print_impl . The above describes the complete flow of how a Python program is executed. 3. What Happens When the print Function Is Called? Now, let's take a closer look at the behavior of the print function. Briefly speaking, print is not part of the standard library--it is a built-in function . Built-in functions are implemented directly in CPython's C source code. You can find the function object for print in the CPython repository here . As mentioned in the previous section, the impolementation corresponding to print is builtin_print_impl . To keep the discussion focused, I will paste the relevant part of the original source code below. static PyObject * builtin_print_impl(PyObject *module, PyObject *args, PyObject *sep, PyObject *end, PyObject *file, int flush) /*[clinic end generated code: output=3cfc0940f5bc237b input=c143c575d24fe665]*/ { int i, err; if (file == Py_None) { PyThreadState *tstate = _PyThreadState_GET(); file = _PySys_GetAttr(tstate, &_Py_ID(stdout)); if (file == NULL) { PyErr_SetString(PyExc_RuntimeError, "lost sys.stdout"); return NULL; } /* sys.stdout may be None when FILE* stdout isn't connected */ if (file == Py_None) { Py_RETURN_NONE; } } if (sep == Py_None) { sep = NULL; } else if (sep && !PyUnicode_Check(sep)) { PyErr_Format(PyExc_TypeError, "sep must be None or a string, not %.200s", Py_TYPE(sep)->tp_name); return NULL; } if (end == Py_None) { end = NULL; } else if (end && !PyUnicode_Check(end)) { PyErr_Format(PyExc_TypeError, "end must be None or a string, not %.200s", Py_TYPE(end)->tp_name); return NULL; } for (i = 0; i < PyTuple_GET_SIZE(args); i++) { if (i > 0) { if (sep == NULL) { err = PyFile_WriteString(" ", file); } else { err = PyFile_WriteObject(sep, file, Py_PRINT_RAW); } if (err) { return NULL; } } err = PyFile_WriteObject(PyTuple_GET_ITEM(args, i), file, Py_PRINT_RAW); if (err) { return NULL; } } if (end == NULL) { err = PyFile_WriteString("\n", file); } else { err = PyFile_WriteObject(end, file, Py_PRINT_RAW); } if (err) { return NULL; } if (flush) { PyObject *tmp = PyObject_CallMethodNoArgs(file, &_Py_ID(flush)); if (tmp == NULL) { return NULL; } Py_DECREF(tmp); } Py_RETURN_NONE; } Enter fullscreen mode Exit fullscreen mode When the print function is called, characters are displayed on the standard output through the following sequenc of steps: Execute Python source code. Compile the source code into Python bytecode. Execute the bytecode on the Cpython virtual machine. Invoke the built-in print function. Call file.write() . Call the C standard library function write() . -- The steps above are executed within the Python runtime layer .-- Invoke a system call handled by the operating system kernel. Output the characters to the standard output. The connection between these steps and the previous sections may not be immediately clear, so before explaining each operation in detail, I will first provide some additional context. The steps above describe the observable behavior at a high level, while the CPU is continuously executing instructions behind the scenes. From the CPU's perspective, the steps above can be described as follows: While executing the machine instructions that implement the CPython virtual machine, the CPU reaches a CALL instruction and invokes the machine instructions corresponding to the built-in print function. During this process, execution transitions through PyFile_WriteObject to FileIO.write , and finally to the write system call. Visually, the process can be illustrated as follows: CPU └─ CPython VM（machine instructions） └─ builtin print（machine instructions） └─ PyFile_WriteObject（machine instructions） └─ FileIO.write（machine instructions） └─ libc write（machine instructions） └─ kernel write（machine instructions） Enter fullscreen mode Exit fullscreen mode With this overview in mind, let's move on to a detailed explanation of the entire execution flow of the print function. Invoke the Built-in print Function Here, the actual callable object is defined as follows: static PyObject * builtin_print_impl(PyObject *module, PyObject *args, PyObject *sep, PyObject *end, PyObject *file, int flush) Enter fullscreen mode Exit fullscreen mode When this object is invoked, the following steps are executed: ① Receive the given arguments as PyObject* values. ② Interpret the sep , end , file , and flush parameters. ③ Determine the output destination ( file ), which defaults to sys.stdout . Invoke the file.write() method on the output file object In the following C implementation, the write method of the Python file object is invoked. PyFile_WriteObject(obj, file, Py_PRINT_RAW); Enter fullscreen mode Exit fullscreen mode Within builtinmodule.c , which was introduced in the previous section, the following function corresponds to this behavior. PyFile_WriteObject(sep, file, Py_PRINT_RAW) Enter fullscreen mode Exit fullscreen mode In effect, this is equivalent to calling sys.stdout.write(...) at the Python level. Invoke the standard library function write() Python's sys.stdout is composed of multiple layers of wrapper objects, as illustrated below. TextIOWrapper └─ BufferedWriter └─ FileIO Enter fullscreen mode Exit fullscreen mode The C implementation of FileIO.write() is located in Module/_io/fileio.c , and the function _io_FileIO_write_impl provides the low-level implementation of FileIO.write() . /*[clinic input] _io.FileIO.write cls: defining_class b: Py_buffer / Write buffer b to file, return number of bytes written. Only makes one system call, so not all of the data may be written. The number of bytes actually written is returned. In non-blocking mode, returns None if the write would block. [clinic start generated code]*/ static PyObject * _io_FileIO_write_impl(fileio *self, PyTypeObject *cls, Py_buffer *b) /*[clinic end generated code: output=927e25be80f3b77b input=2776314f043088f5]*/ { Py_ssize_t n; int err; if (self->fd < 0) return err_closed(); if (!self->writable) { _PyIO_State *state = get_io_state_by_cls(cls); return err_mode(state, "writing"); } n = _Py_write(self->fd, b->buf, b->len); /* copy errno because PyBuffer_Release() can indirectly modify it */ err = errno; if (n < 0) { if (err == EAGAIN) { PyErr_Clear(); Py_RETURN_NONE; } return NULL; } return PyLong_FromSsize_t(n); } Enter fullscreen mode Exit fullscreen mode ( source ) The function prototype is shown below: _Py_write(fd, buf, size) Enter fullscreen mode Exit fullscreen mode At this level, execution transitions from the Python layer to the C I/O layer. Invoke a System Call Handled by the Operating System Kernel. In the entire execution of the print function, this step is the most expensive. During a system call, the following operations occur: ① Transition from user space to kernel space. ② Perform a context switch. ③ Write to standard output within the operating system. Transition from User Space to Kernel Space This step means that the CPU switches its execution mode. User space is where ordinary applications, such as Python programs, CPython itself and standard libraries, run. Code in user space cannot directly access hardware devices or protected memory. Kernel space is where the operating system runs. Device operations, file I/O and process management are handled in this space. The print function must transition from user space to kernel space in order to perform device-related operations. You can think of this transition as occurring when a system call, such as write() , is invoked. Perform a Context Switch This step means that the CPU switches its execution context. There are two types of context switches. One is (A) a transition from user mode to kernel mode, as described above. The other is (B) a process switch, where the CPU switches from one process to another. In the case of the print function, the important context switch is (A). This mode transition caused by a system call is the primary reason why I/O operations are expensive. The Operating System Handles Standard Output Briefly speaking, this step sends an instruction to the operating system that says, "Write these characters to the file descriptor whose value is 1." (File descriptor 1 corresponds to standard output.) Conceptually, standard output is processed as follows. Execute sys_write(fd=1, buf) ↓ Resolve the file descriptor to an internal file structure ↓ Route the output to the corresponding device, file, or pipe ↓ Apply buffering if necessary Enter fullscreen mode Exit fullscreen mode To summarize this flow more simply: When print() is called, CPython invokes write() , which switches the CPU execution mode from user mode to kernel mode. The operating system then resolves the file descriptor with value 1 (standard output) and writes the data to the appropriate destination, such as a terminal, file, or pipe. These kernel-level operations and device I/O are significantly more expensive than the mode switch itself, which is why frequent calls to print() can easily become a performance bottleneck. Output Characters To the Standard Output The kernel sends the characters to the appropriate output destination , which in this case is the terminal. 4. The Cause of the TLE: Calling print Inside a for Loop First of all, thank you for staying with me up to this point. As stated in the heading, the cause of the TLE I encountered was the repeated use of the print function inside a for loop. More precisely, the implementation introduced in the first chapter, which is described below, triggers a TLE because print is executed on every iteration of the loop. for i in range(n): print("prime" if is_prime(arr[i]) else "not prime") Enter fullscreen mode Exit fullscreen mode Each time the loop variable i i i is incremented by 1 , the print function is called. As explained throughout this article, calling print involves kernel-level operations and device I/O. Executing these expensive operations on every iteration significantly degrades performance. For example, when the maximum input value of 380,000 is provided, the print() function is invoked 380,000 times. This workload is simply too heavy for the CPU and the operating system to handle efficiently. This example clearly demonstrates that--even when using an efficient algorithm--an inappropriate implementation choice can lead to disastrous performance under the given input constraints. Now, let's take another look at the revised program. out = [] for x in arr: out.append("prime" if is_prime_table[x] else "not prime") print("\n".join(out)) Enter fullscreen mode Exit fullscreen mode No matter how large the input value is, collecting the output values in an array results in calling the print function only once. When you compare a single call to print with 380,000 calls, the difference in CPU workload becomes immediately clear. This experience taught me an important lesson: when you encounter a TLE despite using an efficient algorithm, suspect I/O operations . I hope this article has helped you gain a deeper understanding of what happens behind the scenes and why such performance issues occur. If you find any mistakes, please let me know through the feedback form. I will revise them as quickly as possible. See you again in the next article! 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 yumyum116 Follow A beginner who wants to transit my career into software engineer. Joined Jan 3, 2026 More from yumyum116 Implementing Shell Sort: From Theory to Practical Code # shellsort # python 💎 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 | 2026-01-13T08:47:40 |
https://dev.to/adventuresinangular/standalone-components-with-marek-panti-aia-364 | Standalone Components With Marek Panti - AiA 364 - 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 Adventures in Angular Follow Standalone Components With Marek Panti - AiA 364 Jan 5 '23 play Marek Panti is an Angular developer at UNIQA Insurance Group AG. He joins the panel to talk about his article, "Angular Standalone Components". Standalone components simplify the process of creating Angular applications. He explains how he was able to come up with the idea for his article. About This Episode Advantages of Standalone Components Maintaining Angular Apps in the long run On YouTube Standalone Components With Marek Panti - AiA 364 Sponsors Chuck's Resume Template Developer Book Club starting with Clean Architecture by Robert C. Martin Become a Top 1% Dev with a Top End Devs Membership Links Angular standalone components Web Animations Course Hire Web Development Experts: unvoid.com LinkedIn: Marek Panti Picks Lucas - Logi Tune software to customize Logitech hardware Marek - Remarkable Subrat - Deno — A modern runtime for JavaScript and TypeScript Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 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 | 2026-01-13T08:47:40 |
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https://dev.to/challenges/google-kaggle-ai-agents-2025-11-10 | AI Agents Intensive Course 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 > AI Agents Intensive Course Writing Challenge CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the AI Agents Intensive Course Writing Challenge Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts AI Agents Intensive Course Writing Challenge View Entries Please sign in to follow this challenge Share your journey from the 5-Day AI Agents Intensive Course Challenge Status: Ended Ended Join our next Challenge We're excited to announce a writing challenge for participants of the 5-Day AI Agents Intensive Course with Google and Kaggle ! Running from November 10-14 , the 5-Day AI Agents Intensive Course is designed to help you master AI agents: the next frontier of artificial intelligence. Whether you're just starting with agents or looking to advance your expertise, this immersive experience will guide you through the architectures, tools, and best practices shaping the future of intelligent, autonomous systems. You can register for the course anytime from now through the duration of the challenge! Late registrants won't receive the earlier emails, but all materials are available on Kaggle's Discord and in the Learn Guide on Kaggle . 👉 Register for the Course 👈 After completing the course, share your learning journey and insights through December 7 December 14 for a chance to win exciting prizes! We'll select one winner to receive: Exclusive Winner Badge DEV++ Membership All qualifying participants will receive a completion badge on their DEV profile. Key Dates Contest start: November 10, 2025 Submissions due: December 14, 2025 Winners announced: January 08, 2026 Badge Rewards AI Agents Intensive Course Writing Challenge Completion Badge AI Agents Intensive Course Writing Challenge Winner Badge Find Out More Ask questions and share your ideas on the AI Agents Intensive Course Writing Challenge Launch Post. View Launch Post Challenge Prompt Learning Reflections Share your key learnings and insights from the AI Agents Intensive course. What concepts resonated most with you? How has your understanding of AI agents evolved? Show off your capstone project and tell us what you learned! (optional) By the end of the course, you'll put your skills into practice through a capstone project and be able to build everything from simple AI agents to sophisticated multi-agent systems. Course participants will have through December 7 December 14 to solidify and share their learnings and takeaways from the intensive in our writing challenge! Reflect on the course content, hands-on labs, or discussions that shaped your perspective on agentic AI. Submission Template Judging Criteria: Style and Presentation Clarity Originality Helpful Links & Resources About the Course The 5-Day AI Agents Intensive Course with Google and Kaggle runs from November 10-14 and is designed to help you master AI agents: the next frontier of artificial intelligence. Whether you're just starting with agents or looking to advance your expertise, this immersive experience will guide you through the architectures, tools, and best practices shaping the future of intelligent, autonomous systems. You can register for the course anytime from now through the start of the course! Late registrants won't receive the earlier emails, but all materials are available on Kaggle's Discord and in the Learn Guide on Kaggle . Register for the Course Key Dates November 10-14: Google & Kaggle AI Agents Intensive Course November 14-30: Capstone Project publics and live on Kaggle December 7 December 14: Writing Submissions due at 11:59 PM PST December 18 January 8: Winners Announced Connect: Join Kaggle's Discord Frequently Asked Questions Participation Can I submit to the prompt more than once? Yes, you can submit multiple submissions but you'll need to publish a separate post for each submission. In the event that you may win two or more submissions, and your submissions are very close with another participant, we will favor the other participant. In the event that you do win with multiple submissions, you will only receive one winner badge. Do I have to complete the course to participate? While we encourage everyone to take the full course to get the most out of the experience, you can participate in the writing challenge if you've engaged with the course materials in a meaningful way. 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. Judging and Prizing 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? Winners will receive a DEV++ Membership and exclusive Winner's Badge on their profile. AI Agents Intensive Course Writing Challenge Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends December 7 December 14, 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. Participants must be enrolled in or have participated in the 5-Day AI Agents Intensive Course with Google and Kaggle. For Official Rules, see AI Agents Intensive Course 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 | 2026-01-13T08:47:40 |
https://www.highlight.io/docs | Welcome to highlight.io Star us on GitHub Star Docs Sign in Sign up General Docs Welcome to highlight.io Get Started Roadmap Company Values Compliance & Security Open Source Contributing Overview GraphQL Backend Frontend (app.highlight.io) Landing Site (highlight.io) Documentation End to End SDK Example Apps Adding an SDK Application Architecture GitHub Code Spaces Code Style Good First Issues Self-hosting Self-hosted [Dev] Self-hosted [Hobby] Self-hosted [Enterprise] Telemetry Our Competitors Product Philosophy Product Features Session Replay Overview Canvas & Iframe Dev-tool Window Recording Tracking Users & Recording Events Filtering Sessions GraphQL Live Mode Performance Impact Player Session Caching Rage Clicks Request Proxying Session Search Extracting the Session URL Session Search Deep Linking Shadow Dom + Web Components Error Monitoring Overview Enhancing Errors with GitHub Error Search Filtering Errors Grouping Errors Managing Errors Manually Reporting Errors Sourcemaps General Features Overview Alerts Comments Digests Environments Search Segments Services Webhooks Logging Overview Log Alerts Log Search Tracing Overview Trace Search Dashboards Overview Dashboard Management Metrics Tutorials Service Latency Web Vitals & Page Speed User Engagement User Analytics Graphing Drilldown Event Search Dashboard Variables SQL Editor Metrics (beta) Overview Frequently Asked Questions. Integrations Integrations Overview Amplitude Integration ClickUp Integration Discord Integration Electron Support Front Integration GitHub Integration Grafana Integration Overview Setup Dashboards Alerts Height Integration Intercom Integration Jira Integration LaunchDarkly Integration Linear Integration Mixpanel Integration Nuxt Integration Pendo Integration Segment Integration Slack Integration Vercel Integration WordPress Plugin Highlight.io Changelog Overview Changelog 12 (02/17) Changelog 13 (02/24) Changelog 14 (03/03) Changelog 15 (03/11) Changelog 16 (03/19) Changelog 17 (04/07) Changelog 18 (04/26) Changelog 19 (05/22) Changelog 20 (06/06) Changelog 21 (06/21) Changelog 22 (08/07) Changelog 23 (08/22) Changelog 24 (09/11) Changelog 25 (10/03) Changelog 26 (11/08) Changelog 27 (12/22) Changelog 28 (3/6) Changelog 29 (4/2) Menu Highlight Docs Welcome to highlight.io Get Started Roadmap Company Values Compliance & Security Open Source Contributing Overview GraphQL Backend Frontend (app.highlight.io) Landing Site (highlight.io) Documentation End to End SDK Example Apps Adding an SDK Application Architecture GitHub Code Spaces Code Style Good First Issues Self-hosting Self-hosted [Dev] Self-hosted [Hobby] Self-hosted [Enterprise] Telemetry Our Competitors Product Philosophy Product Features Session Replay Overview Canvas & Iframe Dev-tool Window Recording Tracking Users & Recording Events Filtering Sessions GraphQL Live Mode Performance Impact Player Session Caching Rage Clicks Request Proxying Session Search Extracting the Session URL Session Search Deep Linking Shadow Dom + Web Components Error Monitoring Overview Enhancing Errors with GitHub Error Search Filtering Errors Grouping Errors Managing Errors Manually Reporting Errors Sourcemaps General Features Overview Alerts Comments Digests Environments Search Segments Services Webhooks Logging Overview Log Alerts Log Search Tracing Overview Trace Search Dashboards Overview Dashboard Management Metrics Tutorials Service Latency Web Vitals & Page Speed User Engagement User Analytics Graphing Drilldown Event Search Dashboard Variables SQL Editor Metrics (beta) Overview Frequently Asked Questions. Integrations Integrations Overview Amplitude Integration ClickUp Integration Discord Integration Electron Support Front Integration GitHub Integration Grafana Integration Overview Setup Dashboards Alerts Height Integration Intercom Integration Jira Integration LaunchDarkly Integration Linear Integration Mixpanel Integration Nuxt Integration Pendo Integration Segment Integration Slack Integration Vercel Integration WordPress Plugin Highlight.io Changelog Overview Changelog 12 (02/17) Changelog 13 (02/24) Changelog 14 (03/03) Changelog 15 (03/11) Changelog 16 (03/19) Changelog 17 (04/07) Changelog 18 (04/26) Changelog 19 (05/22) Changelog 20 (06/06) Changelog 21 (06/21) Changelog 22 (08/07) Changelog 23 (08/22) Changelog 24 (09/11) Changelog 25 (10/03) Changelog 26 (11/08) Changelog 27 (12/22) Changelog 28 (3/6) Changelog 29 (4/2) Getting Started Getting Started with Highlight Fullstack Mapping Browser React.js Next.js Remix Vue.js Angular Gatsby.js SvelteKit Electron highlight.run SDK Overview Canvas & WebGL Console Messages Content-Security-Policy Identifying Users iframe Recording Monkey Patches Browser OpenTelemetry Persistent Asset Storage Privacy Proxying Highlight React.js Error Boundary Recording Network Requests and Responses Recording WebSocket Events Salesforce Lightning Web Components (LWC) Data Export Sourcemap Configuration Tracking Events Troubleshooting Upgrading Highlight Versioning Sessions & Errors Other React Native (beta) Server Go Overview chi Echo Fiber Gin GORM gqlgen Logrus Manual Tracing gorilla mux JS Overview Apollo AWS Lambda Cloudflare Workers Express.js Firebase Hono Nest.js Next.js Node.js Pino tRPC Winston Python Overview AWS Lambda Azure Functions Django FastAPI Flask Google Cloud Functions Loguru Other Frameworks Python AI / LLM Libraries Python Libraries Ruby Overview Other Frameworks Ruby on Rails Rust Overview actix-web No Framework Hosting Providers Overview Metrics in AWS Logging in AWS Logging in Azure Fly.io NATS Log Shipper Logging in GCP Heroku Log Drain Render Log Stream Logging in Trigger.dev Vercel Log Drain Elixir Overview Elixir App Java: All Frameworks PHP: All Frameworks C# .NET ASP C# .NET 4 ASP Docker / Docker Compose File Fluent Forward curl OpenTelemetry Protocol (OTLP) Syslog RFC5424 Systemd / Journald Native OpenTelemetry Overview Error Monitoring Logging Tracing Browser Instrumentation Metrics Fullstack Frameworks Overview Next.js Fullstack Overview Next.js Page Router Guide Next.js App Router Guide Edge Runtime Advanced Config Remix Walkthrough Self Host & Local Dev Overview Development deployment guide. Integrations Microsoft Teams self-hosted Hobby deployment guide. Traefik SSL Proxying. Docs Home SDK Client SDK API Reference Cloudflare Worker SDK API Reference Go SDK API Reference Hono SDK API Reference Java SDK API Reference Next.JS SDK API Reference Node.JS SDK API Reference Python SDK API Reference Ruby SDK API Reference Rust SDK API Reference Docs / Highlight Docs / Welcome to highlight.io Welcome to highlight.io Highlight has been acquired by LaunchDarkly ! Want to know more about our plans for the future? Read the press release . This docs site is no longer being updated. Instead, check out the LaunchDarkly observability docs . highlight.io is monitoring software for the next generation of developers. And it's all open source :). Get Started Get started with highlight.io. Instrument your frontend & backend. Our product highlight.io gives you fullstack visibility into your application by pairing session replay, error monitoring, and logging, allowing you to tie frontend issues with backend logs and performance issues. When highlight.io is fully integrated, this is what it looks like: About us Mission & Values. Details about our company, our values, and open source. Compliance & Security. Our security certificates, and contact details. Contributing to highlight.io Open source, self hosting highlight, and contributing. Self hosting highlight.io Open source, self hosting highlight, and contributing. Features Session Replay. Session replay features, how to get started, etc.. Error Monitoring. Error monitoring features, how to get started, etc.. Logging. Logging features, how to get started, etc.. Tracing. Tracing features, how to get started, etc.. Highlight Docs Get Started Overview Community / Support Suggest Edits? Follow us! [object Object] | 2026-01-13T08:47:40 |
https://dev.to/ajtiti/ajtiti-45-czy-na-pewno-potrzebujesz-mikroserwisow | AjTiTi #45 - Czy na pewno potrzebujesz mikroserwisów? - 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 AjTiTi [PL] Follow AjTiTi #45 - Czy na pewno potrzebujesz mikroserwisów? Jul 8 '22 play Czy mikroserwisy wyszły już z mody? A może stały się po prostu naszą codziennością? W dzisiejszym odcinku przyglądamy się temu tematowi z perspektywy kilku lat hype'u. Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 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 | 2026-01-13T08:47:40 |
https://www.git-tower.com/about-us | About Us | Tower Git Client Tower Navigation Features Undo Anything Just press Cmd+Z Drag and Drop Make the complex effortless Integrations Use your favorite tools Tower Workflows Branching Configurations Stacked Pull Requests Supercharged workflows All Features Release Notes Pricing Support Documentation Contact Us Account Login Learn Git Video Course 24 episodes Online Book From novice to master Cheat Sheets For quick lookup Webinar Learn from a Git professional First Aid Kit Recover from mistakes Advanced Git Kit Dive deeper Blog Download Download About Us The team behind Tower. We are a small software company with an international, remote team. Founded in 2010, we set out to make Git’s powerful feature set accessible to developers, designers, and non-technical people. Today Tower is the best Git client for Mac and Windows and used by over 100,000 customers - from startups to Fortune 100 companies. Press Please visit our press area for an extensive press kit, screenshots, press releases and much more. Press Area Join Our Team Take a look at our open positions for a chance to join our fantastic, fully remote team! Learn More The Team Alex Rinaß CTO Alex is responsible for all of our software development. He architects, reviews, actively codes, and helps his teammates in all situations. He's the one who makes sure we're making the best software possible. Ana-Maria Centea Mac Developer A keen developer of apps in the Apple ecosystem, Ana-Maria helps make the Mac version of Tower. Besides work, she's well on her way to visiting every country in the world, snowboarding in as many of them as possible! Andrei Baloleanu Product Growth Manager Andrei is always on the hunt for new opportunities to get more eyes on Tower! When he's not thinking about growth strategies, you'll find him outdoors with his family, reading books on self-development, or working on entrepreneurial side projects. Bruno Brito Content Marketing Developer Bruno enjoys learning new things just as much as he enjoys teaching them. Thanks to his carefully crafted content, you won't need to wrestle with hard topics. When he's recharging, you will find him listening to electronic music while playing video games. Filip Persson Ruby on Rails Developer Filip is the wizard behind our Rails-based web applications, making sure every platform runs smoothly and stays updated with new features. When he's not crafting elegant code, you might find Filip scaling a rock wall, checkmate-ing opponents on the chess board, or strumming his guitar to unwind. Heiko Witte Mac Developer Here's a quiz question: What do you get when you mix a broad knowledge of Objective-C, Cocoa and iOS with a knack for machine learning, Yoga and digital photography? Absolutely correct: our Mac development team member Heiko! 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Tower Git Client Download for macOS Download for Windows Releases Pricing Beta Channel Use Cases Developers Designers Teams Enterprise Students Teachers & Universities Features Easy Powerful Productive New Features All Features Integrations CLI vs GUI Tower Workflows Stacked Pull Requests Free Tools Code Diff Tool .gitignore Generator Support Help Center Documentation Learn Git Newsletter Contact Us Company About Blog Press Jobs Merch Affiliate Program Legal License Agreement Privacy Policy Privacy Settings Imprint © 2010-2026 Tower - Mentioned product names and logos are property of their respective owners. Your trial is downloading… Try Tower "Pro" for 30 days without limitations! Updates, Courses & Content via Email Updates about Tower, discounts, and giveaways as well as new content from the Tower blog. Free email course " Learn Git with Tower " (8 emails) Free email course " Tips & Tricks for Tower " (10 emails) I have read and accept the Privacy Policy . 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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 Programming Follow Hide The magic behind computers. 💻 🪄 Create Post Older #programming posts 69 70 71 72 73 74 75 76 77 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Roman Numerals in Go: The Self‑Correcting One‑Pass Trick Archdemon Archdemon Archdemon Follow Dec 17 '25 Roman Numerals in Go: The Self‑Correcting One‑Pass Trick # programming # algorithms # go # learning Comments Add Comment 4 min read Basics (Getting Started) with WJb Oleksandr Viktor Oleksandr Viktor Oleksandr Viktor Follow Dec 17 '25 Basics (Getting Started) with WJb # programming # webdev # ai Comments Add Comment 1 min read CRISPR Off-Target Prediction Was Never a Biology Problem Omnis Coder Omnis Coder Omnis Coder Follow Dec 17 '25 CRISPR Off-Target Prediction Was Never a Biology Problem # crispr # bioinformatics # genomics # programming 1 reaction Comments 1 comment 3 min read Start, Stop, and Continue for 2026 Aaron McCollum Aaron McCollum Aaron McCollum Follow Dec 19 '25 Start, Stop, and Continue for 2026 # webdev # programming # learning Comments Add Comment 3 min read Why I Rewrote Portage in Go: Introducing GRPM v0.1.0 Andrey Kolkov Andrey Kolkov Andrey Kolkov Follow Jan 8 Why I Rewrote Portage in Go: Introducing GRPM v0.1.0 # go # linux # opensource # programming 5 reactions Comments Add Comment 5 min read I Slashed My AI Coding Bills by 65% With This One Weird Trick. Vishal VeeraReddy Vishal VeeraReddy Vishal VeeraReddy Follow Dec 31 '25 I Slashed My AI Coding Bills by 65% With This One Weird Trick. # ai # programming # opensource # openai Comments Add Comment 5 min read Amazon S3 Explained: Simple Storage in the Cloud MATHAN S MATHAN S MATHAN S Follow Dec 18 '25 Amazon S3 Explained: Simple Storage in the Cloud # cloud # devops # aws # programming Comments Add Comment 1 min read MURAL: A Visual Collaboration Tool in the DevSecOps Periodic Table MATHAN S MATHAN S MATHAN S Follow Dec 18 '25 MURAL: A Visual Collaboration Tool in the DevSecOps Periodic Table # devops # mural # programming # opensource Comments Add Comment 1 min read Leetcode 39 Combination Sum Wincy H Wincy H Wincy H Follow Dec 17 '25 Leetcode 39 Combination Sum # leetcode # programming # python # tutorial Comments Add Comment 3 min read Torrance Motors: Building a Fast, Reliable Automotive Website with C++ — Challenges Faced and Future Goals Alfie John Alfie John Alfie John Follow Dec 18 '25 Torrance Motors: Building a Fast, Reliable Automotive Website with C++ — Challenges Faced and Future Goals # webdev # programming # ai # javascript Comments Add Comment 9 min read A Better Way to Run Git Worktrees Finally! Julio Daniel Reyes Julio Daniel Reyes Julio Daniel Reyes Follow Dec 16 '25 A Better Way to Run Git Worktrees Finally! # git # vibecoding # programming # ai 27 reactions Comments Add Comment 1 min read How We Actually Ship Complex Systems with AI Agents Ali Baqbani Ali Baqbani Ali Baqbani Follow Dec 18 '25 How We Actually Ship Complex Systems with AI Agents # ai # programming # softwaredevelopment # architecture Comments Add Comment 3 min read Productionizing Model Context Protocol Servers OnlineProxy OnlineProxy OnlineProxy Follow Dec 17 '25 Productionizing Model Context Protocol Servers # programming # ai # beginners # tutorial Comments Add Comment 7 min read 🚀 Launching Vyoma Labs: A Research-First Space for Building the Future of the Web Prasoon Jadon Prasoon Jadon Prasoon Jadon Follow Dec 17 '25 🚀 Launching Vyoma Labs: A Research-First Space for Building the Future of the Web # webdev # programming # startup # opensource Comments Add Comment 3 min read Vibe Coding hit a wall: How I fixed $0.30/error OOMs and cut AI costs by 70% renming wang renming wang renming wang Follow Dec 17 '25 Vibe Coding hit a wall: How I fixed $0.30/error OOMs and cut AI costs by 70% # webdev # ai # programming # productivity 1 reaction Comments 1 comment 2 min read Introducing temporal-contract: Type-Safe Temporal. io Workflows for TypeScript Benoit Travers Benoit Travers Benoit Travers Follow Dec 21 '25 Introducing temporal-contract: Type-Safe Temporal. io Workflows for TypeScript # typescript # node # programming # productivity 2 reactions Comments Add Comment 8 min read AWS CodeDeploy: A Beginner-Friendly Guide to Automated Deployments Ege Pakten Ege Pakten Ege Pakten Follow Dec 17 '25 AWS CodeDeploy: A Beginner-Friendly Guide to Automated Deployments # aws # codedeploy # programming # infrastructureascode Comments Add Comment 5 min read Atlassian Bamboo in the DevSecOps Periodic Table ABITHA N 24CB001 ABITHA N 24CB001 ABITHA N 24CB001 Follow Dec 18 '25 Atlassian Bamboo in the DevSecOps Periodic Table # devops # devsecops # programming # learning Comments Add Comment 1 min read StableJSON: A Practical Workspace for Serious JSON Work Debjit Dey Debjit Dey Debjit Dey Follow Dec 31 '25 StableJSON: A Practical Workspace for Serious JSON Work # programming # webdev # devtool # json Comments 1 comment 2 min read The New Field Keyword Improves Properties in C# 14 Adrián Bailador Adrián Bailador Adrián Bailador Follow Dec 17 '25 The New Field Keyword Improves Properties in C# 14 # csharp # dotnet # programming # webdev Comments Add Comment 6 min read I Built a Clean Age Calculator Because Most of Them Get the Details Wrong Momin Ali Momin Ali Momin Ali Follow Dec 18 '25 I Built a Clean Age Calculator Because Most of Them Get the Details Wrong # programming # webdev # javascript 1 reaction Comments 1 comment 2 min read AI-Powered Programming: Creating My Own Magical Flashcards Study App Daniel Daniel Daniel Follow for Datalaria Jan 10 AI-Powered Programming: Creating My Own Magical Flashcards Study App # showdev # ai # programming 5 reactions Comments 2 comments 5 min read Beyond the Screen: Why LLMs Don't Need Browsers (And Why We Think They Do) Edward Burton Edward Burton Edward Burton Follow Dec 17 '25 Beyond the Screen: Why LLMs Don't Need Browsers (And Why We Think They Do) # webdev # programming # ai # browser 1 reaction Comments Add Comment 8 min read YAML Formatter Pineapple Pineapple Pineapple Follow Dec 22 '25 YAML Formatter # webdev # programming # beginners # kubernetes Comments Add Comment 2 min read Day 73: Python Longest Palindromic Substring – Expand-Around-Center O(n^2) Technique for Max Palindrome (LeetCode #5 Guide) Shahrouz Nikseresht Shahrouz Nikseresht Shahrouz Nikseresht Follow Dec 23 '25 Day 73: Python Longest Palindromic Substring – Expand-Around-Center O(n^2) Technique for Max Palindrome (LeetCode #5 Guide) # challenge # python # algorithms # programming Comments Add Comment 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. 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https://dev.to/adventuresinangular/angular-cli-and-nx-managing-libraries-and-runtime-translation-aia-407 | Angular CLI and NX: Managing Libraries and Runtime Translation - AiA 407 - 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 Adventures in Angular Follow Angular CLI and NX: Managing Libraries and Runtime Translation - AiA 407 Mar 28 '24 play Alan Agius is a Software Engineer at Google. Lucas and Alan dive into the world of Angular development with a focus on internationalization and library management. They unpack the latest features of Angular 17.3, including improvements to Angular CLI, and shed light on the upcoming developments in version 18. They explore the nuances of runtime and build time translations, share insights on integrating NX with Angular projects, and discuss the use of Bazel for building frontend and backends in a single repository. They also highlight a third-party library called Transloco that leverages Angular Internationalization's runtime capabilities. Get ready for a deep dive into Angular and internationalization on this episode of Top End Devs! Sponsors Chuck's Resume Template Developer Book Club Become a Top 1% Dev with a Top End Devs Membership Social Media Unvoid LinkedIn @unvoidweb https://www.linkedin.com/company/unvoidweb Instagram @unvoidweb https://www.instagram.com/unvoidweb Lucas Paganini YouTube @lucaspaganiniweb https://youtube.com/@lucaspaganiniweb LinkedIn @lucaspaganiniweb https://www.linkedin.com/in/lucaspaganiniweb Twitter @lucaspaganini https://twitter.com/LucasPaganini Instagram @lucaspaganini https://www.instagram.com/lucaspaganini Armen Vardanyan LinkedIn https://www.linkedin.com/in/armen-vardanyan-am/ Charles Wood Linkedin https://www.linkedin.com/in/charlesmaxwood/ Subrat Mishra LinkedIn: https://www.linkedin.com/in/subrat-k-mishra/ Alan Agius LinkedIn: https://www.linkedin.com/in/alan-agius-98804460/ Become a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-angular--6102018/support . Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 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 | 2026-01-13T08:47:40 |
https://forem.com/miltivik#main-content | nicomedina - 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 nicomedina Hello im a Uruguayan Developer and im a person who always want to search, learn, and adapt new habit or skills in me. Location Uruguay Joined Joined on Jan 11, 2026 Personal website https://ismaeldesign.framer.website/ github website Education UTEC Pronouns He/His More info about @miltivik Skills/Languages Javascript, React JS (Next JS), React Native (Expo) Currently learning Right now i start learning python but i have advanced knowledge about React JS (in specially Next JS) Available for You can talk to me if u want to know something new or just learn each other Post 1 post published Comment 0 comments written Tag 6 tags followed How I built a high-performance Social API with Bun & ElysiaJS on a $5 VPS (handling 3.6k reqs/min) nicomedina nicomedina nicomedina Follow Jan 13 How I built a high-performance Social API with Bun & ElysiaJS on a $5 VPS (handling 3.6k reqs/min) # bunjs # api # javascript # programming 1 reaction Comments 1 comment 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 — 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 | 2026-01-13T08:47:40 |
https://stackoverflow.co/internal/ | Stack Internal – The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place — so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our “Ingestion” feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team’s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn’t belong in leaky systems. Stack Internal protects your knowledge with “enterprise-grade security” (yes, that’s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place – and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available – read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it “enterprise-grade security”. You can call it peace of mind. Either way, we take it seriously. Because it’s what keeps your data and your work safe. Building socially responsible AI We’re building a new era of socially responsible AI. One that’s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg ’s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo © 2025 Stack Exchange Inc. | 2026-01-13T08:47:40 |
https://ruul.io/blog/fiverr-guide-how-does-a-freelancer-find-a-job-on-fiverr | The Fiverr Guide for Freelancers: How to Find a Job? Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up grow Fiverr Guide: How Does a Freelancer Find a Job on Fiverr? Looking for tips about how to find jobs on Fiverr? I’ve shared some great tips here. Eran Karaso 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points Have well-optimized Gigs aiming to showcase your services and skills effectively. Create a strong personal profile with a professional photo and clear descriptions of your expertise. Use competitive pricing, add FAQs, and request feedback from your clients. Promote your Gigs on social media and online communities to increase visibility. Everyone can have a profile on Fiverr, but who are all these people making money on this platform? Really? Let’s accept that the real issue is how to find jobs on Fiverr. I saw many questions about that on different platforms. So I decided to share some tricks for finding clients on Fiverr with an article. Keep reading, my friend. How to find work on Fiverr Here you’ll find some practical tips to get the most out of Fiverr that is one of the most popular freelancer platforms. Let’s go! #1. Develop a taste for Fiverr Firstly, understand Fiverr's logic. Speak the same language. The main thing to know is: You're not gonna find job adverts here. Rather, as a freelancer, you are the “Seller” and you showcase your service. To do this, you create Gigs that we will talk about later. #2. Create a personal profile As an independent, you need to look different by creating a personal brand profile. So, wear your professional hat and say “I'm here” in every environment you enter. Your profile is the perfect place to make it happen. How can you do that? Add a bright, clear, and up-to-date photo to your profile, Showcase your talents in your profile. What do you do well? What do you specialize in? Clarifying your skills will make it easier to match you with a suitable job and avoid a nasty surprise for the client. This increases your chances of getting a high-rated review after the service. #3. Create competitive Gigs After creating your profile, the next step is to create a Gig. Remember, Fiverr allows you to create up to six Gigs. Before you rush, I suggest you check out your competitors. What are their visuals like? What do they write in the description? Are their prices competitive? Do they have good reviews and ratings? There are so many questions you can ask. Don't start without examining your competitors. Here are some actionable tips: Instead of "I will design a logo" , try "Modern, eye-catching logo design in 24h | Unlimited revisions" It's said Gigs with videos get 40% more engagement. Take a look at Fiverr’s Gig image template . #4. Set a price The most difficult step for some, I know. You can take a look at your competitors when setting a price. That’s the beauty of these marketplaces. One critical tip would be to make sure you get for your time, effort, and expertise. AND, you also need to be aware of the value you provide for your clients. On Fiverr, you can offer 3 different service packages: basic, standard, and premium. This way, businesses with different budgets and expectations can choose you. However, since Fiverr is a low-budget marketplace, you may not find the high-paying jobs you dream of. Find a balance between your expectations and the average of Fiverr ecosystem. This article also can help you in this step: What Are The Mistakes to Avoid When Creating An Fiverr Offer? #5. Categorize your Gig correctly Remember, Fiverr has its own search engine, so it's important to optimize your Gigs. How? By selecting the right keywords and categories. When you use relevant keywords, people looking for your service will find you easily. Use these keywords first in the title and then in the description. And finally, be careful when choosing a service category. Fill in the subcategories and let Fiverr categorize your Gig correctly. This is a very important tip that will increase the exposure of your Gigs, so don't skip it. #6. Add extra Gig services There is a way to make your Gigs more profitable: Add optional extras to your Gig. The price of your service is fixed. But you can increase your income by adding more features to your order. For example, if you provide one free version, you could charge for a second revision. Or you can add these options to your services: Deeper research, Faster delivery, Different file formats, and Additional fee for after-service counseling? You can adapt any of these to your own service. #7. Add FAQs to Gigs When a customer clicks on your Gig, questions may arise in their mind. If they don’t find the answers they need, they might leave the page. To prevent this, add an FAQs section to the Gig. Ask questions like a customer and answer them transparently. This will save you from answering all questions manually. In the meantime, your Gigs will get more attention. #8. Share your Gigs on social media What we talked about until now is what you have to do to start using Fiverr. So, let's dive deeper to get the most out of this platform. One good way is to spread the word. Use the power of social media to promote your Gigs. Which platform do you have a large user base on? Instagram, Twitter, TikTok, LinkedIn, or your blog site? You can add a link to your Gig to showcase your services on various platforms and unlock Fiverr's full potential. So, don't just create your Gigs haphazardly and wait for clients to come to you. Take the leap to stand out. Help them find you. #9. Get high-rated reviews Generally, customers do not trust a newly launched profile. That's why you must be patient when publishing your first Gig. If you have made the first sale, make sure everything is good enough: Communicate strongly, Answer questions transparently, Understand customer expectations, Accept the revision. This increases your chances of getting a good review. Also, customers often tend to avoid commenting and scoring. You need to encourage them. Don’t be shy to ask for feedback. Everybody knows it matters to you as an independent. No need to be creepy, just a simple "If you're happy with the service, a review would mean a lot!" would work. #10. Use Fiverr's performance analysis services As a seller, you can analyze your performance on Fiverr. To do this, click on a Gig in the list and scroll down the page. You will get the following analyses: Impressions Clicks Orders Cancellations Conversion rates These statistics are available as a graph on the page. If you want, you can filter by months and days. You can also find statistics such as average delivery time on this page. These are effective tips for improving your services. Therefore, pay attention to the statistics and stick to the principle of “continuous improvement”. #11. Check out Fiverr Pro freelancer If you can prove your expertise, you can stand out with Fiverr Pro. Remember, Fiverr Pro is only given for free to freelancers who meet the requirements. Fiverr Pro benefits: Pro badge Premium client access Client recommendations Onboarding support Exclusive community Client protection Past work experience Hourly work If you are confident in your expertise, you can fill out the Fiverr Pro application form. Key: Do not give up I'm not going to tell you that it's easy to get a job on Fiverr, especially your first job. That would be a big lie. Just a quick search on Quora reveals the challenge of finding a job on Fiverr. But the answers give hope. There's a high chance no one will view or click on your first Gig for a while. That's the rule of business: no venture starts perfectly. So list a Gig regularly and stay motivated. When you get your first job and comment, it will most likely continue. Using Fiverr for existing clients to pay you easily? I know many people do that. Actually, Ruul can be a better option for you in this case because it allows independents to worry less about payment with easy invoicing processes. Also, For orders up to $500, Fiverr charges a 20% commission fee while it’s only 2.75% on Ruul. With 190 countries, 140 currencies, and crypto payment options, it's easy to take care of your clients all over the world. Try now. FAQ 1. How long does it take to get the first job on Fiverr? There’s no fixed timeline, as it depends on your niche, gig optimization, and promotion efforts. There is no guarantee that you will get one - honestly. 2. Is it difficult to get work on Fiverr? Getting work on Fiverr can be challenging at first, but with optimized gigs, competitive pricing, and active promotion, you can attract clients. Success takes patience, consistency, and refining your strategy based on Fiverr analytics and buyer behavior. 3. How much can a beginner earn on Fiverr? A beginner on Fiverr can earn anywhere from $50 to $500+ per month. 4. What is Fiverr Go? Fiverr Go offers a set of AI-driven tools tailored for freelancers to build, train, and oversee their own AI models. It features: AI Creation Models – Personalized AI models enable freelancers to produce content reflecting their distinct styles. Personal Assistant – An AI-powered chat assistant handles client inquiries by using the freelancer’s expertise, Gig information, and communication tone. ABOUT THE AUTHOR Eran Karaso Eran Karaso is a marketing and brand strategy leader with more than a decade of experience helping global tech companies connect with their audiences. He’s built brand narratives that stick, led successful go-to-market strategies, and worked hand-in-hand with cross-functional teams to ensure everyone is on the same page. More What is a digital nomad and how do they make money? Digital nomads are individuals who use telecommunications to work remotely and live a nomadic lifestyle, and they have multiple ways to earn money while traveling. Read more Smart, speedy and sleek: Meet the new Ruul dashboard Introducing the new Ruul dashboard: smart, speedy, and sleek. Discover an enhanced user experience designed to streamline your workflow and maximize productivity Read more What Is Linktree And How Freelancers Use It To Get Paid? Discover how Linktree helps content creators monetize their audience and why freelancers are switching to Ruul Space for invoicing, payments, and tax compliance. Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Trustpilot Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:47:40 |
https://www.fine.dev/changelog | Changelog - Fine AI Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing Changelog New updates and improvements to Fine. Feb 26, 2025 #21: Publish with your domain; upload photos to prompts and Claude 3.7 Sonnet One-Click Deployment in Fine All users can now click “deploy” to take your Fine-generated project live to the web on a free subdomain. Paid users can deploy to your own domain inside Fine - there’s no longer the need to connect to Netlify/Vercel. Image-based prompts We’ve released image based prompting, so you can add screenshots and inspiration to your prompts for the agents to look at. Screenshot components, content and buttons in the Live Preview to tell the Agent what to change Upload design inspiration such as colours, fonts and images Screenshot UI errors for quick fixes Claude 3.7 Sonnet Support Anthropic released Claude 3.7 Sonnet, the first hybrid LLM + reasoning model. We’ve upgraded Fine to use the new model by default. As before, free users get 7 messages per day. The new model self-reflects before answering, so although response times may be a tad longer, they should be much more reliable. The new model brings significant improvements in handling complex codebases and planning changes, especially with complex agent workflows. Feb 14, 2025 #20: Branch Selector, Better New App Builds, Improved AI Error Handling Branch Selector When working on an existing codebase (connected via GitHub), you can now select the branch Fine begins working on. The branch selector appears after selecting a project. This is useful in three ways: It enables you to pick up work from your IDE and continue expanding on it with Fine. If you usually build and push to another branch - such as “dev” instead of main - you can easily do so with Fine. When working on larger tasks with the Agent, such as new features, that require lots of back and forth, you can start new conversations, using the branch created in the previous conversation as your starting point. This allows you to keep working on the code already written, without overloading the context window. Improved App Builds & Speed, More Speed We’ve improved the way Fine processes your requests and designs new apps. Now, when you start a new project, Fine will turn your prompt into a plan with Design, Layout, Features and Styling considerations, before it starts building. We’ve also made significant improvements to the speed of new app-builds. It’s now 6.5X faster on average to get from prompt to prototype. Improved AI Error Handling We’ve improved the way the Agent handles errors in a number of areas: The agent can now identify and offer to fix Runtime and Build errors, as well as Terminal errors. The Error Overlay is now displayed in the Live Preview, allowing users who prefer the visual experience to easily ask the agent to fix errors as they arise. Feb 2, 2025 Introducing o3-mini: The New Default LLM for Fine We’re excited to announce a major update for Fine: starting today, o3-mini is now the default Large Language Model (LLM) for all tasks across the platform. This means that when you interact with Fine, you’ll automatically benefit from the power and versatility of o3-mini – and the best part is, it’s available for all free Fine users! Meanwhile, gpt-4o has transitioned to a paid option. What’s New? o3-mini: Optimized for STEM Reasoning OpenAI’s o3-mini is the latest addition to their reasoning model series. Built to excel in tasks that demand advanced reasoning, particularly in science, technology, engineering, and mathematics (STEM) domains, o3-mini is designed to deliver enhanced performance with: Improved Accuracy: Outperforms its predecessors in producing accurate and clear answers. Faster Response Times: Offers lower latency for tasks like coding and troubleshooting. Enhanced STEM Capabilities: Matches the performance of prior models in math, coding, and science tasks, making it ideal for technically demanding projects. Improved Context Window o3-mini boasts a 200,000 token context window and 100,000 token maximum output. What does that mean in practical terms? 1 token ≈ 4 characters in code 1 token ≈ 0.5 words in code (since variable names, punctuation, and syntax are tokenized separately) 1 line of code ≈ 5–20 tokens, depending on complexity Therefore (this is all approximate) 200,000 tokens × 4 characters/token = 800,000 characters 200,000 tokens × 0.5 words/token = 100,000 words 200,000 tokens ÷ 10 tokens per line (avg.) = 20,000 lines of code Whilst this is incredible news - even on our free plan, you'll be able to work with very large codebases - the context window also your prompt, the system prompt and previous messages in a given conversation. Therefore, we recommend breaking tasks down to ensure the AI maintains accuracy. If you've had a few succesful steps and want to continue iterating, consider committing and starting a new conversation. Developer-Friendly Features o3-mini is not just powerful—it’s smartly designed for developers. Key improvements include: Function Calling and Structured Outputs: Supports advanced function calling, allowing for seamless integration into coding workflows. Reasoning Modes: Choose between three reasoning effort options (low, medium, and high) to tailor performance to your specific use case. Consistent Code Assistance: Developers have reported that o3-mini provides working code reliably, even when handling complex tasks. Jan 18, 2025 #18: Run and Fix Faster Fix Errors with One Click We’ve launched Fix it with Fine inside the Console. If something in the code causes the app to crash, the Agent will identify the error in the logs and offer to fix it. Click “Fix it with Fine” and the Agent dives in - you no longer need to copy the error logs into the chat manually. Auto Run + Fix it with Fine = An easier last mile for you Developers still need to be involved in the last-mile of implementing code written by AI - but we’re making it smoother and faster, with the AI Agent doing more for you. Jan 9, 2025 #17: Image prompts, actions pane & mobile improvements Devs can now upload photos to Fine as part of prompts. Conversations with the agent now include Line Changes Summary. Look out for the familiar green + and red -, indicating how many lines have been added or deleted, next to each step in the Agents’ implementation plans. This can help keep track, making sure the exact changes the Dev wanted were made and only those changes. We’ve added an actions pane to give Devs quick access to useful tools. Look out for the lightning bolt icon at the top of the AI workspace. We’ve fixed an issue with scrolling in conversations on mobile. Jan 4, 2025 #16: New Projects, Templates and Stream Experience Fine now includes pre-built templates the AI can call on for starting new projects from scratch. These templates are designed for those hoping to start with Fine on brand new software, without an existing codebase, and for those who are beginning a totally new part of their project - such as building a frontend to go with your existing backend. We’ve updated the initial implementation flow for new tasks without a selected project to automatically begin a new project, call on the relevant template and immediately implement your requests. You can now add scripts to New Projects created in Fine, in order to Run them. Fixed a bug in context fetching for new projects, ensuring the AI doesn’t try to fetch context from existing projects. The stream experience has been updated to show you where the Agent is up to in editing the files. When pasting multiple variables in the Environment Variables area of Project Settings, Fine identifies and splits them, propagating them in rows. You’re now able to upload a .env file to your projects in Fine. Dec 29, 2024 #15: Project Instructions By popular request, we’ve added the ability to define your own set of custom instructions or rules for the AI Agent. Head to Projects > Project Settings > Instructions. You can use Project Instructions to set coding style preferences and conventions, include external documentation and style guides. Instructions will be used by the Agent for every task on the Project, from all users in the workspace. You can apply different instructions to different projects and if you have shared instructions that you would like to apply to multiple projects, make sure to copy them into each one. Dec 25, 2024 #14: AI Sandboxing & Live previews: The Fastest Way to Iterate with AI Launched AI Sandboxing Pro subscribers can now Run the code generated by Fine, enabling you to test and preview the code, all within the browser. No more “it works on my machine”, no more AI code that looks like it works, but doesn’t. Try it out - when Fine completes a coding task, hit “Run” in the top right corner of the page to test your code. For each project, you'll need to add configuration settings the first time you use the AI Sandbox. Fine will run the code in the cloud dev environment dedicated to the conversation - yes, if you have multiple conversations with Fine working at the same time, they can each run in their own virtual machine. You can continue the conversation with the AI to make further revisions to the code, based on what you’ve seen in the preview. Describe the issue or change in the conversation box and click enter. Currently, the logs you see in the console are not included in Fine’s context - that is to say, the AI won’t know what has or hasn’t worked unless you tell it. However, you can copy and paste the logs into the conversation to guide the AI further. (We soon will be releasing another update, in which it will happen automatically in case of an error). Launched Live Previews When Fine finishes running the code in the Sandbox, you can see what it looks like - both for frontend and backend code. At the top of the AI Workspace, next to the "Console" Tab, click "Preview". You can also click the Open in New Tab icon to see the Live Preview as a full window. Copy and paste the preview URL to get feedback from colleagues or test with tools like Postman. Access Live Previews from Linear, Slack and GitHub Issues If you’re using Fine in Linear, Slack or GitHub Issues, clicking “Track Progress” in Fine’s reply will take you to the web interface, where you can use the AI Sandboxing and Live Preview features. Why this is important for developers Imagine a world in which AI not only takes your specs and writes the code, but can run and test the code, compare it to the specs and fix itself. Where AI not only writes code that looks right and makes sense to the LLM’s logic, but verifies that it actually works - and meets the exact requirements you defined. AI Sandboxing is not just another Cloud Dev Environment - it's the next step in achieving this. With the help of your feedback on the current version of Live Previews, we’ll soon be setting our sights on releasing a complete self-assessing, self-improving AI coding agent - the first ever. Dec 18, 2024 #13: Infrastructure Upgrades & Groundwork for New Releases To support new features coming up in the roadmap, we’ve been working on significant infrastructure upgrades and optimizing them to make your AI coding experience faster and more reliable. Sped up devcontainer (DC) startup time to 10 seconds Introduced prebuilds - ready-to-use devcontainers with your repository and tools - to enable faster AI Sandboxing Rewrote DC-server to contribute to speed and stability Deprecate DC (socket) proxy Improved error handling / alerting for DC service, in cases where devcontainer provisioning fails Over the last few weeks, many of our Pro users have accessed the alpha version of our AI Sandboxing and Live Previews features, helping us with feedback and identifying room for improvement. With these new speed and stability improvements, the full version of AI Sandboxing and Live Previews is set to be released soon to all Pro subscribers. Nov 13, 2024 #12: Faster Implementation Fine now provisions a virtual dev environment as soon as you start a conversation, instead waiting for you to give an implementation task - so it’s quicker for the AI to get started on coding. Look for the green 🟢 icon at the top right of the screen that indicates the dev environment is live. Nov 4, 2024 #11: Rollback, Edit & New Projects Edit the AI code in Fine When Fine has finished an implementation task, before creating the PR, you can edit the files in the code pane that appears on the right hand side. Remember to click Save, which will appear once you start making manual edits. This is great for minor fixes and adjustments, saving you the hassle of checking out the branch to your IDE when the AI has written almost exactly what you wanted. It’s also useful if you get tasks done on the go. Waiting for a bus or have a few minutes in between meetings? Take an outstanding issue, give it to Fine, make any small changes you need and click Create PR - all from your mobile browser. Rollback Changes in Fine If you’re having a back-and-forth conversation with the AI, giving instructions, reviewing the results and giving more instructions, sometimes it’s useful to be able to go back a couple of steps. Perhaps you’ve realised that something wasn’t quite necessary or the latest version of the changes wasn’t exactly what you were looking for. It happens to all of us. Now, when you give further implementation instructions to the Fine AI Agent, the option to rollback appears on the earlier messages. Clicking Rollback will undo all changes since the implementation task you’ve chosen to revert to - both those made by the AI and manual edits. Start New Projects within Fine You can now start a new project in Fine, without needing an existing repository in GitHub - or even connecting your account. To create a new project, head to Projects > Create Project and choose a name. If you’ve connected GitHub, this will create a new repository under the name you’ve chosen. Alternatively, just start typing your task in Fine’s web interface and if you haven’t chosen a Project to work on, Fine will create a new one. Oct 9, 2024 #10: Revise PRs in GitHub & a smoother way to delegate tasks. Smoother delegation of tasks We’ve improved and standardized the way you interact with Fine from your Issue Management platform, to make it easier to delegate tasks. In Linear and GitHub Issues , delegate an issue to Fine by adding the “Fine” label or replying /code and you’ll get a notification once Fine has finished and created a PR. If you’ve got a backlog of issues and requests, this is a great way to get ahead of lots of the small tasks that make a difference to your users. Alternatively, you can comment /guideme and Fine will reply with context and advice on how to approach the task. In particular for bigger tasks, this can help you break it down into steps and help you take on the project strategically. Lastly, you can comment /ask followed by your question, and Fine will read the comment, search the codebase and its knowledge for information, and provide an answer. No more disturbing the developer sitting opposite you with little questions that break their concentration. When calling Fine into a ticket, you no longer need to specify which repository you’d like it to work on - Fine understands on its own. All these features work both in GitHub Issues and in Linear . For all those who don’t use either, we’re surveying which platform you use for Issue Management to help us decide what to integrate next. Click here to vote, it takes just 30 seconds . Refined GitHub PR features In GitHub PR, we’ve improved the performance of the /revise and /summary features - they’re now faster and more accurate. When reviewing a PR, if you need to make a change, comment /revise followed by the change you’d like to make and Fine will do it for you. This saves you pulling the code to your machine to make the edits. Similarly, if you’ve been handed a PR to review, commenting /summary will give you a breakdown of the PR to help you get started. Knowledge and Code Panes We’ve added two new collapsable panes to the Fine web interface. Knowledge allows you to view the sources in your codebase from where Fine drew information and Code allows you to view the changes Fine suggests in implementation tasks. Sep 29, 2024 #9: OpenAI o1, New Agent Interface, Improving Speed Integrated o1 & improved model selection OpenAI announced their new model nearly two weeks ago, promising faster, better coding. We straight away made sure to integrate with Fine, along with the previous OpenAI models and Claude 3.5 Sonnet. The results are fantastic and as before - you don't need your own API keys. We've also improved the way you select which model to use, so that you can pick the right model for each task. New Agent Interface The previously separate “Ask” and “Implement” features are now smarter and work together from a unified interface. Fine can now distinguish whether you’re asking a question or assigning a task and responds with the appropriate workflow. There's no longer a need to use slash commands, just talk to the agent naturally. We’ve implemented a new backend algorithm that delivers responses more than 10 times faster without compromising quality. The UI has also been updated so you can see live changes to the codebase as the AI writes them. Launched Affiliates Program We launched our brand new affiliate program allowing super-fans and content creators with strong audiences of developers to earn money by promoting Fine. More details can be found here and you can sign up here . Improved Mobile Experience We’ve been tweaking and improving our mobile experience to ensure you can get tasks done with the help of AI on the go. Sep 10, 2024 #8: Ask, Slack Integration and Workflows Launched Workflows Workflows is how you can automate AI agents to perform tasks at a set frequency or following a trigger. Think automatic debugging, documentation, changelog, PR review and more. Launched Ask Easily ask Fine any question about your codebase - including your integrated platforms - from the home panel. Find valuable information and key context to make your work easier and more efficient. Integrated Slack You can now integrate Slack with Fine and get notifications with agent outputs as part of workflows. Apr 7, 2024 #7: Claude Support; Faster Responses Fine now supports Claude Opus LLM model. Pro users can configure their agents to use Claude as their backend LLM model. Although slower than the default model, GPT-4 Turbo, Claude Opus has shown to be more accurate. AI Chat has gone through a major speed optimization, now responding 2x faster than before. Mar 21, 2024 #6: Fine x GitHub | Chat streaming Assign GitHub Issues to Fine AI Agents You can now initiate Fine AI agents to work on GitHub issues directly from GitHub. Try it out by commenting on the issue with /code command. Fine will create a new branch, assign the issue to the AI agent, and create a pull request with the AI agent's changes. Imporvements Chat now supports streaming AI responses. Prompt bar now supports multiple lines and rich text formatting (markdown). Revamped the AI prompt bar design. A few bugs were fixed in the "Issue-to-Pull Request" feature. Mar 14, 2024 #5: Fine x Linear Turn Linear Issues into Pull Requests You can now assign Linear Issues directly to Fine AI agents. To get started, go to Workspace Settings > Integrations and enable the Linear integration. /code To delegate an issue to an AI agent, comment on the issue with /code --repo=owner/repo-name . Fine will create a new branch, assign the issue to the AI agent, and create a pull request with the AI agent's changes. /guideme Leave a comment with /guideme --reop=owner/repo-name to get a step-by-step guide on how to solve the issue. Mar 7, 2024 #4: AI Palette Ask around your code We redesigned AI experience from the ground up, and AI Palette now takes center stage. The AI Palette lets you chat about around your codebase, and initiate AI Agents to perform repository-wide tasks. Slash commands You can interact with AI Palette using slash commands. /ask: Lets you talk with an AI that understands your codebase. /code: Initiates an AI agent to perform a repository-wide task. Jan 21, 2024 Interactive Previews: Holistic Solution for Full Stack Devs When it comes to visual systems, feedback can also be given while looking at the same monitor, and not at the code. To mimic this live and dynamic interaction between human developers within the Fine system, we are proud to introduce ‘Interactive Preview'. Today, we are excited to announce the release of Fine’s latest version, carefully crafted with the needs of full stack developers at the forefront. The brand-new version gives users an intuitive environment for software development powered by AI agents. The undeniable highlight being the 'Interactive Preview' feature that fundamentally transforms code development by closing the loop and offering a real-time feedback mechanism for developers. Feedback is an essential element of software development. This is true for human developers as it is for our AI agents. The more detailed and timely feedback an AI agent can access, the better it becomes at understanding tasks, refining responses, and improving overall function. Often while working in a team, a developer states their opinion about the piece of code or design another team member created. When it comes to visual systems, feedback can also be given while looking at the same monitor, and not at the code. To mimic this live and dynamic interaction between human developers within the Fine system, we are proud to introduce ‘Interactive Preview'. Interactive Preview puts our users in direct control, just like a movie director guiding their actors. Developers can run their code, see the results in real time, and provide feedback directly to the AI agents. It gives developers the option to guide their AI agents as they would guide a team member, helping them understand what works, what doesn’t, and where there's room for improvement. Essentially, forming a closed cycle of task assignment, execution, feedback, and improvement. Just as real-life feedback sessions bring about clarity, refinement, and consistent improvement, Interactive Preview ensures our AI agents continue advancing in their capabilities. It's a quintessential feature that makes Fine more than a tool - it's a dynamic, adaptive, and collaborative solution, fulfilling the vision of a truly integrated human-AI software development environment. Tailored For Full Stack Developers At Fine we are constantly thinking about the end goal: building the virtual developer. Our ‘Interactive Preview' is a testament to our commitment to continuous innovation and giving our users the best possible experience. By offering developers the ability to run their codes and provide live feedback to their AI agents, we're facilitating a more sophisticated, seamless, and interactive programming environment. Full stack developers, who handle both front-end and back-end processes, require a solution that makes the entire software engineering process more efficient. Now, the AI agents don’t just understand the development context from the provided codebase and documentation, but also take into account the live feedback, becoming even smarter and more efficient. Think of it as an always available, always eager-to-learn colleague. No matter how many times you run your code, or how many comments you share, the AI agents learn from your feedback, adapting and evolving to better serve you. The more you interact, the more they understand your unique style, your project's specific needs, and the more accurate their solutions become. Oct 5, 2023 Introducing new features, new interface, bug fixes and backend upgrades, along with recent content and upcoming events. Today we are releasing a new version of Fine. In this update we solved many of the issues that users faced in the previous days. If you had trouble setting up a project or running an agent recently, this version might have solved it, so give it a go. We’ve got a new batch of product updates, playbooks, and upcoming events for ya. Here's the latest: 🚀 What's New in Fine Agents take central stage : We removed the tabs interface and moved the specifications to a panel on the right side of the screen. The main interface will now be dedicated to working with the AI agents: planning, executing, and revising. Manually stage files for the Agent’s editing : In our latest product update, we introduced mentioning via '@'. This week we introduce manually staging files for the agent to edit. More control, better precision. Improvements to our DB infrastructure allows importing larger projects : If you previously tried to import a large project there's a good chance the import failed. We now support larger projects, so feel free to try again. Added GPT-4-32k to our backend : With less limitations on context and rate, the product now works faster, and the quality of suggested tasks and generated code increased. UX Improvement : We improved the “revision” UX (the pencil button), and added file icons to indicate the file type. Notebooks can now be deleted : Following multiple requests from the community - Projects and Notebooks can now be deleted. Click the Kebab Menu at the top right to reveal the option. Multiple Workspaces bugs fixed : Member invitation status now updates, invites are being sent correctly, and the confirmation toast closes correctly. Graceful error handling : Fine now handles failed tasks with retry mechanisms, and better logging. <- Previous Page Next Page -> Never miss an update Take control of your business Find out about our latest product changes as we continue improving Stellar to enable your team to collaborate better. Subscribe -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:47:40 |
https://www.11ty.dev/docs/plugins/serverless/ | Serverless — Eleventy Skip to navigation Skip to main content 11ty Get Started Blog Community Versions v3 Stable v2 v1 v0 History Firehose Search Search GitHub YouTube Mastodon Bluesky Discord Font Awesome Blog Eleventy, 2025 in Review Versions Stable 3.1.2 Canary 4.0.0-alpha.6 Introduction Get Started Why Eleventy? Performance Learn Glossary Opening a Terminal Installing JavaScript CommonJS, ESM, TypeScript Starter Projects Tutorials Quick Tips Community How can I contribute? Code of Conduct Blog Firehose 11ty Bundle Leaderboards Eleventy Meetup 11ty Conference Guide Guide Get Started Command Line Usage Add a Configuration File Copy Files to Output Add CSS, JS, Fonts Importing Content Configure Templates with Data Permalinks Layouts Collections Collections API Content Dates Create Pages From Data Pagination Pagination Navigation Using Data in Templates Eleventy Supplied Data Data Cascade Front Matter Data Custom Front Matter Template & Directory Data Files Global Data Files Config Global Data Computed Data JavaScript Data Files Custom Data File Formats Validate Data Template Languages HTML Markdown MDX JavaScript JSX TypeScript Custom WebC Nunjucks Liquid Handlebars Mustache EJS HAML Pug Sass Virtual Templates Overriding Languages Template Features Ignore Files Preprocess Content Postprocess Content Filters url slugify log get*CollectionItem inputPathToUrl Shortcodes getBundle getBundleFileUrl Environment Variables Internationalization (i18n) Watch Files and Dev Servers Eleventy Dev Server Vite Common Pitfalls Advanced Release History Programmatic API Configuration Events Order of Operations Plugins Plugins Create or use Plugins Image Fetch <is-land> Render Internationalization (i18n) RSS Upgrade Helper Syntax Highlighting InputPath to URL Navigation HTML <base> Bundle Id Attribute Community Plugins Retired Plugins Services Services Deployment & Hosting Using a CMS Runtime APIs Screenshots OpenGraph Image IndieWeb Avatar Generator Image Hosting Image Sparklines Breadcrumbs: Ecosystem Plugins Retired Plugins Serverless ERROR Feature Removal : Per the results of our Eleventy Community Survey 2023 (and announced in our first alpha and beta releases ), this feature was removed in Eleventy 3.0. You can go back to the v2 documentation or create your own serverless bundle using the Eleventy programmatic API . Read the Blog Follow on Mastodon Follow on Bluesky Subscribe to the Newsletter Watch on YouTube Star on GitHub Chat on Discord Twitter Gold Sponsors CloudCannon Silver Sponsors ×728 Supporters 19.2k Star Eleventy on GitHub! This is an easy way to support our underrated project and help boost our rank on both GitHub and jamstack.org ’s list of site generators. Built with Eleventy v4.0.0 Font Awesome Edit this page Accessibility Credits Firehose Style Guide 19.2k Stars 15.6M Downloads | 2026-01-13T08:47:40 |
https://dev.to/challenges/heroku-2025-08-27 | Heroku "Back to School" AI 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 > Heroku "Back to School" AI Challenge CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the Heroku "Back to School" AI Challenge Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts Heroku "Back to School" AI Challenge View Entries Please sign in to follow this challenge Make the back-to-school transition smoother, smarter, and more successful! Challenge Status: Ended Ended Join our next Challenge UPDATE 10/9/25: Winner announcement is delayed. We are so delighted to partner with Heroku for a new DEV challenge designed exclusively for students. Running through September 28 , the Heroku "Back to School" AI Challenge is all about building intelligent AI-powered experiences that make the back-to-school transition smoother, smarter, and more successful. We have one overarching prompt with three exciting ways to win! Each winner will receive: $1,000 USD DEV++ Exclusive DEV Badge All eligible student participants will receive a completion badge. We can't wait to see what you build! Key Dates Contest start: August 27, 2025 Submissions due: September 28, 2025 Winners announced: October 09, 2025 Badge Rewards Heroku "Back to School" Challenge Completion Badge Heroku "Back to School" Challenge Winner Badge Find Out More Ask questions and share your ideas on the Heroku "Back to School" AI Challenge Launch Post. View Launch Post Sponsored by Heroku Heroku is an AI PaaS that accelerates cloud-native AI app delivery supporting a range of languages, frameworks, managed data, inference, agents, & a marketplace for easy extensibility. Heroku streamlines custom app development, deployment, and operations, enabling teams to automate workflows, reduce friction, and build AI-driven apps without the complexity. Learn About Heroku → Challenge Prompt 💡 Build an AI-Powered Back to School Experience For this challenge, your mandate is to build an AI-Powered Back to School Experience . Create a multi-agent AI application that helps with any aspect of the back-to-school experience. Your application should incorporate one or more of the following Heroku AI features : Model Context Protocol (MCP) on Heroku Heroku Managed Inference and Agents pgvector for Heroku Postgres 👉 Additionally, your submission should fall under one of these categories: Student Success : Awarded to a top submission that directly supports student learning, organization, or academic achievement. Educator Empowerment : Awarded to a top submission with tools that help teachers, professors, or administrators be more effective. Crazy Creative : Awarded to a top submission with the most creative or unexpected use of AI for back-to-school needs. Think study planning assistants, classroom optimization tools, campus navigation systems, academic collaboration platforms, or anything else that makes returning to school better. The possibilities are endless! 📋 How To Participate In order to participate, you will need to enroll in the GitHub Student Developer Pack, sign up for the Heroku for GitHub Students Offer, and be a resident from one of the countries or territories listed below. 🧑🎓 Github Student Developer Pack Enrollment Enroll in the Github Student Developer Pack (if you haven't yet) Click the Heroku offer. Sign up for a Heroku account , or log into your account if you already have one. Apply for the "Heroku for Github" student offer Once these steps have been completed, your credits will be added to your Heroku account within 1-2- hours . Additional Notes Credits will be applied toward any Heroku products, including Heroku Dynos, Heroku Postgres and Heroku Key-Value Store, except for third-party Heroku Add-ons The offer is $13/mo credit for 2 years for a total of $312 credits. Credits won't carry over month to month, so it's use it or lose it. All students are required to add a valid payment method as part of the application process to cover third party total usage that the credits don't cover. See the Heroku for GitHub Students page for more information about the program. 🚀 Submitting Your Project When you're ready to submit your project, you will need to publish a post using the submission template below. If your submission qualifies for multiple categories, just publish one post and list all the categories it qualifies for. ⚠️ Eligibility Requirements 🌐 Geographic and Student Eligibility Geographic Eligibility: This challenge is open to residents of the following countries and territories: 50 United States (including the District of Columbia), Argentina, Australia, Belgium, Canada (excluding Quebec), Croatia, Cyprus, France, Germany, Hungary, India, Ireland, Japan, Latvia, Luxembourg, Morocco, Netherlands, New Zealand, Norway, Philippines, Singapore, Spain, South Africa, Ukraine, and United Kingdom. Student Status: All participants must be currently enrolled students with active access to the GitHub Student Developer Pack. Please refer to the registration instructions above for how to get access to the GitHub Student Developer Pack. If you do not meet these eligibility criteria, we encourage you to explore our other available challenges ! Submission Template Judging Criteria: Innovation and Creativity Technical Implementation User Experience and Impact Use of Heroku AI Features Documentation Quality Helpful Links & Resources Get started with Heroku AI by exploring their comprehensive documentation and resources. Heroku Documentation Heroku AI Managed Inference and Agents Add-on Working on MCP with Heroku pgvector on Heroku Postgres We recommend using Cursor IDE for development, which offers excellent MCP support and AI-powered coding assistance. Frequently Asked Questions Participation 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. 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. DEV does not handle prize-splitting, so in the event that your submission wins the shop gift, you will need to split that amongst yourselves. Thank you for understanding! How old do I have to be to participate? Participants need to be 18+ in order to participate. Submission Can I update my submission after the submission due date? No, please do not update your submission during the judging period. 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 , 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://... %} 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. What steps do I need to take to receive my cash prize? The winner (including each member of a team) may be required to sign and return an affidavit of eligibility and publicity/liability release, and provide any additional tax filing information (such as a W-9, social security number or Federal tax ID number) within seven (7) business days following the date of your first email notification. Heroku "Back to School" AI Challenge Rules NO PURCHASE NECESSARY. Open only to students 18+ with GitHub Student Developer Pack access. Contest entry period ends September 28, 2025 at 11:59 PM PDT. Contest is void where prohibited or restricted by law or regulation. All entries must be submitted during the contest period. For Official Rules, see Heroku Back to School 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 | 2026-01-13T08:47:40 |
https://www.suprsend.com/smtp-errors | SMTP Error Codes: Descriptions and Fixes | SuprSend Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error Codes: Descriptions and Fixes Your ultimate reference for SMTP error codes, including detailed descriptions and fixes for email delivery errors List of SMTP Error Codes: SMTP Error 101 SMTP Error 111 SMTP Error 221 SMTP Error 250 SMTP Error 420 SMTP Error 421 SMTP Error 422 SMTP Error 431 SMTP Error 432 SMTP Error 441 SMTP Error 442 SMTP Error 446 SMTP Error 447 SMTP Error 449 SMTP Error 450 SMTP Error 452 SMTP Error 453 SMTP Error 454 SMTP Error 455 SMTP Error 458 SMTP Error 459 SMTP Error 471 SMTP Error 451 SMTP Error 500 SMTP Error 501 SMTP Error 502 SMTP Error 503 SMTP Error 504 SMTP Error 510 SMTP Error 511 SMTP Error 512 SMTP Error 513 SMTP Error 515 SMTP Error 517 SMTP Error 521 SMTP Error 522 SMTP Error 523 SMTP Error 530 SMTP Error 531 SMTP Error 533 SMTP Error 534 SMTP Error 535 SMTP Error 538 SMTP Error 540 SMTP Error 541 SMTP Error 542 SMTP Error 543 SMTP Error 546 SMTP Error 547 SMTP Error 550 SMTP Error 551 SMTP Error 552 SMTP Error 553 SMTP Error 554 SMTP Error 555 SMTP Error 556 SMTP Error: Data Not Accepted SMTP Error from Remote Mail Server After End of Data SMTP Connect Error 10060 Error: SMTP Error Could not authenticate Error: SMTP mail not Working Error - SMTP not working in python Error: Suddenlink SMTP Server Not Working Error: SMTP is not working on the server Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. 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https://www.highlight.io/docs | Welcome to highlight.io Star us on GitHub Star Docs Sign in Sign up General Docs Welcome to highlight.io Get Started Roadmap Company Values Compliance & Security Open Source Contributing Overview GraphQL Backend Frontend (app.highlight.io) Landing Site (highlight.io) Documentation End to End SDK Example Apps Adding an SDK Application Architecture GitHub Code Spaces Code Style Good First Issues Self-hosting Self-hosted [Dev] Self-hosted [Hobby] Self-hosted [Enterprise] Telemetry Our Competitors Product Philosophy Product Features Session Replay Overview Canvas & Iframe Dev-tool Window Recording Tracking Users & Recording Events Filtering Sessions GraphQL Live Mode Performance Impact Player Session Caching Rage Clicks Request Proxying Session Search Extracting the Session URL Session Search Deep Linking Shadow Dom + Web Components Error Monitoring Overview Enhancing Errors with GitHub Error Search Filtering Errors Grouping Errors Managing Errors Manually Reporting Errors Sourcemaps General Features Overview Alerts Comments Digests Environments Search Segments Services Webhooks Logging Overview Log Alerts Log Search Tracing Overview Trace Search Dashboards Overview Dashboard Management Metrics Tutorials Service Latency Web Vitals & Page Speed User Engagement User Analytics Graphing Drilldown Event Search Dashboard Variables SQL Editor Metrics (beta) Overview Frequently Asked Questions. Integrations Integrations Overview Amplitude Integration ClickUp Integration Discord Integration Electron Support Front Integration GitHub Integration Grafana Integration Overview Setup Dashboards Alerts Height Integration Intercom Integration Jira Integration LaunchDarkly Integration Linear Integration Mixpanel Integration Nuxt Integration Pendo Integration Segment Integration Slack Integration Vercel Integration WordPress Plugin Highlight.io Changelog Overview Changelog 12 (02/17) Changelog 13 (02/24) Changelog 14 (03/03) Changelog 15 (03/11) Changelog 16 (03/19) Changelog 17 (04/07) Changelog 18 (04/26) Changelog 19 (05/22) Changelog 20 (06/06) Changelog 21 (06/21) Changelog 22 (08/07) Changelog 23 (08/22) Changelog 24 (09/11) Changelog 25 (10/03) Changelog 26 (11/08) Changelog 27 (12/22) Changelog 28 (3/6) Changelog 29 (4/2) Menu Highlight Docs Welcome to highlight.io Get Started Roadmap Company Values Compliance & Security Open Source Contributing Overview GraphQL Backend Frontend (app.highlight.io) Landing Site (highlight.io) Documentation End to End SDK Example Apps Adding an SDK Application Architecture GitHub Code Spaces Code Style Good First Issues Self-hosting Self-hosted [Dev] Self-hosted [Hobby] Self-hosted [Enterprise] Telemetry Our Competitors Product Philosophy Product Features Session Replay Overview Canvas & Iframe Dev-tool Window Recording Tracking Users & Recording Events Filtering Sessions GraphQL Live Mode Performance Impact Player Session Caching Rage Clicks Request Proxying Session Search Extracting the Session URL Session Search Deep Linking Shadow Dom + Web Components Error Monitoring Overview Enhancing Errors with GitHub Error Search Filtering Errors Grouping Errors Managing Errors Manually Reporting Errors Sourcemaps General Features Overview Alerts Comments Digests Environments Search Segments Services Webhooks Logging Overview Log Alerts Log Search Tracing Overview Trace Search Dashboards Overview Dashboard Management Metrics Tutorials Service Latency Web Vitals & Page Speed User Engagement User Analytics Graphing Drilldown Event Search Dashboard Variables SQL Editor Metrics (beta) Overview Frequently Asked Questions. Integrations Integrations Overview Amplitude Integration ClickUp Integration Discord Integration Electron Support Front Integration GitHub Integration Grafana Integration Overview Setup Dashboards Alerts Height Integration Intercom Integration Jira Integration LaunchDarkly Integration Linear Integration Mixpanel Integration Nuxt Integration Pendo Integration Segment Integration Slack Integration Vercel Integration WordPress Plugin Highlight.io Changelog Overview Changelog 12 (02/17) Changelog 13 (02/24) Changelog 14 (03/03) Changelog 15 (03/11) Changelog 16 (03/19) Changelog 17 (04/07) Changelog 18 (04/26) Changelog 19 (05/22) Changelog 20 (06/06) Changelog 21 (06/21) Changelog 22 (08/07) Changelog 23 (08/22) Changelog 24 (09/11) Changelog 25 (10/03) Changelog 26 (11/08) Changelog 27 (12/22) Changelog 28 (3/6) Changelog 29 (4/2) Getting Started Getting Started with Highlight Fullstack Mapping Browser React.js Next.js Remix Vue.js Angular Gatsby.js SvelteKit Electron highlight.run SDK Overview Canvas & WebGL Console Messages Content-Security-Policy Identifying Users iframe Recording Monkey Patches Browser OpenTelemetry Persistent Asset Storage Privacy Proxying Highlight React.js Error Boundary Recording Network Requests and Responses Recording WebSocket Events Salesforce Lightning Web Components (LWC) Data Export Sourcemap Configuration Tracking Events Troubleshooting Upgrading Highlight Versioning Sessions & Errors Other React Native (beta) Server Go Overview chi Echo Fiber Gin GORM gqlgen Logrus Manual Tracing gorilla mux JS Overview Apollo AWS Lambda Cloudflare Workers Express.js Firebase Hono Nest.js Next.js Node.js Pino tRPC Winston Python Overview AWS Lambda Azure Functions Django FastAPI Flask Google Cloud Functions Loguru Other Frameworks Python AI / LLM Libraries Python Libraries Ruby Overview Other Frameworks Ruby on Rails Rust Overview actix-web No Framework Hosting Providers Overview Metrics in AWS Logging in AWS Logging in Azure Fly.io NATS Log Shipper Logging in GCP Heroku Log Drain Render Log Stream Logging in Trigger.dev Vercel Log Drain Elixir Overview Elixir App Java: All Frameworks PHP: All Frameworks C# .NET ASP C# .NET 4 ASP Docker / Docker Compose File Fluent Forward curl OpenTelemetry Protocol (OTLP) Syslog RFC5424 Systemd / Journald Native OpenTelemetry Overview Error Monitoring Logging Tracing Browser Instrumentation Metrics Fullstack Frameworks Overview Next.js Fullstack Overview Next.js Page Router Guide Next.js App Router Guide Edge Runtime Advanced Config Remix Walkthrough Self Host & Local Dev Overview Development deployment guide. Integrations Microsoft Teams self-hosted Hobby deployment guide. Traefik SSL Proxying. Docs Home SDK Client SDK API Reference Cloudflare Worker SDK API Reference Go SDK API Reference Hono SDK API Reference Java SDK API Reference Next.JS SDK API Reference Node.JS SDK API Reference Python SDK API Reference Ruby SDK API Reference Rust SDK API Reference Docs / Highlight Docs / Welcome to highlight.io Welcome to highlight.io Highlight has been acquired by LaunchDarkly ! Want to know more about our plans for the future? Read the press release . This docs site is no longer being updated. Instead, check out the LaunchDarkly observability docs . highlight.io is monitoring software for the next generation of developers. And it's all open source :). Get Started Get started with highlight.io. Instrument your frontend & backend. Our product highlight.io gives you fullstack visibility into your application by pairing session replay, error monitoring, and logging, allowing you to tie frontend issues with backend logs and performance issues. When highlight.io is fully integrated, this is what it looks like: About us Mission & Values. Details about our company, our values, and open source. Compliance & Security. Our security certificates, and contact details. Contributing to highlight.io Open source, self hosting highlight, and contributing. Self hosting highlight.io Open source, self hosting highlight, and contributing. Features Session Replay. Session replay features, how to get started, etc.. Error Monitoring. Error monitoring features, how to get started, etc.. Logging. Logging features, how to get started, etc.. Tracing. Tracing features, how to get started, etc.. Highlight Docs Get Started Overview Community / Support Suggest Edits? Follow us! [object Object] | 2026-01-13T08:47:40 |
https://dev.to/juweria_/what-i-wish-i-knew-before-deploying-my-first-backend-application-e07#comments | What I Wish I Knew Before Deploying My First Backend Application. - 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 juweria mohamood Posted on Jan 10 What I Wish I Knew Before Deploying My First Backend Application. # programming # devops # deployment # backend When I wrote my first backend application, I thought the hard part was over once the API worked locally. The endpoints responded, tests passed, and everything felt done. Deployment proved me wrong. Getting an application to run reliably on a server was a completely different challenge—one that I underestimated at the beginning. Looking back, there are a few lessons I wish I had learned earlier that would have saved me a lot of time and frustration. This post is a reflection on those early mistakes and what I do differently now. Deployment Is Not an Afterthought At first, I treated deployment as something to “figure out later.” I focused heavily on writing features and ignored how the application would actually run in production. What I learned quickly is that deployment decisions affect how you write code: How configuration is handled How errors are logged How services communicate How scalable the app can be Now, I think about deployment early—even when building small projects—because it shapes better engineering decisions from day one. The Server Is Not Your Local Machine One of my biggest early mistakes was assuming the server environment would behave like my laptop. It doesn’t. On a server, you have to think about: Linux file permissions Open ports and firewalls Environment variables Running processes in the background The first time my app “worked locally but not on the server,” I realized how important it is to understand the environment your code runs in—not just the code itself. Hardcoding Secrets Will Eventually Hurt You In my early projects, I didn’t give much thought to secrets. API keys and credentials lived in config files or environment-specific code. This is risky. Now, I make it a rule to: Use environment variables Never commit secrets Treat configuration as a first-class part of the application It’s a small habit that prevents big problems later. Logging Matters More Than You Think When something breaks in production, you don’t have a debugger attached. Early on, I had very little logging, which made debugging production issues painful. Today, I always make sure: Errors are logged clearly Logs are meaningful, not noisy I can understand what happened without guessing Good logging turns production issues from stressful mysteries into solvable problems. What I Do Differently Now With more experience, my approach has changed: I keep deployment setups simple I document steps clearly I automate where possible I test deployments early, even for small apps Most importantly, I treat deployment as part of the development process—not a separate task. Final Thoughts If you’re new to backend development, struggling with deployment is normal. Everyone goes through it. The good news is that each mistake teaches you something valuable. Over time, deployment stops feeling scary and starts feeling like just another engineering problem you know how to solve. In upcoming posts, I’ll share practical guides on deploying backend applications step by step, including FastAPI and cloud platforms like DigitalOcean. 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 juweria mohamood Follow Backend & DevOps engineer sharing hands-on guides on Python, JavaScript, AWS & DigitalOcean deployments, CI/CD, and real-world production lessons. Location Mogadishu, Somalia Education BSc in Computer Science, 2025 Pronouns she/her Work Software Engineer (Full-time) Joined Jan 4, 2026 Trending on DEV Community Hot AI should not be in Code Editors # programming # ai # productivity # discuss I Didn’t “Become” a Senior Developer. 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Increase visibility and widen impact By hosting projects on GitHub, nonprofits can increase their visibility and reach a broader audience. Whether it's sharing code libraries, publishing research, or showcasing success stories, GitHub provides nonprofits with a platform to amplify their impact and attract support from donors, funders, volunteers, and partners. Tap into the open source community GitHub is home to the largest open source community on the planet - over 100 million developers. Whether you’re scaling your organization or just learning how to code, GitHub is your home. Join the world’s largest developer platform to build the innovations that empower humanity. “ GitHub provides us with a platform to amplify the critical needs of forcibly displaced persons and attract support from donors, volunteers, and partners, while also tapping into skills and resources of an incredible developer community. 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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 Henry Boisdequin Posted on Nov 29, 2020 React vs Vue vs Angular vs Svelte # react # vue # angular # svelte In this article, I'm going to cover which of the top Javascript frontend frameworks: React, Vue, Angular, or Svelte is the best at certain factors and which one is the best for you. There are going to be 5 factors which we are going to look at: popularity, community/resources, performance, learning curve, and real-world examples. Before diving into any of these factors, let's take a look at what these frameworks are. 🔵 React Developed By : Facebook Open-source : Yes Licence : MIT Licence Initial Release : March 2013 Github Repo : https://github.com/facebook/react Description : React is a JavaScript library for building user interfaces. Pros : Easy to learn and use Component-based: reusable code Performant and fast Large community Cons : JSX is required Poor documentation 🟢 Vue Developed By : Evan You Open-source : Yes Licence : MIT Licence Initial Release : Feburary 2014 Github Repo : https://github.com/vuejs/vue Description : Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web. Pros : Performant and fast Component-based: reusable code Easy to learn and use Good and intuitive documentation Cons : Fewer resources compared to a framework like React Over flexibility at times 🔴 Angular Developed By : Google Open-source : Yes Licence : MIT Licence Initial Release : September 2016 Github Repo : https://github.com/angular/angular Description : Angular is a development platform for building mobile and desktop web applications using Typescript/JavaScript and other languages. Pros : Fast server performance MVC Architecture implementation Component-based: reusable code Good and intuitive documentation Cons : Steep learning curve Angular is very complex 🟠 Svelte Developed By : Rich Harris Open-source : Yes Licence : MIT Licence Initial Release : November 2016 Github Repo : https://github.com/sveltejs/svelte Description : Svelte is a new way to build web applications. It's a compiler that takes your declarative components and converts them into efficient JavaScript that surgically updates the DOM. Pros : No virtual DOM Truly reactive Easy to learn and use Component-based: reusable code Cons : Small community Confusion in variable names and syntax The 1st Factor: Popularity All of these options are extremely popular and are used by loads of developers. I'm going to compare these 4 frameworks in google trends, NPM trends, and the Stackoverflow 2020 survey results to see which one is the most popular. Note: Remember that popularity doesn't mean it has the largest community and resources. Google Trends Google trends measures the number of searches for a certain topic. Let's have a look at the results: Note: React is blue, Angular is red, Svelte is gold, Vue is green. The image above contains the trends for these 4 frontend frameworks over the past 5 years. As you can see, Angular and React are by far the most searched, with React being searched more than Angular. While Vue sits in the middle, Svelte is the clear least searched framework. Although Google Trends gives us the number of search results, it may be a bit deceiving so lets of on to NPM trends. NPM Trends NPM Trends is a tool created by John Potter, used to compare NPM packages popularity. This measures how many times a certain NPM package was downloaded. As you can see, React is clearly the most popular in terms of NPM package downloads. Angular and Vue are very similar on the chart, with them going back and forth while Svelte sits at the bottom once again. Stackoverflow 2020 Survey In February of 2020, close to 65 thousand developers filled out the Stackoverflow survey. This survey is the best in terms of what the actual developer community uses, loves, dreads, and wants. Above is the info for the most popular web frameworks. As you can see React and Angular are 2nd and 3rd but React still has a monumental lead. Vue sits happily in the middle but Svelte is nowhere to be seen. Above are the results for the most loved web frameworks. As you can see, React is still 2nd and this time Vue sits in 3rd. Angular is in the middle of the bunch, but yet again Svelte is not there. Note: Angular.js is not Angular Above are the most dreaded web frameworks. As you can see React and Vue are towards the bottom (which is good) while Angular is one of the most dreaded web frameworks. This is because React and Vue developers tend to make fun of Angular, mostly because of its predecessor Angular.js . Svelte is not on this list which is good for the framework. Explaining Svelte's "Bad" Results Some may say that Svelte performed poorly compared to the other 3 frameworks in this category. You would be right. Svelte is the new kid on the block, not many people are using it or know about it. Think of React, Vue, or Angular in their early stages: that's what Svelte is currently. Most of these frontend frameworks comparisons are between React, Vue, or Angular but since I think that Svelte is promising, I wanted to include it in this comparison. Most of the other factors, Svelte is ranking quite highly in. Wrapping up the 1st Factor: Popularity From the three different trends/surveys, we can conclude that React is the most popular out of the three but with Vue and Angular just behind. Popularity: React Angular Vue Svelte Note: it was very hard to choose between Angular and Vue since they are very close together but I think Angular just edges out Vue in the present day. The 2nd Factor: Community & Resources This factor will be about which framework has the best community and resources. This is a crucial factor as this helps you learn the technology and get help when you are stuck. We are going to be looking at the courses available and the community size behind these frameworks. Let's jump right into it! React React has a massive amount of resources and community members behind it. Firstly, they have a Spectrum chat which usually has around 200 developers looking to help you online. Also, they have a massive amount of Stackoverflow developers looking to help you. There are 262,951 Stackoverflow questions on React, one of the most active Stackoverflow tags. React also has a bunch of resources and tutorials. If you search up React tutorial there will be countless tutorials waiting for you. Here are my recommended React tutorials for getting started: Free: https://youtu.be/4UZrsTqkcW4 Paid: https://www.udemy.com/course/complete-react-developer-zero-to-mastery/ Vue Vue also has loads of resources and a large community but not as large as React. Vue has a Gitter chat with over 19,000 members. In addition, they have a massive Stackoverflow community with 68,778 questions. Where Vue really shines is its resources. Vue has more resources than I could imagine. Here are my recommended Vue tutorials for getting started: Free: https://youtu.be/e-E0UB-YDRk Paid: https://www.udemy.com/course/vuejs-2-the-complete-guide/ Angular Angular has a massive community. Their Gitter chat has over 22,489 people waiting to help you. Also, their Stackoverflow questions asked is over 238,506. Like React and Vue, Angular has a massive amount of resources to help you learn the framework. A downfall to these resources is that most of them are outdated (1-2 years old) but you can still find some great tutorials. Here are my recommended Angular tutorials for getting started: Free: https://youtu.be/Fdf5aTYRW0E Paid: https://www.udemy.com/course/the-complete-guide-to-angular-2/ Svelte Svelte has a growing community yet still has many quality tutorials and resources. An awesome guide to Svelte and their community is here: https://svelte-community.netlify.app . They have a decent Stackoverflow community with over 1,300 questions asked. Also, they have an awesome Discord community with over 1,500 members online on average. Svelte has a lot of great tutorials and resources, despite it only coming on to the world stage quite recently. Here are my recommended Svelte tutorials for getting started: Free: https://www.youtube.com/watch?v=zojEMeQGGHs&list=PL4cUxeGkcC9hlbrVO_2QFVqVPhlZmz7tO Paid: https://www.udemy.com/course/sveltejs-the-complete-guide/ Wrapping up the 2nd Factor: Community & Resources From just looking at the Stackoverflow community and the available resources, we can conclude that all of these 4 frameworks have a massive community and available resources. Community & Resources: React Vue & Angular* Svelte *I really couldn't decide between the two! The 3rd Factor: Performance In this factor, I will be going over which of these frameworks are the most performant. There are going to be three main components to this factor: speed test, startup test, and the memory allocation test. I will be using this website to compare the speed of all frameworks. Speed Test This test will compare each of the frameworks in a set of tasks and find out the speed of which they complete them. Let's have a look at the results. As you can see, just by the colours that Svelte and Vue are indeed the most performant in this category. This table has the name of the actions on one side and the results on the other. At the bottom of the table, we can see something called slowdown geometric mean. Slowdown geometric mean is an indicator of overall performance and speed by a framework. From this, we can conclude that this category ranking: Vue - 1.17 slowdown geometric mean Svelte - 1.19 slowdown geometric mean React & Angular - 1.27 slowdown geometric mean Startup Test The startup test measures how long it takes for one of these frameworks to "startup". Let's see the table. As you can see, Svelte is the clear winner. For every single one of these performance tests, Svelte is blazing fast (if you want to know how Svelte does this, move to the "Why is Svelte so performant?" section). From these results, we can create this category ranking. Svelte Vue React Angular Memory Test The memory test sees which framework takes up the least amount of memory for the same test. Let's jump into the results. Similarly to the startup test, Svelte is clearly on top. Vue and React are quite similar while Angular (once again) is the least performant. From this, we can derive this category ranking. Svelte Vue React Angular Why is Svelte so performant? TL;DR: No Virtual DOM Compiled to just JS Small bundles Before looking at why Svelte is how performant, we need to understand how Svelte works. Svelte is not compiled to JS, HTML, and CSS files. You might be thinking: what!? But that's right, instead of doing that it compiles highly optimized JS files. This means that the application needs no dependencies to start and it's blazing fast. This way no virtual DOM is needed. Your components are compiled to Javascript and the DOM doesn't need to update. Also, it also takes up little memory as it complies in highly optimized, small bundles of Javascript. Wrapping up the 3rd Factor: Performance Svelte made a huge push in this factor, blowing away the others! From the three categories, let's rank these frameworks in terms of performance. Svelte Vue React Angular The 4th Factor: Learning Curve In this factor, we will be looking at how long and how easy it is to be able to build real-world (frontend-only) applications. This is one of the most important factors if you are looking to get going with this framework quickly. Let's dive right into it. React React is super easy to learn. React almost takes no time to learn, I would even say if you are proficient at Javascript and HTML, you can learn the basics in a day. Since we are looking about how long it takes to build a real-world project, this is the list of things you need to learn: How React works JSX State Props Main Hooks useState useEffect useRef useMemo Components NPM, Bebel, Webpack, ES6+ Functional Components vs Class Components React Router Create React App, Next.js, or Gatsby Optional but recommended: Redux, Recoil, Zustand, or Providers Vue In my opinion, Vue takes a bit more time than React to build a real project. With a bit of work, you could learn the Vue fundamentals in less than 3 days. Although Vue takes longer to learn, it is definitely one of the fastest popular Javascript frameworks to learn. Here is the list of things you need to learn: How Vue Works .vue files NPM, Bebel, Webpack, ES6+ State management Vuex Components create-vue-app/Vue CLI Vue Router Declarative Rendering Conditionals and Loops Vue Instance Vue Shorthands Optional: Nuxt.js, Vuetify, NativeScript-Vue Angular Angular is a massive framework, much larger than any other in this comparison. This may be why Angular is not as performant as other frameworks such as React, Svelte, or Vue. To learn the basics of Angular, it could take a week or more. Here are the things you need to learn to build a real-world app in Angular: How Angular Works Typescript Data Types Defining Types Type Inference Interfaces Union Types Function type definitions Two-way data binding Dependency Injection Components Routing NPM, Bebel, Webpack, ES6+ Directives Templates HTTP Client Svelte One could argue that Svelte is the easiest framework to learn in this comparison. I would agree with that. Svelte's syntax is very similar to an HTML file. I would say that you could learn the Svelte basics in a day. Here are the things you need to learn to build a real-world app in Svelte: How Svelte Works .svelte files NPM, Bebel, Webpack, ES6+ Reactivity Props If, Else, Else ifs/Logic Events Binding Lifecycle Methods Context API State in Svelte Svelte Routing Wrapping up the 4th Factor: Learning Curve All these frameworks (especially Vue, Svelte, and React) are extremely easy to learn, very much so when one is already proficient with Javascript and HTML. Let's rank these technologies in terms of their learning curve! (ordered in fastest to learn to longest to learn) Svelte React Vue Angular The 5th Factor: Real-world examples In this factor, the final factor, we will be looking at some real-world examples of apps using that particular framework. At the end of this factor, the technologies won't be ranking but it's up to you to see which of these framework's syntax and way of doing things you like best. Let's dive right into it! React Top 5 Real-world companies using React : Facebook, Instagram, Whatsapp, Yahoo!, Netflix Displaying "Hello World" in React : import React from ' react ' ; function App () { return ( < div > Hello World </ div > ); } Enter fullscreen mode Exit fullscreen mode Vue Top 5 Real-world companies using Vue : NASA, Gitlab, Nintendo, Grammarly, Adobe Displaying "Hello World" in Vue : < template > <h1> Hello World </h1> </ template > Enter fullscreen mode Exit fullscreen mode Angular Top 5 Real-world companies using Angular : Google, Microsoft, Deutsche Bank, Forbes, PayPal Displaying "Hello World" in Angular : import { Component } from ' @angular/core ' ; @ Component ({ selector : ' my-app ' , template : &lt;h1&gt;Hello World&lt;/h1&gt; , }) export class AppComponent ; Enter fullscreen mode Exit fullscreen mode Svelte Top 5 Real-world companies using Svelte : Alaska Air, Godaddy, Philips, Spotify, New York Times Displaying "Hello World" in Svelte : <h1> Hello world </h1> Enter fullscreen mode Exit fullscreen mode Wrapping up the 5th Factor: Real-world Examples Wow! Some huge companies that we use on a daily basis use the frameworks that we use. This shows that all of these frameworks can be used to build apps as big as these household names. Also, the syntax of all of these frameworks is extremely intuitive and easy to learn. You can decide which one you like best! Conculsion I know, you're looking for a ranking of all of these frameworks. It really depends but to fulfil your craving for a ranking, I'll give you my personal opinion : Svelte React Vue Angular This would be my ranking but based on these 5 factors, choose whichever framework you like best and feel yourself coding every day in, all of them are awesome. I hope that you found this article interesting and maybe picked a new framework to learn (I'm going to learn Svelte)! Please let me know which frontend framework you use and why you use it. Thanks for reading! Henry Top comments (47) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand stefanovualto stefanovualto stefanovualto Follow Joined Feb 5, 2018 • Nov 29 '20 Dropdown menu Copy link Hide Hi Henry, I mostly agree with the point 1,2,3. But point 4 is subjective depending on your background and previous knowledge. To improve your post, you should add a note explaining what's your background. Finally point 5 are not similar at all. The vue example is a complete page using a reactive property. Anyway as @johnpapa said in a talk, you can achieve almost the same result with any framework, pick the one which feels right for you... :) Like comment: Like comment: 13 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide Yes, I agree with you! I would recommend anyone to learn the framework which feels right for you. For the Vue example, I'm not an expert at Vue and don't know a better way to do it (if you have a smaller, more concise 'hello world' example, please comment it). I will definitely work an a 'what's my background section'. To explain it know: I've been using React in all my web dev projects. I have basic knowledge of Vue, Angular, and Svelte. After looking at these 5 factors, I plan to use Svelte for my coming projects. Thanks, @stefanovualto for the feedback! Like comment: Like comment: 8 likes Like Comment button Reply Collapse Expand Christopher Wray Christopher Wray Christopher Wray Follow Email chris@sol.company Location Pasco, WA Education Western Governors University Work Senior Software Engineer at Soltech Joined Jan 14, 2020 • Nov 29 '20 • Edited on Nov 29 • Edited Dropdown menu Copy link Hide In the Vue example you are using data components. For the others just plain html. You could have a Vue component with a template of just the h1 tag and no script. It would look more like the svelte example. Like comment: Like comment: 2 likes Like Thread Thread Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide ✅ Like comment: Like comment: 1 like Like Thread Thread stefanovualto stefanovualto stefanovualto Follow Joined Feb 5, 2018 • Nov 29 '20 • Edited on Nov 29 • Edited Dropdown menu Copy link Hide In your vue example, I think that you should expect to be in a .vue file lik le it seems to be in the others (I mean that you have the whole bundling machinery working under the hood). Then something similar would be: <template> <h1> Hello world! </h1> </template> Enter fullscreen mode Exit fullscreen mode Maybe a pro' for vue is that it can be adopted/used progressively without having to rely on building process (which I am assuming are mandatory for react, svelte and maybe angular). What I mean is that your previous example worked, but it wasn't comparable to the others. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Zen Zen Zen Follow Mahasiswa Psikologi Email muhzaini30@gmail.com Location Samarinda Education Psikologi, TI Work Developer Android at Toko sepeda Sinar Jaya Joined Mar 25, 2019 • Nov 30 '20 Dropdown menu Copy link Hide I'm usually using Svelte for my projects. Because, it's simple, write less, and get more Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Ryan Carniato Ryan Carniato Ryan Carniato Follow Frontend performance enthusiast and Fine-Grained Reactivity super fan. Author of the SolidJS UI library and MarkoJS Core Team Member. Location Portland, Oregon Education Computer Engineering B.A.Sc, University of British Columbia Work Principal Engineer, Open Source, Netlify Joined Jun 25, 2019 • Dec 3 '20 • Edited on Dec 3 • Edited Dropdown menu Copy link Hide A couple thoughts. "Requires JSX" a downside??? I almost stopped reading at that point. Template DSLs are more or less the same. If that's a con, doesn't support JSX could easily be seen as one. There are reasonable arguments for both sides and this shows extreme bias. Vue is "truly reactive" as well. Whatever that means. Your JS Framework Benchmark results are over 2 years old. Svelte and Vue 3 are both out and in the current results. He now publishes them per Chrome version. Here are the latest: krausest.github.io/js-framework-be... . It doesn't change the final positions much, but Svelte and Vue look much more favorable in newer results. If anyone is interested in how those benchmarks work in more detail I suggest reading: dev.to/ryansolid/making-sense-of-t... Like comment: Like comment: 6 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide I'm a React dev and it's my favourite framework out of the bunch. When I did some research and asked some other developers when they think of React they think of needing to learn JSX. For something like Svelte, all you need to know is HTML, CSS, and JS. I know that my benchmarks were two years old and I addressed this multiple times before: For the performance factor, I knew that the frameworks were a bit outdated but the general gist stated the same. Svelte 3 was released some time ago and that blows all of the other frameworks out of the water in terms of performance hence Svelte would stay on top. Vue and React are very similar in performance, Vue even says so themselves: vuejs.org/v2/guide/comparison.html. Since, Angular is a massive framework with built-in routing, etc, its performance didn't become better than Vue, React, or Svelte in its newer versions. Thanks for the new benchmark website, I will definitely be using that in the future. Also, I just read your benchmark article and its a good explanation on how these benchmarks work. Thanks for your input. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Ryan Carniato Ryan Carniato Ryan Carniato Follow Frontend performance enthusiast and Fine-Grained Reactivity super fan. Author of the SolidJS UI library and MarkoJS Core Team Member. Location Portland, Oregon Education Computer Engineering B.A.Sc, University of British Columbia Work Principal Engineer, Open Source, Netlify Joined Jun 25, 2019 • Dec 3 '20 • Edited on Dec 3 • Edited Dropdown menu Copy link Hide Here's the index page where he posts new results as they come up: krausest.github.io/js-framework-be... When I did some research and asked some other developers when they think of React they think of needing to learn JSX. For something like Svelte, all you need to know is HTML, CSS, and JS. Svelte has good marketing clearly. Is this HTML? <label> <input type= "checkbox" bind:checked= {visible} > visible </label> {#if visible} <p transition:fade > Fades in and out </p> {/if} Enter fullscreen mode Exit fullscreen mode Or this HTML? <a @ [event]= "doSomething" > ... </a> <ul id= "example-1" > <li v-for= "item in items" :key= "item.message" > {{ item.message }} </li> </ul> Enter fullscreen mode Exit fullscreen mode How about this? <form onSubmit= {handleSubmit} > <label htmlFor= "new-todo" > What needs to be done? </label> <input id= "new-todo" onChange= {handleChange} value= {text} /> <button> Add #{items.length + 1} </button> </form> Enter fullscreen mode Exit fullscreen mode Like comment: Like comment: 4 likes Like Thread Thread Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide That's why a con of Svelte is its syntax (I added that in my post). This is more explanation to that point: Firstly, for confusion in variable names, I'm talking about how Svelte handles state. Coming from React, state would only be initialized with the useState hook. In Svelte, all the variables you make is state which could be confusing for someone just learning Svelte. Also, for the confusion in syntax, I'm talking about the confusion in logic. For example, if statements in Svelte are different than the usual Javascript if statements which could cause some confusion/more learning time for beginners. There are also other examples of this. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Zen Zen Zen Follow Mahasiswa Psikologi Email muhzaini30@gmail.com Location Samarinda Education Psikologi, TI Work Developer Android at Toko sepeda Sinar Jaya Joined Mar 25, 2019 • Nov 29 '20 Dropdown menu Copy link Hide why svelte is not seen in search trend? because, svelte's docs is very easy to new comer in this framework Like comment: Like comment: 7 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide I'm not really sure @mzaini30 . A great pro of Svelte is its docs and tutorial on its website. I think in 1-2 years, you are going to see Svelte at least where Vue is in the search trends. Most of the search trends come from developers asking questions like how to fix this error, or how to do this but since not many people use Svelte (compared to the other frameworks) there are not many questions being asked. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Bergamof Bergamof Bergamof Follow Location Bordeaux, France Education 3iL Work Senior Developer at IPPON Technologies Joined Nov 30, 2020 • Nov 30 '20 Dropdown menu Copy link Hide Sure! Too bad the great Svelte tutorial was not mentioned. Like comment: Like comment: 1 like Like Thread Thread Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 30 '20 Dropdown menu Copy link Hide It's a great tutorial, but I decided to just add video tutorials. In the community factor, I give a link to the Svelte community website which features that tutorial! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Writing code for 35+ years and still enjoy it... Location Krakow, Poland Work Senior Software Engineer Joined Mar 14, 2019 • Dec 3 '20 Dropdown menu Copy link Hide Sad that Solid not even mentioned, although it's the one of the best performing frameworks. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide I've never actually heard of solid. I'll check it out! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Writing code for 35+ years and still enjoy it... Location Krakow, Poland Work Senior Software Engineer Joined Mar 14, 2019 • Dec 3 '20 Dropdown menu Copy link Hide Well, author of the Solid is even commented in this topic. Like comment: Like comment: 3 likes Like Thread Thread Ryan Carniato Ryan Carniato Ryan Carniato Follow Frontend performance enthusiast and Fine-Grained Reactivity super fan. Author of the SolidJS UI library and MarkoJS Core Team Member. Location Portland, Oregon Education Computer Engineering B.A.Sc, University of British Columbia Work Principal Engineer, Open Source, Netlify Joined Jun 25, 2019 • Dec 16 '20 Dropdown menu Copy link Hide To be fair, performance is only one area and arguably the least important. Even if Solid completely dominates across the board in all things performance by a considerable margin, we have a long way before popularity, community, or realworld usage really makes it worth even being in a comparison of this nature. But I appreciate the sentiment. Like comment: Like comment: 4 likes Like Thread Thread Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Writing code for 35+ years and still enjoy it... Location Krakow, Poland Work Senior Software Engineer Joined Mar 14, 2019 • Dec 16 '20 Dropdown menu Copy link Hide Well, good performance across the board usually is a clear sign of high technical quality of design and implementation. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand dallgoot dallgoot dallgoot Follow Location France Joined Oct 3, 2017 • Jan 2 '21 Dropdown menu Copy link Hide I don't want to start a flamewar but i see a trend where React is considered the -only- viable framework and -some- people reacting like religious zealots against any critics because "it's the best ! it's made by Facebook!" React is too hyped IMHO. Svelte is a a true innovation. And yes performance matters. Angular and Vue may lose traction with time... i think... i fail to see their distinctive useful points. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Jan 2 '21 Dropdown menu Copy link Hide I completely agree with you. Most React devs now will not try any other framework and just make fun of the others. I completely agree that React is too hyped. Unfortunately, as you stated, Angular and Vue are losing some traction. I also agree with you that Svelte is a true innovation, this is why I put Svelte at number 1! For 2021, I will focus on using Svelte. Thanks for reading! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sylvain Simao Sylvain Simao Sylvain Simao Follow Building kuizto.co 🥦🍄🥔🥕 • Fractional CTO sylvainsimao.com • Prev CTO at Travis, Tech Director at ClemengerBBDO • Love building for the web! Location Brisbane, Australia Work Founder at kuizto.co Joined Mar 7, 2019 • Dec 3 '20 Dropdown menu Copy link Hide React with a smaller learning curve than Vue.js 🤔 Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide They were very tight but I would say that React has a smaller learning curve as its more intuitive and has easier syntax than Vue. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Sylvain Simao Sylvain Simao Sylvain Simao Follow Building kuizto.co 🥦🍄🥔🥕 • Fractional CTO sylvainsimao.com • Prev CTO at Travis, Tech Director at ClemengerBBDO • Love building for the web! Location Brisbane, Australia Work Founder at kuizto.co Joined Mar 7, 2019 • Dec 4 '20 Dropdown menu Copy link Hide Sorry @hb , you've decided to go on a touchy subject by writing this article! I will have to disagree with you on that point. I think it's perfectly okay to prefer using React. There are many reasons why it is a good choice. However, an easy learning curve isn't part of it. Just so there is no ambiguity, after having used all the Frameworks from this article - my choice goes towards Vue.js and Svelte, but I'll try to remain as objective as possible. 1) According to the State of JS survey 2018 (not using 2019, because that same question wasn't part of last year's survey). From 20,268 developers interrogated, the number #1 argument about Vue.js is an easy learning curve. For React it comes at position #11 (top 3 beings: elegant programming style, rick package ecosystem, and well-established): 2018.stateofjs.com/front-end-frame... 2018.stateofjs.com/front-end-frame... 2) Main reason why Vue.js is labelled "The Progressive JavaScript Framework", is because it is progressive to implement and to learn. Before you can get started with React, you need to know about JSX and build systems. On the other end, Vue.js can be used just by dropping a single script tag into your page and using plain HTML and CSS. This makes a huge difference in terms of approachability of the Framework. 3) Maybe less objective on this one - but from my own professional experience with both Frameworks and leading teams of developers - it usually takes Junior Developers almost twice the time to become proficient with React than with Vue.js. Firstly because of what I mentioned in point number 2. Secondly, because React has few abstraction leaks that makes performance optimisation something developers have to deal with themselves (using memoize hooks). It's a concept that is hard to understand, but essentials if working on large applications. Thirdly, because of the documentation (as you mentioned in your article). And lastly because of the fragmented ecosystem of libraries that can quickly be overwhelming for Junior Devs. Again, I think there are a lot of reasons why React can be a good choice. But not because of the learning curve. Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Thorsten Hirsch Thorsten Hirsch Thorsten Hirsch Follow Joined Feb 5, 2017 • Nov 29 '20 Dropdown menu Copy link Hide Angular 6? Well, they just released version 11 and there was the switch to Ivy since version 6, so what about a more recent benchmark? And looking at the Google trends chart I wonder why all 3 (React/Angular/Vue) lost quite a bit of their popularity during the past months... any new kid on the block? It's obviously not Svelte, which could hardly benefit from the others' losses. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 30 '20 Dropdown menu Copy link Hide For the performance factor, I knew that the frameworks were a bit outdated but the general gist stated the same. Svelte 3 was released some time ago and that blows all of the other frameworks out of the water in terms of performance hence Svelte would stay on top. Vue and React are very similar in performance, Vue even says so themselves: vuejs.org/v2/guide/comparison.html . Since, Angular is a massive framework with built-in routing, etc, its performance didn't become better than Vue, React, or Svelte in its newer versions. For the search results, they are unpredictable. To my knowledge, there is no new kid on the block in terms of frontend Javascript frameworks. If anything, more people are using Web Assembly. As you can see from the search results graph, it goes up and down, changing all the time. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Shriji Shriji Shriji Follow Co-Founder @anoram. High-Performance JavaScript Apps. Location Canada Work DevOps at Anoram Joined May 31, 2020 • Nov 29 '20 Dropdown menu Copy link Hide Also, it would be great if you could give a little explanation of this point Confusion in variable names and syntax Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 30 '20 Dropdown menu Copy link Hide Firstly, for confusion in variable names, I'm talking about how Svelte handles state. Coming from React, state would only be initialized with the useState hook. In Svelte, all the variables you make is state which could be confusing for someone just learning Svelte. Also, for the confusion in syntax, I'm talking about the confusion in logic. For example, if statements in Svelte are different than the usual Javascript if statements which could cause some confusion/more learning time for beginners. There are also other examples of this. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Shriji Shriji Shriji Follow Co-Founder @anoram. High-Performance JavaScript Apps. Location Canada Work DevOps at Anoram Joined May 31, 2020 • Nov 30 '20 Dropdown menu Copy link Hide It makes syntax simpler TBH. React isn't even a direct comparison to Svelte. The only syntax that users will get accustomed to is $ assignments. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Shriji Shriji Shriji Follow Co-Founder @anoram. High-Performance JavaScript Apps. Location Canada Work DevOps at Anoram Joined May 31, 2020 • Nov 29 '20 Dropdown menu Copy link Hide You forgot to mention that Svelte has a great discord :) Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide I just had a look at it, a great tool! I'll add it to the post! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Nikola Nikola Nikola Follow Work Angular developer at Cinnamon Agency Joined Jan 21, 2020 • Nov 30 '20 Dropdown menu Copy link Hide Angular con: it is complex? what.... Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Nathan Cai Nathan Cai Nathan Cai Follow A JavaScript one trick pony who loves to code. I live and breath NodeJS, currently learning React and Angular. Location Toronto, Ontario, Canada Education High School Work Back End Developer at Ensemble Education Joined Jun 18, 2020 • Dec 1 '20 Dropdown menu Copy link Hide Learning Angular is actually no that bad until RXJS comes in Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 1 '20 Dropdown menu Copy link Hide You need to learn Typescript Smart/Dumb Components One-way Dataflow and Immutability And much more It's much more complex and harder to understand than the other frameworks on this list. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Nikola Nikola Nikola Follow Work Angular developer at Cinnamon Agency Joined Jan 21, 2020 • Dec 1 '20 Dropdown menu Copy link Hide learn typescript? You mean to start writing it... it's easy and intuitive, I'm writing Angular, React, and Node code only in typescript. Smart/Dumb Components? I really don't understand what is this referred to? Angular has two-way data biding, and even easier data passing to the child and back to the parent. And of course, it has more features, its framework, React is more like a library compared to Angular. Like comment: Like comment: 2 likes Like Thread Thread Hanster Hanster Hanster Follow Joined Oct 19, 2021 • Oct 19 '21 Dropdown menu Copy link Hide I fully agree. Comparing framework e.g angular against library e.g react, is like comparing a smart tv against a traditional tv. Of course smart tv is more challenging to learn it's usage, not because it's lousy, but it has more features beyond watching tv. Like comment: Like comment: 2 likes Like Comment button Reply View full discussion (47 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 . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Joined Oct 12, 2020 More from Henry Boisdequin Weekly Update #1 - 10th Jan 2021 # devjournal # rust # typescript # svelte The 6 Month Web Development Mastery Plan in 2020 — For Free # webdev # react # javascript # 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. 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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 > AssemblyAI Voice Agents Challenge CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the AssemblyAI Voice Agents Challenge Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts AssemblyAI Voice Agents Challenge View Entries Please sign in to follow this challenge Innovate with ultra fast, ultra accurate streaming speech-to-text. Challenge Status: Ended Ended Join our next Challenge We are so excited to bring the community our next challenge with AssemblyAI . Running through July 27 , the AssemblyAI Voice Agents is all about building with Universal-Streaming, AssemblyAI's most advanced real-time transcription API. Universal-Streaming is ultra fast (300ms latency!), ultra accurate, and offers intelligent endpointing to keep conversations flowing naturally. Prizes There are three distinct prompts for this challenge, with three opportunities to win. Each winner will receive: $1,000 USD 6-month DEV++ Membership Exclusive DEV Badge AssemblyAI Credits Sign up for AssemblyAI to get your free API key. There is no credit card required and AssemblyAI provides $50 worth of credits for new users, which should be sufficient for most challenge projects. Need Help? Join the AssemblyAI Slack Community for support from the Applied AI team! Challenge participants can ask API questions and connect with other developers. Get familiar with AssemblyAI's capabilities: Developer Docs Streaming Guides Slack Community We can't wait to see what you build with this transformative technology! Check out the three prompts below. Key Dates Contest start: July 16, 2025 Submissions due: July 27, 2025 Winners announced: August 07, 2025 Badge Rewards AssemblyAI Challenge Winner Badge AssemblyAI Challenge Completion Badge Find Out More Ask questions and share your ideas on the AssemblyAI Voice Agents Challenge Launch Post. View Launch Post Sponsored by AssemblyAI AssemblyAI provides the market's most comprehensive Speech AI toolkit through a single, powerful API. Our industry-leading models, including the groundbreaking Universal-Streaming, deliver superhuman speech-to-text accuracy with real-time capabilities. Advanced features like speaker detection, PII redaction, sentiment analysis, and content summarization transform audio into actionable insights for developers building the future of voice-enabled applications. Learn more → Challenge Prompts Business Automation Voice Agent Build a voice agent that automates real business processes - sales calls, customer support, appointment scheduling, lead qualification, etc. Showcase Universal-Streaming's accuracy in professional contexts with proper nouns, business terminology, and multi-step workflows. Focus on practical B2B/B2C applications that could actually be deployed. Submission Template Judging Criteria: Use of Underlying technology Usability and User Experience Accessibility Creativity Real-Time Voice Performance Create the fastest, most responsive voice experience possible using Universal-Streaming. Build an application where sub-300ms latency matters - voice-controlled interfaces, gaming, live translation, instant commands. Demonstrate technical optimization, performance benchmarking, and creative speed-dependent use cases. Submission Template Judging Criteria: Use of Underlying technology Usability and User Experience Accessibility Creativity Domain Expert Voice Agent Build a specialized voice agent with deep domain knowledge that can learn and improve from conversations . Focus on expertise in specific fields (legal, medical, technical support, education, etc.) and incorporate RAG (Retrieval-Augmented Generation) or conversation learning capabilities. Demonstrate how Universal-Streaming enables accurate domain-specific terminology recognition. Submission Template Judging Criteria: Use of Underlying technology Usability and User Experience Accessibility Creativity 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? 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. DEV does not handle prize-splitting, so in the event that your submission wins the shop gift, you will need to split that 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 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? 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https://github.com/jiwoomap/TradingAgents-Dashboard.git | GitHub - jiwoomap/TradingAgents-Dashboard: Open Source AI Stock Trading Bot with Obsidian Memory & Web Dashboard. 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Personal AI Financial Analyst using RAG & LLM Agents (Dockerized) License Apache-2.0 license 6 stars 5.3k forks Branches Tags Activity Star Notifications You must be signed in to change notification settings Code Issues 0 Pull requests 0 Discussions Actions Projects 0 Security Uh oh! There was an error while loading. Please reload this page . Insights Additional navigation options Code Issues Pull requests Discussions Actions Projects Security Insights jiwoomap/TradingAgents-Dashboard main Branches Tags Go to file Code Open more actions menu Folders and files Name Name Last commit message Last commit date Latest commit History 28 Commits .github .github assets assets cli cli tradingagents tradingagents .env.example .env.example .gitignore .gitignore .python-version .python-version Dockerfile Dockerfile LICENSE LICENSE README.md README.md app.py app.py docker-compose.yml docker-compose.yml docker-entrypoint.sh docker-entrypoint.sh main.py main.py pyproject.toml pyproject.toml requirements.txt requirements.txt run_scheduler.py run_scheduler.py scheduler_service.py scheduler_service.py setup.py setup.py test.py test.py uv.lock uv.lock View all files Repository files navigation README License 📈 TradingAgents-Dashboard (Personal Trading Room) 🚀 Your Personal AI Analyst with Long-term Memory. A Dockerized dashboard that turns TradingAgents into a personalized trading assistant. It not only analyzes the market but also remembers your insights via Markdown files (RAG). 📸 Click to view Dashboard Screenshot Real-time analysis and logging in the web dashboard 🎯 Project Goal: "Data Persistence & Growth" Most AI trading tools are "stateless"—they analyze and forget. TradingAgents-Dashboard is designed for individual traders who want to accumulate knowledge . Visualize: No more terminal logs. Watch agents debate in a clean Web UI. Persist: External news links rot, and data disappears. This tool auto-saves the full analysis context to your local storage, ensuring your knowledge base remains intact forever. Grow: Agents retrieve your past notes (RAG) to learn from previous successes and mistakes. Your trading data belongs to you, forever. ✨ Key Features Dockerized Setup: One-command deployment ( docker-compose up ). Web Dashboard: Interactive UI built with Streamlit. 🧠 Persistent Memory (RAG): Syncs analysis reports with your local Markdown files (compatible with Obsidian , VS Code, etc.) for long-term retention. ✅ Fact Checker: Physically validates news URLs to prevent hallucinations. Debate Transcript: Extracts key arguments into readable markdown. Auto-Summary: Generates structured AI summary reports ( _summary.md ). 🐳 Quick Start Prerequisites Docker & Docker Compose OpenAI API Key A directory for storing Markdown notes (e.g., Obsidian Vault, or any folder) Installation & Run Clone the repository: git clone https://github.com/jiwoomap/TradingAgents-Dashboard.git cd TradingAgents-Dashboard Configure Environment: cp .env.example .env # Edit .env and add your API keys Required Configuration: LLM_PROVIDER=openai - Currently only OpenAI is supported OPENAI_API_KEY - Get your key at platform.openai.com/api-keys Recommended (Optional): ALPHA_VANTAGE_API_KEY - Highly recommended for better analysis quality! Provides more comprehensive stock data and significantly improves news data quality Get a FREE API key at alphavantage.co/support/#api-key Free tier has rate limits but is sufficient for most use cases OBSIDIAN_VAULT_PATH - Path to your Markdown notes folder for persistent memory/RAG Example: /Users/yourname/Documents/MyTradingNotes Docker users: Use /app/obsidian_vault (mapped in docker-compose.yml) Any folder with .md files works (Obsidian recommended for viewing) Run with Docker: docker-compose up --build -d Access Dashboard: Open http://localhost:8501 in your browser. 🛠️ Advanced Features ⏰ Scheduled Analysis (Background Scheduler) Run automated analysis jobs continuously in the background, independent of the Streamlit web UI. When running with Docker, the scheduler starts automatically! Just access the web UI and add your schedules. Key Features: ✅ Auto-start in Docker - No manual setup needed 🔄 Runs independently of Streamlit app (won't stop when you close the browser) 💾 Persistent job storage (survives restarts) 🌍 Automatic timezone conversion (schedule in your local time, executes in UTC) 📝 Auto-saves reports to Obsidian vault 📊 Real-time progress tracking via status files How to use: Open the web UI at http://localhost:8501 Go to sidebar → "Schedule New Job" Set your ticker, time, and parameters Click "Add Schedule" Jobs will run automatically at the scheduled time! View results in "Scheduled Results" tab 🧠 Persistent Memory (RAG) & Knowledge Accumulation Give your agents "Long-term Memory". This ensures that even if original news links rot or data is lost online, your personal knowledge base remains preserved and reusable. Any Markdown ( .md ) file works! You don't strictly need Obsidian. You can manage your trading simulation logs, strategy notes, and market insights in any editor (VS Code, Notepad, Obsidian). As you accumulate more notes, the agent becomes a smarter simulation partner tailored to your trading style. Sync (Memorize): Click Sync Memories to load .md notes from your mounted folder into the vector DB. The AI indexes your notes as "Situations" (Title/Context) and "Knowledge" (Content). Retrieve (Recall): During analysis, agents automatically search your local files for past market situations similar to the current one. Example: "Last time inflation rose while tech stocks fell, I noted that defensive sectors outperformed." -> Agents will recall this note and apply it to today's decision. Auto-Save (Record): Analysis reports ( _summary.md , _debate.md ) are automatically saved to your folder ( TradingAgents/Reports/ ) for future reference. ✅ Fact Checker (URL Verification) The enhanced Fact Checker agent now physically pings URLs cited in news reports. Validates Sources: Checks if the link returns 200 OK. Anti-Bot Handling: Treats 403 Forbidden as VALID (Protected) to avoid false positives. Prevents Hallucinations: Flags claims based on dead or non-existent links. 🗺️ Roadmap Backtesting Module: Validate agent strategies against historical data. Multi-Model Support: Integration with other AI APIs (Claude, Gemini, DeepSeek) and Local LLMs (Ollama). 🏗️ Architecture (Original) This project wraps the TradingAgents framework, a multi-agent system that simulates a real-world trading firm. Analyst Team: Fundamentals, Sentiment, News, Technical Analysts. Researcher Team: Bull/Bear debate and consensus. Trader & Risk Manager: Final decision making. 🤝 Reference & Credit This project is a UI enhancement and functional extension (Persistent Memory, RAG) based on the original TradingAgents framework. Please cite the original work if you use this for research: @misc { xiao2025tradingagentsmultiagentsllmfinancial , title = { TradingAgents: Multi-Agents LLM Financial Trading Framework } , author = { Yijia Xiao and Edward Sun and Di Luo and Wei Wang } , year = { 2025 } , eprint = { 2412.20138 } , archivePrefix = { arXiv } , primaryClass = { q-fin.TR } , url = { https://arxiv.org/abs/2412.20138 } , } 📜 License Apache License 2.0 About Open Source AI Stock Trading Bot with Obsidian Memory & Web Dashboard. Personal AI Financial Analyst using RAG & LLM Agents (Dockerized) Topics python finance trading trading-bot stock quant obsidian stock-analysis rag streamlit ai-agent llm Resources Readme License Apache-2.0 license Uh oh! There was an error while loading. Please reload this page . Activity Stars 6 stars Watchers 0 watching Forks 0 forks Report repository Releases 1 tags Packages 0 No packages published Languages Python 99.8% Other 0.2% Footer © 2026 GitHub, Inc. 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https://share.transistor.fm/s/bfcf3f0f | APIs You Won't Hate | Secure your APIs or why so much data was available from Parler. APIs You Won't Hate 40 ? 30 : 10)" @keyup.document.left="seekBySeconds(-10)" @keyup.document.m="toggleMute" @keyup.document.s="toggleSpeed" @play="play(false, true)" @loadedmetadata="handleLoadedMetadata" @pause="pause(true)" preload="none" @timejump.window="seekToSeconds($event.detail.timestamp); shareTimeFormatted = formatTime($event.detail.timestamp)" > Trailer Bonus 10 40 ? 30 : 10)" class="seek-seconds-button" > 40 ? 30 : 10"> Subscribe Share More Info Download More episodes Subscribe newValue ? setTimeout(() => copied = false, 2500) : null)" @click="copied = copyFeedUrl()" class="form-input-group" > Copied to clipboard Apple Podcasts Spotify Pocket Casts Overcast Castro YouTube Goodpods Goodpods Metacast Amazon Music Pandora CastBox Anghami Anghami Fountain JioSaavn Gaana iHeartRadio TuneIn TuneIn Player FM SoundCloud SoundCloud Deezer Podcast Addict Share newValue ? setTimeout(() => copied = false, 2500) : null)" @click="copied = copyShareUrl()" class="form-input-group" > Share Copied to clipboard newValue ? setTimeout(() => copied = false, 2500) : null)" @click="copied = copyEmbedHtml()" class="form-input-group" > Embed Copied to clipboard Start at Trailer Bonus Full Transcript View the website updateDescriptionLinks($el))" class="episode-description" > Chapters January 20, 2021 by APIs You Won't Hate View the website Listen On Apple Podcasts Listen On Spotify Listen On YouTube RSS Feed Subscribe RSS Feed RSS Feed URL Copied! Follow Episode Details Phil, Mike and Matt are back at it! After a break because of holidays, timezones, a pandemic, elections and more caused us to pivot to taking care of ourselves, we got together at the early hour of 7am CST (UTC-6) so we could get back on this horse! We break down what happened with Parler, why people were able to grab their data so easily and some tips to help you avoid this situation. Show Notes Phil, Mike and Matt sit down to talk about Parler and why their APIs were so great for hacktivists who wanted to make sure that the data was never lost. We talk about degraded services and circuit breakers, two big things that probably could have kept the data from being exposed as well as stripping files of EXIF data from uploaded images. We also venture into the topic of what is the role of service providers and social media going forward. Sponsors: Stoplight makes it possible for us to bring you this podcast while we nerd out about APIs. Check them out for their tooling around documentation with Studio, an app that makes API documentation an absolute joy to work with. Show Notes: Auto-incrementing IDs - Giving your data away HTTP/REST API File Uploads How Parler's Data Was Harvested A transcript is currently being made and we will update the description as soon as we get them. Creators and Guests Host Mike Bifulco Cofounder and host of APIs You Won't Hate. Blogs at https://mikebifulco.com Into 🚴♀️, espresso ☕, looking after 🌍. ex @Stripe @Google @Microsoft What is APIs You Won't Hate? A no-nonsense (well, some-nonsense) podcast about API design & development, new features in the world of HTTP, service-orientated architecture, microservices, and probably bikes. All audio, artwork, episode descriptions and notes are property of APIs You Won't Hate, for APIs You Won't Hate, and published with permission by Transistor, Inc. Broadcast by | 2026-01-13T08:47:40 |
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Right menu What I Wish I Knew Before Deploying My First Backend Application. juweria mohamood juweria mohamood juweria mohamood Follow Jan 10 What I Wish I Knew Before Deploying My First Backend Application. # programming # devops # deployment # backend 1 reaction Comments Add Comment 2 min read The Mythical One-Fits-All Build Tool Plugin 🦄 (It Actually Exists) Pascal Thormeier Pascal Thormeier Pascal Thormeier Follow Jan 11 The Mythical One-Fits-All Build Tool Plugin 🦄 (It Actually Exists) # typescript # javascript # webdev # programming 4 reactions Comments 3 comments 7 min read Beyond 'Correct Horse Battery Staple': Passphrases in Inflected Languages Tomasz Lipinski Tomasz Lipinski Tomasz Lipinski Follow Jan 11 Beyond 'Correct Horse Battery Staple': Passphrases in Inflected Languages # cybersecurity # programming # webdev # sideprojects 3 reactions Comments 2 comments 6 min read Programando con IA: Creando mi Propia App mágica de Flashcards para Estudiar Daniel Daniel Daniel Follow for Datalaria Jan 10 Programando con IA: Creando mi Propia App mágica de Flashcards para Estudiar # showdev # ai # programming # spanish Comments Add Comment 5 min read Next.js 15 App Router: Complete Guide to Server and Client Components jordan wilfry jordan wilfry jordan wilfry Follow Jan 10 Next.js 15 App Router: Complete Guide to Server and Client Components # nextjs # webdev # fullstack # programming 1 reaction Comments Add Comment 9 min read 📊 2026-01-10 - Daily Intelligence Recap - Top 9 Signals Agent_Asof Agent_Asof Agent_Asof Follow Jan 10 📊 2026-01-10 - Daily Intelligence Recap - Top 9 Signals # tech # programming # startup # ai Comments Add Comment 4 min read Building Accessible Forms with Skeleton in Svelte Lucas Bennett Lucas Bennett Lucas Bennett Follow Jan 10 Building Accessible Forms with Skeleton in Svelte # webdev # programming # javascript # beginners Comments Add Comment 7 min read Building Forms with Quaff in Svelte Lucas Bennett Lucas Bennett Lucas Bennett Follow Jan 10 Building Forms with Quaff in Svelte # svelte # webdev # programming # tutorial Comments Add Comment 6 min read The Evolution of Meta-Frameworks: Beyond the JavaScript Ecosystem Denis Donici Denis Donici Denis Donici Follow Jan 10 The Evolution of Meta-Frameworks: Beyond the JavaScript Ecosystem # svelte # inertia # webdev # programming Comments Add Comment 4 min read Quantum edge trading Neil Neil Neil Follow Jan 10 Quantum edge trading # ai # machinelearning # firstyearincode # programming Comments Add Comment 2 min read Page Tables: A Love Story (It's Not) Florent Herisson Florent Herisson Florent Herisson Follow Jan 10 Page Tables: A Love Story (It's Not) # osdev # programming # virtualmemory # x86 Comments Add Comment 6 min read Solved: Trigger API Calls from Airtable with a Custom JavaScript Button Darian Vance Darian Vance Darian Vance Follow Jan 10 Solved: Trigger API Calls from Airtable with a Custom JavaScript Button # devops # programming # tutorial # cloud Comments Add Comment 11 min read Solved: What’s a service you happily pay for every month because it keeps your business running smoothly? 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https://apisyouwonthate.com/blog/creating-openapi-from-http-traffic | Creating OpenAPI from HTTP Traffic Newsletter Articles Books Podcast Membership Sign in Subscribe Creating OpenAPI from HTTP Traffic Phil Sturgeon 01 Jan 2022 — 6 min read Around this time of year we're thinking about things we're going to do differently, new practices we've been putting off for too long, and mistakes we want to avoid continuing into another year. For many of us in the API world, that is going to be switching to API Design-first , using standards like OpenAPI to plan and prototype the API long before any code is written. More organizations are switching to API Design-first with OpenAPI , thanks to huge efforts from tooling vendors - from the bigger folks: Stoplight and Postman , to the smaller open-source OpenAPI tools - making it far easier to do. Sadly, there's an awkward position many of us are stuck in. We have an API that we built years ago, and now our DevRel team want OpenAPI-based API Reference documentation, the API governance team want OpenAPI to be included in the pull request for any code change, the testing team want our OpenAPI to set up end-to-end contract testing, but we don't have any OpenAPI... AGH! We wrote before about some slightly hacky ways to create OpenAPI from things like Postman Collections, using JSON to JSON Schema converters, and a whole lot of mucking about, but thankfully these days there are far nicer solutions around. One especially smooth tool is Akita ! Akita is an observability tool, which can sniff HTTP traffic, and build models of your data. Once it's done that, it can create a graph of all your APIs to give insight into a system, intelligently catch and communicate breaking changes, and various other handy things. We're going to use just part of it's power to create OpenAPI for an API after it's already been deployed to production, so that we can use API Design-first for any new functionality going forwards. Looking for a example wasn't hard. I'd made this mistake myself earlier in the year. We rushed an API for Protect Earth . There was no need to design the API because it had to match a contract defined by an existing tree-planting partner, so we just copied some of their JSON, and coded to that rough shape hoping for the best. Of course this rush blew up in our face immediately. The first consumer integration was a lot of awful trial-and-error which took ages, and when the second consumer they didn't have any documentation. I know I know. The mechanic’s car is always broken... So let's get on with it. We could install the Akita Client anywhere, maybe pop it on a staging/production servers to detect that traffic, but installing on a laptop is easier for this workflow: running a proxy, sniffing requests/responses for https://api.protect.earth/ , and importing into Akita. This is documented nicely on Akita's docs site , but lets focus on the specific bits for this workflow. Step 1: Setup Akita Client locally Head over to akitasoftware.com and click Join Beta. Maybe it's already out so click Register, just get yourself an account somehow. Now we can install the akita-cli client. On macOS that'll be a brew install, and for everything else theres docs . brew tap akitasoftware/akita && brew install akita-cli When that's installed, use the akita login command to log in. You'll want to go fishing for your API Key which is in Settings on the Akita dashboard. akita login API Key ID: apk_0000000000000000000000 API Key Secret: ****************************** Login successful! API keys stored in ${HOME}/.akita/credentials.yaml Step 2: Man in the Middle Proxy In order to intercept the HTTP traffic going to an encrypted website ( https:// ) we can use the free tool mitmproxy , which is another brew install. brew install mitmproxy Then, we'll want to grab the har_dump.py script from mitmproxy which will turn intercepted traffic on their proxy into a HAR (HTTP Archive format) file . wget https://raw.githubusercontent.com/mitmproxy/mitmproxy/master/examples/contrib/har_dump.py Ready for action. Step 3: Using the proxy In one terminal session, run the proxy server with the har_dump.py script loaded up, and dump.har set so the HAR file will be saved locally. mitmdump -s ./har_dump.py --set hardump=./dump.har If it's working, the proxy will run on localhost:8080 so you can use that as a proxy in whatever http client. Maybe you're one of those folks who can remember how curl works. curl -D - -k --proxy localhost:8080 https://api.protect.earth/v1/orders/c36916f7-7591-47e5-b069-f983b9c0f320 That will make requests to the https://api.protect.earth/v1/orders/{uuid} endpoint of the Protect Earth API, pass the request and response through mitmproxy, and write the output to dump.har . Doing all of this in curl was a bit of a mess so I grabbed Insomnia and clicked around the API a bit, hitting as many resources and collections as possible, so the OpenAPI is based on a superset of all the data it's seen, instead of just the one JSON representation. Step 4: Converting HAR to OpenAPI There are a lot of tools out there to convert a HAR to OpenAPI, but some of them are old, some of them are bad, and most of them are both. Akita is fantastic at doing this, and can handle all nullable, optional, polymorphic, and generally funny shaped data! It'll take a stab at noticing formats of strings, all of which saves you time from filling all this in manually. The akita apispec command can import dump.har to your service, and give it a name. The service was protect-earth and the spec was just called mySpec because that's what the docs said and it doesn't seem to matter. akita apispec --traces dump.har --out akita://protect-earth:spec:mySpec The Services page in Akita should now be aware of the service you just uploaded. Click on that and there will be a list of endpoints its aware of, with parameters used to avoid duplicating endpoints for different UUIDs or other parameters as other tools often do. Those endpoints have all their metadata associated in Akita, which means it's ready for exporting as OpenAPI through the web interface. The OpenAPI document will be created as YAML, and at time of writing is producing OpenAPI v3.0. Ideally it would soon be updated to OpenAPI v3.1, but the differences are not huge and can be changed manually . Once you've got this OpenAPI YAML document you can shove it into your Git repo to live alongside your code. It might not be perfect, but you can hook that Git repo up to a web-based OpenAPI editor like Stoplight Platform , or a local file editor like Stoplight Studio, or just manually wrangle the YAML in your favourite text editor. However you go about it, you can tidy up the OpenAPI document according to your preferences, and publish the docs when you're done. How you might chose to tidy up the OpenAPI is another article for another day, but getting some OpenAPI without having to manually wrangle it all by hand is a huge timesaver. More importantly it's likely to help API teams get on board with any organization-wide push for API Design-first, or any other API Program or workflow that requires OpenAPI. Now, I'm off to plan out a new endpoint for the Protect Earth API using the design-first approach, so I can give multiple consumers a mock endpoint to hit to see if it'll work for them, before I bother writing up a bunch of code I'll only have to change later based on their feedback. Read more Design First, AI Never In the age of vibe-coding, how can we convince teams to invest in design before building APIs? Also in this newsletter: OpenAPI 3.3, Reddit's microservices architecture, an update to Speakeasy for OpenApi 3.2.0, and more! By Alexander Karan 15 Dec 2025 Zero-Downtime Migration from Laravel Vapor to Laravel Cloud Move your Laravel API from Vapor to Cloud in phases, without making a complete hash of it and wishing you never bothered. By Phil Sturgeon 08 Dec 2025 NestJS: Bad, or Really Bad? 😉 In this newsletter: the Resty library for APIs in Golang, a new Bruno release, an interview with Kin Lane, and API Schema Automation for devs By Alexander Karan 01 Dec 2025 Building a Sustainable Future in APIs with Kin Lane Kin Lane drops by to talk to Phil Sturgeon about his new startup, the changing landscape of API tech, why REST fundamentals are still important, and building sustainable API tools. By Mike Bifulco 01 Dec 2025 Sign up About Powered by Ghost Are you ready to build APIs You Won't Hate? Join now to subscribe to our twice-monthly newsletter, access to our Slack Channel, and other subscriber benefits. Unsubscribe any time. Subscribe | 2026-01-13T08:47:40 |
https://share.transistor.fm/s/080fd715 | APIs You Won't Hate | API Gateways, Service Meshes, oh my! APIs You Won't Hate 40 ? 30 : 10)" @keyup.document.left="seekBySeconds(-10)" @keyup.document.m="toggleMute" @keyup.document.s="toggleSpeed" @play="play(false, true)" @loadedmetadata="handleLoadedMetadata" @pause="pause(true)" preload="none" @timejump.window="seekToSeconds($event.detail.timestamp); shareTimeFormatted = formatTime($event.detail.timestamp)" > Trailer Bonus 10 40 ? 30 : 10)" class="seek-seconds-button" > 40 ? 30 : 10"> Subscribe Share More Info Download More episodes Subscribe newValue ? setTimeout(() => copied = false, 2500) : null)" @click="copied = copyFeedUrl()" class="form-input-group" > Copied to clipboard Apple Podcasts Spotify Pocket Casts Overcast Castro YouTube Goodpods Goodpods Metacast Amazon Music Pandora CastBox Anghami Anghami Fountain JioSaavn Gaana iHeartRadio TuneIn TuneIn Player FM SoundCloud SoundCloud Deezer Podcast Addict Share newValue ? setTimeout(() => copied = false, 2500) : null)" @click="copied = copyShareUrl()" class="form-input-group" > Share Copied to clipboard newValue ? setTimeout(() => copied = false, 2500) : null)" @click="copied = copyEmbedHtml()" class="form-input-group" > Embed Copied to clipboard Start at Trailer Bonus Full Transcript View the website updateDescriptionLinks($el))" class="episode-description" > Chapters March 12, 2021 by APIs You Won't Hate View the website Listen On Apple Podcasts Listen On Spotify Listen On YouTube RSS Feed Subscribe RSS Feed RSS Feed URL Copied! Follow Episode Details Matt and Phil are joined by API developer Hunter Skrasek, a friend of the pod, to talk about his experiences moving their APIs from a monolith to a microservices architecture and his team is utilizing API Gateways and Service Meshes Show Notes Matt and Phil are joined by API developer Hunter Skrasek, a friend of the pod, to talk about his experiences moving their APIs from a monolith to a microservices architecture and his team is utilizing API Gateways and Service Meshes Links: Hunter on Twitter API Gateway App Service Mesh Creators and Guests Host Mike Bifulco Cofounder and host of APIs You Won't Hate. Blogs at https://mikebifulco.com Into 🚴♀️, espresso ☕, looking after 🌍. ex @Stripe @Google @Microsoft What is APIs You Won't Hate? A no-nonsense (well, some-nonsense) podcast about API design & development, new features in the world of HTTP, service-orientated architecture, microservices, and probably bikes. All audio, artwork, episode descriptions and notes are property of APIs You Won't Hate, for APIs You Won't Hate, and published with permission by Transistor, Inc. Broadcast by | 2026-01-13T08:47:40 |
https://bsky.app/profile/devcyclehq.bsky.social | @devcyclehq.bsky.social on Bluesky JavaScript Required This is a heavily interactive web application, and JavaScript is required. Simple HTML interfaces are possible, but that is not what this is. Learn more about Bluesky at bsky.social and atproto.com . Profile DevCycle devcyclehq.bsky.social did:plc:gzlljjxzgqgunnmcb6s7ooyu A #featureflag management platform built for developers 👩💻 🚩 | Part of the OpenFeature Ecosystem 🌎 | 2026-01-13T08:47:40 |
https://ruul.io/blog/benefits-of-remote-work-for-disabled-workers#$%7Bid%7D | Benefits of remote work for disabled workers - Ruul Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up No items found. Benefits of remote work for disabled workers Remote work opened up many opportunities to enter the workforce for people with disabilities. Ceylin Güven 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points Today, more than 16% of the global population identify as “disabled”, with a serious disability that affects their day-to-day living. Among the many difficulties disabled people are forced to face is an integral one: Finding (and keeping) a job. Traditional work arrangements sadly tend to exclude disabled people , with recruiters hiring disproportionately. The BLS reports that, in 2021, only 19.1% of disabled people in the US were employed , compared to a staggering 63.7% for the non-disabled population. Not only that, but people with disabilities were also paid around £2.10 less per hour. These are major differences that show the current discrimination faced by disabled people in the business world. Remote work for people with disabilities opened up many opportunities to enter the workforce. Especially after the pandemic, people of certain identities are preferring remote work , and disabled people are definitely among them. In this article, we’ll be going over just how helpful remote working can be for disabled people, and how businesses can ensure accessibility for their disabled workers. How work-from-home jobs benefit disabled people For disabled people, less options for work might mean more stress, worsened mental health, and an added financial anxiety on top of their problems. Here are some of the ways work-from-home jobs can help with these issues, and more: A bigger job pool Certain physical and mental disabilities can restrict movement. This makes it hard to work in, or even commute to, a physical workplace. With remote and hybrid working models , a wider pool of job opportunities opens up for disabled people. In the job market where everything is already challenging for them, remote work for disabled people eliminates certain restrictions significantly: by helping them choose the job, rather than having the job choose them. Freelancing and solopreneurship are other options that enable disabled people to work from home , with an additional flexibility. Being able to manage your own work and job hours is an added plus. No commute, no stress Commuting can be an added stress for many people with certain disabilities and sensory triggers. Not every city has a reliable public transport infrastructure, and most of the time the vehicles used in public transport are not accommodating for disabled people. Navigating a loud, crowded space; trying to figure out the routes on hard-to-read maps can be challenging even for an able-bodied person. Implementing remote work for people with disabilities helps them avoid this daily stress factor and be ready to focus on their work more easily. Personal adjustments & flexibility Customizing one’s home office is a perfect option for those who need different accommodations, like for people who can exclusively work from the bed, or require ergonomic assistance to sit. It can also help people with sensory triggers or headache-inducing medical conditions to be able to adjust the lighting, noise, surrounding textures, etc. Having space for medical care A typical 9-to-5 office job might not be suitable for everyone for plenty of reasons, especially for people who need to undergo routine medical care. These individuals might need to go to hospital appointments frequently, or receive additional assistance at home–both of which are unsuitable for traditional, in-office working arrangements. When people with disabilities work remotely, they can take care of their health and attend to their tasks according to their own needs. Ensuring work accessibility for disabled workers “ There is no hiding the fact that thanks to the pandemic, remote work played a key role in the rising statistics of workers with disabilities, " says Josh Basile, the community relations manager for the AI-based web accessibility platform accessiBe. And indeed; during the pandemic, the number of employed people with disabilities rose significantly. But is it enough, and what can employers do to make it better ? Unbiased hiring For starters, organizations should focus on implementing unbiased hiring practices. This is the first step in achieving a workplace culture with true equality. Many employers report that they rarely see qualified applicants with disabilities. This is actually an implicit bias on its own, since there are varying degrees and ‘visibilities’ of disabilities. Many disabilities can seem “invisible” –mental illnesses, neurodiversity, chronic pain disorders, etc. cannot be physically observed, yet are still very real issues. Recruiters should keep this in mind when evaluating candidates, and also while implementing diversity awareness procedures. Since they already deal with so much judgment from the get-go, a lot of disabled people can also feel doubtful about applying to jobs. To alleviate this anxiety, unbiased hiring should also include an open encouragement for everyone to apply . Letting applicants know that they will be accommodated and acknowledged can attract a more diverse range of talents towards businesses. Additionally, some “positive bias” can help level the field when it comes to unbiased hiring. By dedicating special hiring quotas , employers can actively promote disability inclusion in the recruitment process, as well as help combat the current injustice within the traditional hiring practices. Diversity & inclusion training Hiring people with disabilities isn’t enough–employers should also be able to create a safe working environment for them. Implicit and unconscious biases are an unfortunate reality, and are at the core of most discriminatory actions and microaggressions. By enforcing mandatory diversity training in the workplace , companies can help combat this, and help increase disability inclusion. Creating a safe space for workers with different identities should be a priority. If they feel discriminated, this can seriously affect their mental health and lead to unproductivity at work.There are a lot of organizations and resources online that can be used to measure employees’ implicit biases, such as the IAT (Harvard Implicit Association Test) or the NOD Tracker . These help assess the current condition of workplaces, and make an action plan accordingly. In the end, it’s an employer’s job to work towards an improved environment for everyone. Accessibility improvements Just because a business offers remote work does not automatically mean it’s welcoming towards disabled workers. Improving workplace accessibility is essential–both for in-office arrangements, and otherwise. Here are some of the work accessibility measures companies can implement to accommodate everyone’s unique needs: Modifying the means of communication by choosing accessible and customizable digital tools Implementing an asynchronous working model to aid those with certain impairments (such as fatigue syndromes, ADHD, etc.) Arranging the office layout accordingly: Leaving enough space for wheelchair movement, incorporating resting places, installing adjustable lights, avoiding certain triggers and allergens, etc. Choosing the office to be in a building that’s wheelchair-accessible, has a step-free ramp entrance, and a spacious elevator Allowing paid mental health/resting days to promote better mental health in the workplace Using assisting software (text-to-speech tools, voluntary visual aid communities such as Be My Eyes , etc.) and encouraging all workers to participate On a similar vein, adding an “alt text” (written description) to every image sent on the official communication channels Starting a mentorship/buddy system to create a strong external support mechanism for the employees in need Making sure that a proper office evacuation system is in place These are just some of the things organizations can do to improve work accessibility and increase disability inclusion. However, there might also be a need to make more specific adjustments based on workers’ requests and conditions. The best way to know what to do is talk to them about their needs . This will both show that the organization cares, and help create a much more comforting working experience by completely accommodating them. An autonomous work culture Inclusivity training is necessary, but it’s just the start when it comes to improving and diversifying the work culture. Another thing employers can do is promote autonomy in their business . An autonomous workspace is one where the employees have control over when, where, and how they can work. This carries great importance to help make disabled workers feel included, as their day-to-day needs may not neatly fit a traditional work schedule. Remote work is necessary for inclusivity Alternative work arrangements (remote working, freelancing, flexible hybrid arrangements, etc.) are essential to provide a welcoming workspace for everyone. Accommodating for special needs will also allow employers to pick candidates from a more diverse pool of talents and potential workers, which can help the business tremendously. Using Ruul , freelancers can manage their solo business with ease and employers hire, manage and pay their remote workforce seamlessly. Sign up now to discover Ruul’s worktech solutions built for the remote reality and keep following the Ruul Blog for more helpful posts about modern work. ABOUT THE AUTHOR Ceylin Güven Ceylin Güven likes reading anything she can get her hands on, writing poetry that’s way too personal, and watching Studio Ghibli movies. More Best apps for freelancers: A comprehensive guide The world of freelancing is evolving rapidly, so you have to keep up with new improvements. We have curated the best apps for freelancers. Read more 5 reasons why freelancers should draw agreements with clients As a freelancer, protecting your rights is essential. Secure your freelance business with an effective freelancer agreement. Learn how with our guide! Read more Which Payment Gateway is Best for Freelancers in Spain? Freelancing in Spain? Learn which payment gateways will help you manage payments effortlessly. Click to explore the top choices! Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Trustpilot Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:47:40 |
https://www.highlight.io/docs/general/company/compliance-and-security | Compliance & Security Star us on GitHub Star Docs Sign in Sign up General Docs Welcome to highlight.io Get Started Roadmap Company Values Compliance & Security Open Source Contributing Overview GraphQL Backend Frontend (app.highlight.io) Landing Site (highlight.io) Documentation End to End SDK Example Apps Adding an SDK Application Architecture GitHub Code Spaces Code Style Good First Issues Self-hosting Self-hosted [Dev] Self-hosted [Hobby] Self-hosted [Enterprise] Telemetry Our Competitors Product Philosophy Product Features Session Replay Overview Canvas & Iframe Dev-tool Window Recording Tracking Users & Recording Events Filtering Sessions GraphQL Live Mode Performance Impact Player Session Caching Rage Clicks Request Proxying Session Search Extracting the Session URL Session Search Deep Linking Shadow Dom + Web Components Error Monitoring Overview Enhancing Errors with GitHub Error Search Filtering Errors Grouping Errors Managing Errors Manually Reporting Errors Sourcemaps General Features Overview Alerts Comments Digests Environments Search Segments Services Webhooks Logging Overview Log Alerts Log Search Tracing Overview Trace Search Dashboards Overview Dashboard Management Metrics Tutorials Service Latency Web Vitals & Page Speed User Engagement User Analytics Graphing Drilldown Event Search Dashboard Variables SQL Editor Metrics (beta) Overview Frequently Asked Questions. 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https://apisyouwonthate.com/blog/modern-api-deployment-options-in-the-cloud | Modern API Deployment Options in the Cloud Newsletter Articles Books Podcast Membership Sign in Subscribe Modern API Deployment Options in the Cloud Alexander Karan 04 May 2022 — 8 min read How do you deploy your API, and what's the best way to structure it? Front-end frameworks have come a long way in recent years, making it easy to spin up and deploy a website/web app. However, I find the noise caused by many strong opinions sometimes clouds the equal and fantastic progress made on letting developers quickly deploy an API. I'm going to cover a few ways you can build and deploy an API to get your MVP into the hands of your users as quickly as possible. I will approach these deployments from the mindset of building a REST API, as I find this is the most accessible format when thinking about structure and deployments. Don't build one from scratch Getting features, demos, and MVPs into users' hands is more important than the tech stack, language or processes you use. Users don't care how you built it; they care about the features and how well it works. Firebase has come on in leaps and bounds over the last few years and allows you to knock together a backend for your API quickly. Time and time again, I see people building out an API for simple CRUD operations. Don't make your life difficult. Why build and maintain a whole backend for simple operations? Firebase also allows for a more complex setup giving you the ability to write cloud functions which respond to changes, and run code based on data changes in the database made by your front-end. If you're looking for an open-source alternative to Firebase, Supabase is a great companion. Plus, they have a great tag line: Create a backend in less than 2 minutes. Another tool to deploy backends with hardly any code is AWS Amplify . You are given tools for authentication and data storage, serving web pages, and connecting to other AWS services. Amplify also comes with a nifty setup they call Studio, allowing you to manage app users and edit content. There are some great tools out there for putting together backends. Managing dev ops, servers, and other backend infrastructure can be a pain sometimes. Assess if there is a need to put together a full-fledge backend/API before starting. We don't all need to be Stripe 😉 Deploy on the Edge Edge computing has me excited; so many cool things are happening in this space. Deploying an API on edge is like writing serverless functions, with the main difference being you deploy to the edge network, and they tend to run on top of the V8 JavaScript runtime. I love this approach as you get to write endpoints as functions and forget about everything else. There are a few providers in this space. One of the most notable is Cloudflare Workers , and you can write in Rust, C, and C++, not just JavaScript. They have some great examples of starter projects to get you going, They also have an excellent course on building a serverless API with Cloudflare Workers on EggHead . I also love Deno Deploy , a one-click deploy service for Deno . It allows you to instantly deploy JavaScript on the edge every time you push code to Github. Forget servers, forget vendor lock-in and push JavaScript all the livelong day. This is an example of how simple it can be to deploy a Rest API. I have set up a single route using Oak (an HTTP framework for Deno) that returns an estimated carbon footprint for the provided electricity consumption. import { Application, Router } from "https://deno.land/x/oak/mod.ts"; const port = 3011; const router = new Router(); router.get("/electricity", (ctx) => { const factor = 0.759; const kwh = Number(ctx.request.url.searchParams.get("kwh")); if (kwh) { const carbon = kwh * factor; const inTonnes = carbon / 1000; ctx.response.body = JSON.stringify({ carbon: inTonnes, unit: "tCO2e", }); } else { ctx.response.status = 400; ctx.response.body = JSON.stringify({ error: { message: "kWh have not been supplied in the query", }, }); } }); const app = new Application(); app.use(router.routes()); app.use(router.allowedMethods()); app.addEventListener("listen", () => console.log(`Listening on http://localhost:${port}`) ); await app.listen({ port }); Full Deno Code Example To deploy with Deno Deploy, you need to sign up here and make sure you have committed your API to Github. Then connect Deno Deploy to your Github account once you sign up, select the correct repository, select the entry file and then you're all good to go. Any changes, push code to the main branch, and they go live. All PRs created in the repository will come with a deploy preview URL. You can check out my demo API in full here. Change the query to your electricity consumption in kWh to get your estimated footprint. The question of how to structure your projects is the next hurdle, and this is where breaking them down into microservices would be essential. For example, for this project, I could point to a subdomain, "calculator.alexanderkaran.com", and build out more functionality for working out the footprint for gas or water usage. Each function could be at a different subroute, i.e. "/gas" or "/water"; however, If I wanted to build functionality for testing appliance efficiency. I would create this as a whole new project and point a new subdomain at it, for example, "appliances.alexanderkaran.com". Another great part of Deno Deploy is keeping all the services in one repo is easy; you point each project to a specific folder only the code imported in that folder gets deployed. Deno and Deno Deploy make it easy to share code, create a shared folder in the mono-repo and import the code; that's it, no third party sharing system and no private npm modules. Serverless Functions Serverless functions share a lot with edge functions, but you usually code in Node rather than a V8 browser runtime. However, they can have a cold start, meaning the code does not run the second it's called, unlike edge functions which happen straight away. Many providers offer serverless functions, but we will focus on AWS Lambda as it is one of the most common. Lambda functions are used for many different solutions, but they need to be paired with an API Gateway when building an API. It turns out AWS have a service for that, too 😉. When creating Lambda functions in the AWS console, they offer options to connect an endpoint in a new or existing API Gateway , making setup a breeze. If you are used to building monoliths and everything in one place, this can seem confusing. However, it simply boils down to your API Gateway containing all your routes, and each Lambda function is the controller for the route. Before we dive deeper into how this works, let's look at how Lambda functions are structured. I have stolen one of the AWS HTTP templates for updating DynamoDB : const AWS = require('aws-sdk'); const dynamo = new AWS.DynamoDB.DocumentClient(); /** * Demonstrates a simple HTTP endpoint using API Gateway. You have full * access to the request and response payload, including headers and * status code. * * To scan a DynamoDB table, make a GET request with the TableName as a * query string parameter. To put, update, or delete an item, make a POST, * PUT, or DELETE request respectively, passing in the payload to the * DynamoDB API as a JSON body. */ exports.handler = async (event, context) => { //console.log('Received event:', JSON.stringify(event, null, 2)); let body; let statusCode = '200'; const headers = { 'Content-Type': 'application/json', }; try { switch (event.httpMethod) { case 'DELETE': body = await dynamo.delete(JSON.parse(event.body)).promise(); break; case 'GET': body = await dynamo.scan({ TableName: event.queryStringParameters.TableName }).promise(); break; case 'POST': body = await dynamo.put(JSON.parse(event.body)).promise(); break; case 'PUT': body = await dynamo.update(JSON.parse(event.body)).promise(); break; default: throw new Error(`Unsupported method "${event.httpMethod}"`); } } catch (err) { statusCode = '400'; body = err.message; } finally { body = JSON.stringify(body); } return { statusCode, body, headers, }; }; AWS Lambda Snippet As you see here, the function responded to an event and accessed the HTTP method inside to see what type of request it was. Personally, the biggest hurdle I had when using serverless functions or edge computing was how there were no req, res and next functions like I was used to in ExpressJS. Thankfully, though, there are many ways to import frameworks you're used to into Lambda. You also do not have to code in Node; other languages such as Python and Java are on offer too. Setting up serverless functions with an API Gateway can be done super quickly using the AWS console, but a more extensive API with many endpoints would be time-consuming to set this up way. Enter tools like ClaudiaJS and Serverless . Claudia allows you to easily set up, deploy, and update code to AWS Lambda, making development and automating releases a breeze. If you want even more capabilities, check out Serverless. It makes deploying serverless functions to AWS easier, allowing you to access and deploy complete AWS services outside of Lambda. Serverless goes even further and has setups for Google Cloud Functions and Azure Functions. Setting up an API made of serverless functions can be tricky the first time, so remember API Gateway for your routes and serverless functions for your controllers. Serverless Containers Lastly, we come to serverless containers. I have used Docker containers myself for five years, and I love them. It's great to build something locally, and it runs the same on the server or any other computer that uses it. Need something to be running all the time? Can't afford to deal with cold starts on your API requests or be limited by serverless functions memory or timeout limits? Then containers are for you. Most people tend to reach for Kubernetes or spin up their servers, install Docker, and deploy their images onto the server. These options will tend to be overkill unless you are running extensive backend infrastructure, which, let's be honest, is not all of us. Though, if you are deploying across multiple cloud providers, Kubernetes might be for you. I like to focus on features and quality, not infrastructure, config and deployments. AWS services ECS and ECR are great for this. ECR is a repository for uploading your Docker containers, and ECS spins up each container. You connect them to API Gateway or an Application Load Balancer to expose your API to the outside world. To set up your ECS deployment, you create a task for the docker image, defining setups such as memory and ports. You then create a cluster in ECS and create a Service for each Task. Services are responsible for auto-scaling Tasks based on traffic or memory usage, spinning up new versions when replacing the docker image and exposing the image to the outside world. Setting up ECS does take a while the first time, but after the setup, you add in code pipelines from AWS to auto-deploy updated code when pushing to your Git repository. After setting up your Cluster, you connect it to the outside world in a few different ways. One approach is to connect it to an Application Load Balancer and set up rules in Load Balancer to connect different URL routes to each service. I usually have a few services running in a cluster. For example, my last Cluster contained the following services: Measure Service: My service for handling carbon calculations and tracking consumption and cost of utilities. It was connected to the load balancer, and any request that came through "myapi.com/measure" was sent here. Image Service: My service for handling image uploads and processing. It was connected to the load balancer, and any request that came through "myapi.com/image" was sent here. Notifications Service: The service for sending emails and push notifications but not connected to the Load Balancer. The other services can call it as they're all on the same VPC (Virtual Private Network), which means I did not need to write the same notification code in the Image or Measure Service. AWS has some overviews on setting up ECS and what you can connect it to. If you are looking for a more in-depth tutorial on deploying a Node app from scratch, you can check out this tutorial by Raphael . In Summary While each option here deserves its own blog post to cover its entire setup, benefits, and quirks, you at least have a good overview of what is available. I love the advancement of serverless and not having to think about servers at all. Serverless functions, and new kids on the block like Cloudflare Workers, means we are close to never having to think about servers or backend configs again. It's great to focus on code to fix problems, which gets tested, reviewed and deployed the second your PR gets approved in Github. If you have not tried serverless or edge functions, you should try them for your next API. Read more Design First, AI Never In the age of vibe-coding, how can we convince teams to invest in design before building APIs? Also in this newsletter: OpenAPI 3.3, Reddit's microservices architecture, an update to Speakeasy for OpenApi 3.2.0, and more! By Alexander Karan 15 Dec 2025 Zero-Downtime Migration from Laravel Vapor to Laravel Cloud Move your Laravel API from Vapor to Cloud in phases, without making a complete hash of it and wishing you never bothered. By Phil Sturgeon 08 Dec 2025 NestJS: Bad, or Really Bad? 😉 In this newsletter: the Resty library for APIs in Golang, a new Bruno release, an interview with Kin Lane, and API Schema Automation for devs By Alexander Karan 01 Dec 2025 Building a Sustainable Future in APIs with Kin Lane Kin Lane drops by to talk to Phil Sturgeon about his new startup, the changing landscape of API tech, why REST fundamentals are still important, and building sustainable API tools. By Mike Bifulco 01 Dec 2025 Sign up About Powered by Ghost Are you ready to build APIs You Won't Hate? 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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 Tooling Follow Hide Working with a new tool you want to share? Created a new workflow for a task? Found some great configurations? Share them with the community! Create Post about #tooling This tag can be seen as related to #productivity for most of its content. The posts can contain certain configurations, explanations of the usage of tools, clever combinations to reach a goal or discussions about them. Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu I got tired of waiting for Gradle, so I built a runtime that runs Kotlin like Python. Srikar Sunchu Srikar Sunchu Srikar Sunchu Follow Jan 13 I got tired of waiting for Gradle, so I built a runtime that runs Kotlin like Python. # kotlin # performance # productivity # tooling 10 reactions Comments 1 comment 2 min read Building a Low-Code Blockchain Deployment Platform Kowshikkumar Reddy Makireddy Kowshikkumar Reddy Makireddy Kowshikkumar Reddy Makireddy Follow Jan 13 Building a Low-Code Blockchain Deployment Platform # showdev # blockchain # devops # tooling Comments Add Comment 9 min read Cowork: Claude Code for the Rest of Your Work Sivaram Sivaram Sivaram Follow Jan 13 Cowork: Claude Code for the Rest of Your Work # ai # productivity # tooling # software 5 reactions Comments Add Comment 5 min read Building Voice Trainer: a tiny, local‑first pitch analysis tool for gender‑affirming voice practice codebunny20 codebunny20 codebunny20 Follow Jan 12 Building Voice Trainer: a tiny, local‑first pitch analysis tool for gender‑affirming voice practice # showdev # opensource # privacy # tooling Comments Add Comment 1 min read Inside Git: How It Really Works (With the .git Folder Explained) Subhrangsu Bera Subhrangsu Bera Subhrangsu Bera Follow Jan 12 Inside Git: How It Really Works (With the .git Folder Explained) # git # github # development # tooling 1 reaction Comments Add Comment 4 min read Claude-Gemini Integration Tool "CGMB" v1.1.0: Implementing Windows Support ryoto miyake ryoto miyake ryoto miyake Follow Jan 12 Claude-Gemini Integration Tool "CGMB" v1.1.0: Implementing Windows Support # ai # gemini # llm # tooling Comments Add Comment 2 min read Exploring Modern Python Type Checkers Nicolas Galler Nicolas Galler Nicolas Galler Follow Jan 12 Exploring Modern Python Type Checkers # python # tooling # vscode Comments Add Comment 2 min read Mathematical Audit of Excalidraw: Finding "Logic Echoes" via Linear Algebra Petar Liovic Petar Liovic Petar Liovic Follow Jan 12 Mathematical Audit of Excalidraw: Finding "Logic Echoes" via Linear Algebra # architecture # computerscience # react # tooling 1 reaction Comments Add Comment 3 min read Deploy to Raspberry Pi in One Command: Building a Rust-based Deployment Tool Kazilsky Kazilsky Kazilsky Follow Jan 12 Deploy to Raspberry Pi in One Command: Building a Rust-based Deployment Tool # automation # devops # rust # tooling 2 reactions Comments 3 comments 3 min read Quiverstone: The Single Pane of Glass for AWS Multi-Account Chaos Ross Wickman Ross Wickman Ross Wickman Follow for AWS Community Builders Jan 12 Quiverstone: The Single Pane of Glass for AWS Multi-Account Chaos # management # governance # saas # tooling Comments Add Comment 3 min read I built a free URL shortener with QR codes and click tracking — looking for feedback Ivan Jurina Ivan Jurina Ivan Jurina Follow Jan 12 I built a free URL shortener with QR codes and click tracking — looking for feedback # discuss # showdev # tooling # webdev Comments Add Comment 1 min read I built a free JSON formatter tool (with $9 API option) Mustapha Kamel Alami Mustapha Kamel Alami Mustapha Kamel Alami Follow Jan 12 I built a free JSON formatter tool (with $9 API option) # showdev # nextjs # tooling # webdev Comments 1 comment 1 min read [Golang] Issues When Enabling Go Modules in Old Open Source Projects Evan Lin Evan Lin Evan Lin Follow Jan 11 [Golang] Issues When Enabling Go Modules in Old Open Source Projects # learning # tooling # go # opensource Comments Add Comment 5 min read [Learning Notes] [Golang] Migrating Disqus Comments to Github Issues by Writing disqus-importor-go Evan Lin Evan Lin Evan Lin Follow Jan 11 [Learning Notes] [Golang] Migrating Disqus Comments to Github Issues by Writing disqus-importor-go # tooling # github # go # opensource Comments Add Comment 4 min read [TIL] Typora 1.0 and Now Paid (with Useful Resources) Evan Lin Evan Lin Evan Lin Follow Jan 11 [TIL] Typora 1.0 and Now Paid (with Useful Resources) # news # resources # tooling Comments Add Comment 2 min read [TIL] Markdown Paste: A VSCode Powerhouse for Pasting Images Evan Lin Evan Lin Evan Lin Follow Jan 11 [TIL] Markdown Paste: A VSCode Powerhouse for Pasting Images # productivity # tooling # vscode Comments Add Comment 2 min read Back to basics: a solid foundation for using AI coding agents in a monorepo Juha Kangas Juha Kangas Juha Kangas Follow Jan 11 Back to basics: a solid foundation for using AI coding agents in a monorepo # tooling # monorepo # ai # typescript Comments Add Comment 2 min read [TIL][Jekyll] Replacing Disqus with utterances for GitHub issue comments Evan Lin Evan Lin Evan Lin Follow Jan 11 [TIL][Jekyll] Replacing Disqus with utterances for GitHub issue comments # webdev # tooling # github # tutorial Comments Add Comment 2 min read Go 1.16: Retracting Versions in Go Modules Evan Lin Evan Lin Evan Lin Follow Jan 11 Go 1.16: Retracting Versions in Go Modules # go # learning # tooling Comments Add Comment 3 min read [Go] Useful Packages from Go's Internal Source Code: go-internal Evan Lin Evan Lin Evan Lin Follow Jan 11 [Go] Useful Packages from Go's Internal Source Code: go-internal # learning # testing # tooling # go Comments Add Comment 3 min read Golang: Trying out Go Proposal 45713 'Multi-Module Workspaces' Evan Lin Evan Lin Evan Lin Follow Jan 11 Golang: Trying out Go Proposal 45713 'Multi-Module Workspaces' # go # tooling # tutorial Comments Add Comment 2 min read [TIL][Python] Python Tool for Online PDF Viewing, Comparison, and Data Import Evan Lin Evan Lin Evan Lin Follow Jan 11 [TIL][Python] Python Tool for Online PDF Viewing, Comparison, and Data Import # machinelearning # tooling # python # opensource Comments Add Comment 2 min read I Built aioflare — A Tool to Manage Multiple Cloudflare Accounts (Beta) Dev_liq Dev_liq Dev_liq Follow Jan 11 I Built aioflare — A Tool to Manage Multiple Cloudflare Accounts (Beta) # showdev # devops # productivity # tooling Comments Add Comment 4 min read [Gemini 3.0][Image Generation] Building a PDF Text Optimization Tool with Gemini 3.0 Pro Image API Evan Lin Evan Lin Evan Lin Follow for Google Developer Experts Jan 11 [Gemini 3.0][Image Generation] Building a PDF Text Optimization Tool with Gemini 3.0 Pro Image API # gemini # tooling # llm # api 2 reactions Comments Add Comment 10 min read I built a tool to detect ISP Throttling on Steam using React + Vite Murilo Evangelinos Murilo Evangelinos Murilo Evangelinos Follow Jan 11 I built a tool to detect ISP Throttling on Steam using React + Vite # showdev # networking # react # tooling Comments Add Comment 1 min read loading... trending guides/resources Raptor Mini: GitHub Copilot’s New Code-First AI Model That Developers Shouldn’t Ignore Guide to AI Coding Agents & Assistants: How to Choose the Right AI Tool 10 GitHub Repos Every Serious Prompt Writer Should Be Using How to connect a local AI model(with Ollama) to VS Code. How I Review Pull Requests with Claude (and Actually Merge Them) MacOS on debian QEMU KVM Why Most AI Coding Tools Fail (And How They Succeed) Chapter 1: Introduction to NautilusTrader GTA Vice City Nextgen Edition on Linux/Steam Deck - Guide Using Opencode as a Copy-Paste Backend for UI Prototyping Base44 Explained: How It Works, Key Features, and Top Alternatives Best SERP API Comparison 2025: SerpAPI vs Exa vs Tavily vs ScrapingDog vs ScrapingBee Turn Claude Code into a Fullstack web app expert 🔌 🤖 Gemini dans votre terminal avec Gemini CLI Open Source Email Warmup: A Complete Guide Z-Image: Alibaba's 6B-Parameter Open-Source Model Revolutionizes Efficient Image Generation How to Add Custom Command Shortcuts in Cursor Amazing Z-Image Workflow v3.0: Complete Guide to Enhanced ComfyUI Image Generation 🔄 Alternatives to Minikube LTX-2 Prompting Guide: Master AI Video Generation with Expert Techniques 💎 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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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 Software Comparisons — What are the differences, pros and cons? This is a list of top posts that members of the community have created. These are the posts folks have generally continued coming back to over and over again, so we created this page to make some of these more discoverable. Hopefully you better understand some of the differences here once you've found the guide you need! Redux vs Context API: When to use them Declarative vs imperative Using then() vs Async/Await in JavaScript Kubernetes Ingress vs Service Mesh Create react app vs Vite Callbacks vs Promises Constructors in Python ( init vs __new ) When to Use Server-Side rendering vs Static Generation in Next.js CSS Modules vs CSS-in-JS. Who wins? append VS appendChild Cloud Run vs App Engine: a head-to-head comparison using facts and science Logical OR (||) vs Nullish Coalescing Operator (??) in JavaScript Server-Side Rendering (SSR) Vs Client-Side Rendering (CSR) Asp Net Core - Rest API Authorization with JWT (Roles Vs Claims Vs Policy) - Step by Step Python GUI, PyQt vs TKinter web3.js vs ethers.js: a Comparison of Web3 Libraries Cookies vs Local Storage vs Session Storage React Router V5 vs V6 LocalStorage vs Cookies: All You Need To Know About Storing JWT Tokens Securely in The Front-End TailwindCSS vs Styled-Components in ReactJs WebSockets vs Long Polling JSX.Element vs ReactElement vs ReactNode useState() vs setState() - Strings, Objects, and Arrays Methods vs Computed in Vue React: class components vs function components Supabase Vs Firebase Pricing and When To Use Which for loop vs .map() for making multiple API calls 🤝 Promise.allSettled() VS Promise.all() in JavaScript 🍭 React vs Vue vs Angular vs Svelte Azure Artifacts vs Build Artifacts vs Pipeline Artifacts: Difference EXPLAINED! When to use Svelte vs SvelteKit vs Sapper? C#, Task.WhenAll vs Parallel.ForEach Map vs MergeMap vs SwitchMap CSS 3 VS Tailwind CSS Serverless Framework vs SAM vs AWS CDK Angular: Setters vs ngOnChanges - which one is better? Interview question: heap vs stack (C#) JS interview in 2 minutes / Static vs Dynamic typing DynamoDB Scan Vs Query Operation Experiment Result componentWillMount() vs componentDidMount() Anonymous Functions vs Named Functions vs Arrow Functions Flexbox - Align Items vs Align Content. Vue vs React: What to choose in 2021? Laravel Jetstream vs Breeze vs Laravel/ui Linux Vs Windows - Why Linux Is Better For Programming & Web Dev (A newbie experience) Fibonacci: Recursion vs Iteration TypedDict vs dataclasses in Python — Epic typing BATTLE! SSR vs CSR Callback vs Promises vs Async Await Poetry vs pip: Or How to Forget Forever "requirements.txt" Cheat Sheet for Beginners Cypress vs WebdriverIO | Which one to pick? Type Aliases vs Interfaces in TypeScript PyQt vs Tkinter (Spanish) Django vs Mern Which one to choose? YYYY vs yyyy - The day the Java Date Formatter hurt my brain JavaScript - debounce vs throttle ⏱ Go: Fiber vs Echo (a developer point) RxJS debounce vs throttle vs audit vs sample — Difference You Should Know Laravel vs Node.js - Which One Is The Best Back-End To Choose In 2021? Composer update Vs Composer Install Concurrency in modern programming languages: Rust vs Go vs Java vs Node.js vs Deno vs .NET 6 Pure vs Impure Functions Git: Theirs vs Ours Angular vs Blazor? A decision aid for web developers in 2022 APIView vs Viewsets PyQt vs Pyside Eager Loading VS Lazy Loading in SQLAlchemy React vs Vue: Popular Front end frameworks in 2022 OpenAPI spec (swagger) v2 vs v3 apt update vs apt upgrade: What's the difference? Framework vs library vs package vs module: The debate What Should You Put in a Constructor vs ngOnInit in Angular Javascript vs memes Ionic vs React Nactive vs Flutter Selenium vs The World Faster Clicker Redux VS React Context: Which one should you choose? Styled components vs Emotion js: A performance perspective Git Submodules vs Monorepos MongoDB: Normalization vs Denormalization PUT vs PATCH & PUT vs POST Laravel vs ASP.NET Framework | Which is Better For Your Project? The last-child vs last-of-type selector in CSS Moq vs NSubstitute - Who is the winner? CSS solutions Battle: Compile time CSS-in-JS vs CSS-in-JS vs CSS Modules vs SASS querySelector vs getElementById Docker CMD vs ENTRYPOINT React Virtualization - react-window vs react-virtuoso The Development vs Production Environments npm vs npx - which to use when? Immediate vs eventual consistency Fleet vs VSCode Laravel breeze vs Jetstream Pug vs EJS? Join vs includes vs eager load vs preload Require vs Assert in Solidity Centralized vs Distributed Systems in a nutshell PyQt vs Tkinter (German) Flutter vs React Native Comparison - Which Use for Your Project in 2022 insertAdjacentHTML vs innerHTML Moment.js vs Luxon Generics vs Function Overloading vs Union Type Arguments in TypeScript Sass vs Scss What’s the difference: A/B Testing VS Blue/Green Deployment? Publisher Subscriber vs Observer pattern with C# VSCode vs Vim Persistent vs Non-Persistent Connections | Creating a Multiplayer Game Server - Part 2 Spread VS Rest Operator package.json vs package-lock.json: do you need both? Double Quotes vs Single Quotes in PHP RxJS operators: retry vs repeat? CAP Theorem: Availability vs consistency Scaling Airflow – Astronomer Vs Cloud Composer Vs Managed Workflows For Apache Airflow MySQL vs MySQLi vs PDO Performance Benchmark, Difference and Security Comparison For PHP devs - PHP Storm vs VSCode Difference Between Message vs Event vs Command Document vs Relational Databases IntelliJ vs Eclipse vs VSCode CSS position fixed vs sticky Telegraf VS Node-Telegram-Bot-API Flatpak vs Snaps vs AppImage vs Packages - Linux packaging formats compared Pytest vs Cypress: A fair fight in UI testing? Inline vs Inline-block vs Block Logging vs Tracing: Why Logs Aren’t Enough to Debug Your Microservices Solidity Gas Optimizations pt.1 - Memory vs Storage Bicep vs ARM templates Nest.js vs Express.js Retry vs Circuit Breaker Custom react hooks vs services Global vs Local State in React The What, Why, and When of Mono-Lambda vs Single Function APIs Frontend vs Backend: Which One Is Right For You? React vs Preact vs Inferno What is the difference between Library vs Framework? Compiling vs Transpiling npm vs yarn vs pnpm commands cheatsheet CPU Bound vs I/O Bound DataBindingUtil.inflate vs View Binding Inflate Includes() vs indexOf() in JavaScript useEffect vs useLayoutEffect: the difference and when to use them Ruby Modules: include vs extend vs prepend OOP vs FP with Javascript CSP vs Actor model for concurrency Rust Concept Clarification: Deref vs AsRef vs Borrow vs Cow Creating a countdown timer RxJS vs Vanilla JS Asynchronous vs Synchronous Programming SOAP vs REST vs gRPC vs GraphQL PyQT vs wxPython: Which GUI module for your project? CSS Drop Shadow vs Box Shadow Infrastructure-as-Code vs Configuration Management TypeScript: type vs interface Head recursion Vs Tail recursion Dev.to VS Hashnode VS Medium: Pick ONE Classes vs Functional components in React The Battle of the Array Titans: Lodash vs Vanilla - An Experiment AWS EventBridge vs S3 Notification Inheritance Vs Delegation JavaScript vs JavaScript. Fight! Interface vs Type in Typescript setTimeout vs setImmediate vs process.nextTick Kotlin vs Python Kotlin Multiplatform vs Flutter: Which One to Choose for Your Apps Supervised Learning vs Unsupervised Learning React Hooks API vs Vue Composition API, as explored through useState DEV VS Hashnode VS Medium: Where Should You Start Your Tech Blog Implementing React Routes (Part -2) Link Vs NavLink Vanilla CSS VS CSS Frameworks Postman vs Insomnia: which API testing tool do you use? Serif vs Sans-serif vs Monospaced Getting started with fp-ts: Either vs Validation Typescript Implicit vs Explicit types CWEs vs OWASP top 10? Understanding Offset vs Cursor based pagination Material Design 1 vs Material Design 2 Signed vs Unsigned Bit Integers: What Does It Mean and What's The Difference? default vs null - which is a better choice, and why? Summary of Flutter vs Tauri SpringBoot2 Blocking Web vs Reactive Web JSON-RPC vs REST for distributed platform APIs Explain RBAC vs ACL Like I'm Five .map() vs .forEach() Difference between Dialogflow CX vs Dialogflow ES API keys vs JWT authorization – Which is best? find() vs filter() Snake Case vs Camel Case AWS vs OCI Object Storage options and comparison MAUI XAML vs MAUI Blazor Pointer vs Reference in C++: The Final Guide Comparing reactivity models - React vs Vue vs Svelte vs MobX vs Solid vs Redux Frontend vs Backend, which do you prefer and why? Remix vs Next.js: A Detailed Comparison NodeJS vs Apache performance battle for the conquest of my ❤️ ⚔️ Functional vs Object Oriented vs Procedural programming Lazy vs Eager Initialization Laravel ORM vs Query Builder vs SQL: SPEED TEST! Concurrency in Go vs Erlang TypeScript ANY vs UNKNOWN—A Deep Dive MVC vs MVP vs MVVM Design Patterns GNOME vs KDE Plasma Database Views vs Table Functions Server Side Rendering vs Static Site Generation vs Incremental Static Regeneration Understanding Rendering in Web Apps: SPA vs MPA 'any' vs 'unknown' in TypeScript 👀 TypeORM - Multiple DB Calls vs Single DB Call JS array vs object vs map Benchmarking Python JSON serializers - json vs ujson vs orjson textContent VS innerText Web2 vs Web3 Opinion: Architect VS Engineer VS Developer Jenkins pipeline: agent vs node? Hibernate Naming Strategies: JPA Specification vs Spring Boot Opinionation Pyqt vs PySide (Spanish) Unique Identifiers: UUID vs NanoID A comparison of state management in React with Mobx vs State lifting Meteor vs Next? A brutally honest answer Git-Flow vs Github-flow Set vs Array Python Packaging: sdist vs bdist JavaScript array methods: Mutator VS Non-mutator and the returning value Uint vs Int. Qual a diferença em Go? Understanding Rendering in Web Apps: CSR vs SSR Flask vs Bottle Web Framework Moment.js vs Intl object PyQt vs Kivy Web3: Truffle VS Hardhat VS Embark VS Brownie The one about CSS vs CSS in JS React Hooks vs Svelte - Why I chose Svelte? TaskEither vs Promise looking for answers !, strapi vs nest js for my next project SOP vs CORS? Pagination in an API: page number vs start index SVG sprites vs CSS background image for multiple instances of icons Javascript Streams vs Generators JS Date vs Moment.js: A Really Simple Comparison AMQP vs HTTP return Task vs return await Task Arrow Function vs Function Front-end vs Back-end, and Static vs Dynamic Websites setImmediate() vs setTimeout() vs process.nextTick() Solace PubSub+ vs Kafka: The Basics Agency VS Product Company: Which One's Right for You? Stateless vs Stateful - Which direction should you take? Clean Architecture vs Vertical Slice Architecture Functional programming vs object oriented programming Using Array.prototype.includes() vs Set.prototype.has() to filter arrays Hot vs Cold Observables Reassignment vs Mutability Database (Schema) migration to Kubernetes - initContainers vs k8s jobs - Gatsby vs Next.JS - What, Why and When? Which is faster: obj.hasOwnProperty(prop) vs Object.keys(obj).includes(prop) React Fragment VS Div Happy coding! 💎 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 | 2026-01-13T08:47:40 |
https://www.suprsend.com/privacy | Privacy | SuprSend Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up Privacy Policy Effective Date: 15 August, 2022 Last Updated on: 27 December, 2024 This privacy policy (“ Policy ”) explains how SuprStack, Inc. or any of its affiliates or subsidiaries (“ We ”, “ Us ”, “ Our ”) Processes Personal Data collected from natural persons (“ You ”) as specified in clause 2 below, as a Controller. 1. DEFINITIONS Capitalised terms not specifically defined herein shall have the meaning ascribed thereto in the Terms. 1.1 “Controller” means the natural or legal person, public authority, agency, or other body which alone or jointly with others, determines the purposes and means of the processing of Personal Data. 1.2 “Customer ” means the natural or legal person that has subscribed to SuperSend by agreeing to the Terms. 1.3 “Personal Data” means any information relating to an identified or identifiable natural person; an identifiable natural person is one who can be identified, directly or indirectly, in particular by reference to an identifier such as a name, an identification number, location data, an online identifier or to one or more factors specific to the physical, physiological, genetic, mental, economic, cultural or social identity of that natural person. 1.4 Process/Processing” means any operation or set of operations which is performed on Personal Data or on sets of Personal Data, whether or not by automated means, such as collection, recording, organization, structuring, storage, adaptation or alteration, retrieval, consultation, use, disclosure by transmission, dissemination or otherwise making available, alignment or combination, restriction, erasure or destruction. 1.5 “SuprSend” means Our proprietary platform for API-led automation process for outreach across email, LinkedIn, Twitter, and other messaging channels, including individually and collectively API, Software, and any Documentation and any updates, modifications, or improvements thereto. 1.6 “ Terms ” shall mean the Terms of Service available at https://www.suprsend.com/terms. 2. HOW WE COLLECT, USE, AND SHARE YOUR PERSONAL DATA 2.1 PERSONAL DATA THAT YOU PROVIDE US When You are a(n) What Personal Data We Collect How We use Your Personal Data Whom We share Your Personal Data with Your contact information, such as Your full name, address, email address, phone number, and any other required sign-up information. In case you register using any third-party sign-on services, such information available on those third-party platforms that you have made public. Creation of a User account, verification of a User’s identity and help a User log into SuprSend. To communicate with a User regarding existing products and services availed by the Customer including notifications of any alerts or updates. To send a User information about Our other products or services, events, webinars or programs which may be of interest to such User. Third party partners who assist Us in onboarding You. a) Individual who is provided with login credentials to sign in to SuprSend on behalf of the Customer. b) Individual who registers for SuprSend through third-party sign-on services. Individual who provides certain information to SuprSend, while a) filling out a survey about their user experience or feedback, b) contacting Us or speaking to Our sales representatives Information You have provided as part of it. • To improve SuprSend • To send information about Our products, services, and any other marketing messages which may be of Your interest. Third parties who assist Us in providing these services. Individual who requests a demo. Your contact information, such as Your first and last name, email, and phone number. • To give You the demo and • To inform, promote, and market SuprSend to You. • To give You the demo and • To inform, promote, and market SuprSend to You. Individual who requests customer support services. Your contact information such as Your name, email, phone number To respond to Your comments and questions and provide customer service. Third parties who assist Us in providing these services. Individual who applies for an employment opportunity with Us Your contact information, such as full name, email address, mobile number, phone number; details of Your education and previous employment and any other information You volunteer, including during any interview or Your interactions with Us and contained in the resume that You submit to Us. To evaluate the position that You have applied for or that We may consider You at the time that You submitted Your resume or at a later date. • Third parties whose products We use in maintaining a record of and evaluating You for the position applied. • With external recruiters and organisations like those that do employee background checks on Our behalf. 2.2 PERSONAL DATA THAT WE COLLECT NOT PROVIDED DIRECTLY BY YOU When You are a(n) What Personal Data We Collect How We use Your Personal Data Whom We share Your Personal Data with Website visitor • Your usage of Our Websites or emails (such as Internet Protocol (IP) addresses browser type, Internet Service Provider (ISP), date and time stamp, referring/exit pages, and possibly the number of clicks or other identifiers • As described in clause 8. • For market analysis, and market research • To protect the Our data from threats, violations, and breaches if any. • To inform, promote and offer SuprSend to You. Third party partnerswho provide Us withservices in connectionwith such processing. Individual who is a User • Your device type, and the operating system version. • Your usage of SuprSend, like types of content that you view or engage with, the features you use, the actions you take, and the time, frequency and duration of your activities, some of which may qualify as Personal Data. • To evaluate, develop and improve SuprSend • For market analysis, product analysis and market research. • To provide support in connection with Your queries Third party partners who assist Us in analysis. Individual whose information (a) third party sources share with Us without breach of any confidentiality clause and in accordance with applicable law; or (b) is available on public platforms Your contact information, such as Your full name, email address, phone number, designation and business name. We may combine this information with anyPersonal Data provided by You. • To give You the demo and • To inform, promote, and market SuprSend to You. • To give You the demo and • To inform, promote, and market SuprSend to You. Individual who requests customer support services. Your contact information such as Your name, email, phone number To respond to Your comments and questions and provide customer service. Third parties who assist Us in providing these services. Individual who applies for an employment opportunity with Us Your contact information, such as full name, email address, mobile number, phone number; details of Your education and previous employment and any other information You volunteer, including during any interview or Your interactions with Us and contained in the resume that You submit to Us. To evaluate the position that You have applied for or that We may consider You at the time that You submitted Your resume or at a later date. • Third parties whose products We use in maintaining a record of and evaluating You for the position applied. • With external recruiters and organisations like those that do employee background checks on Our behalf. 2.3 If You provide Us with any Personal Data relating to other individuals, You represent that You have the authority to do so, and where required, have obtained the necessary consent, and acknowledge that it may be used in accordance with this Policy. If You believe that Your Personal Data has been provided to Us improperly, please contact Us by using the information in clause 11 below. 2.4 In addition to the details provided in the table above, We may also share Your Personal Data with an entity to which we divest all or a portion of Our business, or otherwise in connection with a merger, consolidation, change in control, reorganisation or liquidation of all or a portion of Our business.Law enforcement authorities, government authorities, courts, dispute resolution bodies, regulators, auditors, and any party appointed or requested by applicable regulators to carry out investigations or audits of Our activities.Professional advisors who advise and assist Us in enforcing Our contracts and policies, handling Our claims, effective management of Our company and in relation to any disputes We may become involved in. 3. LEGAL BASIS FOR PROCESSING (EEA REGION) 3.1 If You are a data subject from the European Economic Area, Our legal basis for collecting and using the Personal Data described above will depend on the Personal Data concerned and the specific context in which We collect it. 3.2 We will normally collect Personal Data from You only where it is needed to perform a contract with You, where the Processing is in Our legitimate interests and not overridden by Your data protection interests or fundamental rights and freedoms, or where We have Your consent. In some cases, We may also have a legal obligation to collect Personal Data from You. If We Process Personal Data with reliance on Your consent, You may withdraw Your consent at any time. 3.3 If You have questions or need further information concerning the legal basis on which We collect and use Your Personal Data, please contact Us using the contact details provided under clause 11. 4. INTERNATIONAL TRANSFER 4.1 We mainly Process Personal Data in the United States and/or India. We will ensure that the recipient of Your Personal Data offers an adequate level of protection that is at least comparable to that which is provided under applicable data protection laws. 4.2 If You are a resident of the European Economic Area and when Your Personal Data is Processed outside EEA, We will ensure that the recipient of Your Personal Data offers an adequate level of protection, for instance by entering into standard contractual clauses for the transfer of Personal Data as approved by the European Commission (Article 46 General Data Privacy Regulation, 2016), or We will ask You for Your prior consent to such international data transfers. 5. SECURITY OF PERSONAL DATA We use appropriate technical and organizational measures to protect the Personal Data that We collect and Process. The measures We use are designed to provide a level of security appropriate to the risk of Processing Your Personal Data. If You have questions about the security of Your Personal Data, please contact Us using the contact details provided under clause 11. 6. RETENTION OF PERSONAL DATA 6.1 We retain Personal Data collected where an ongoing legitimate business requires retention of such Personal Data. 6.2 In the absence of a need to retain Personal Data under clause 6.1 above, We will either delete it or aggregate it, or, if this is not possible then We will securely store Your Personal Data and isolate it from any further processing until deletion is possible. 7. YOUR RIGHTS You are entitled to the following rights: 7.1 You can request Us for access and correction of Your Personal Data. 7.2 If We have collected and processed Your Personal Data with Your consent, then You can withdraw Your consent at any time. Withdrawing Your consent will not affect the lawfulness of any processing We have conducted prior to Your withdrawal, nor will it affect Processing of Your Personal Data conducted in reliance on lawful processing grounds other than consent. 7.3 You have the right to complain to a data protection authority about Our collection and use of Your Personal Data. For more information, please contact Your local data protection authority as specified by the applicable data protection laws. 7.4 You have the right to opt-out of marketing communications We send You at any time. You can exercise this right by clicking on the “unsubscribe” or “Manage Preferences” link in the marketing e-mails We send You. To opt-out of other forms of marketing (such as postal marketing or telemarketing), please contact Us. 7.5 If You are a resident of the EEA, UK, or Switzerland, You are also entitled to the following rights: 7.5.1 You can request Us for deletion and erasure of Your Personal Data. 7.5.2 You can object to the Processing of Your Personal Data, ask Us to restrict Processing of Your Personal Data or request portability of Your Personal Data. 7.6 If You seek to exercise Your rights under this clause, please contact Us at the details provided in clause 11. We will verify any requests before acting on the request and respond to all requests We receive from individuals wishing to exercise their data protection rights within a reasonable timeframe in accordance with applicable data protection laws. 8. COOKIE POLICY 8.1 Cookies are text files that are placed on Your computer to collect standard internet log information and visitor behaviour information by Us. When You visit the Website(s), We may collect Personal Data automatically from You through cookies or similar technology. We also set cookies to collect information that is used either in aggregate form to help Us understand how Our Website(s) is being used or how effective Our marketing campaigns are, to help customise the Website(s) for You or to make advertising messages more relevant to You. 8.2 Essential Cookies: We set essential cookies that enable core functionality such as security, network management, and accessibility. You may not opt-out of these cookies. However, You may disable these by changing Your browser settings, but this may affect how the Website(s) functions. 8.3 Analytics, Customisation and Advertising Cookies: We set these cookies to help Us improve Our Website(s) by collecting and reporting information on how You use it. The cookies collect information in a way that does not directly identify anyone. 8.4 When You visit the Website(s), a cookie banner will be displayed providing additional information about cookies and options to opt out of non-essential cookies as required by applicable laws. 9. PRIVACY OF CHILDREN We recognize the importance of children's safety and privacy. We do not request, or knowingly collect, any Personal Data from children under the age of 18. If a parent or guardian becomes aware that his or her child has provided Us with Personal Data, they should write to Us at the email address provided in clause 11. 10. NOTICE TO SUBSCRIBERS AND OTHER EXCLUSIONS 10.1 SuprSend is intended for use by enterprises. Except for the Personal Data collected from You for the purposes mentioned under clause 2, this Policy is not applicable to Our Processing of any Personal Data transmitted by the Customer. We may receive Subscriber’s Personal Data as a part of the Service Data for which We will only act as a Processor and such Processing will be governed by the Terms. In such a case, the Subscriber’s data privacy questions and requests should be submitted to the Customer in its capacity as a Controller. We are not responsible for Customers’ privacy or security practices which may be different from this notice. Customers of SuprSend are solely responsible for establishing policies for and ensuring compliance with all applicable laws and regulations, as well as any and all privacy policies, agreements, or other obligations, relating to the collection of Personal Data in connection with the use of SuprSend by the Customer or the Users. 10.2 When You log on to SuprSend using the online sign-on services, the social network platform may provide Us with access to certain information that You have provided them, The collection, use, and disclosure of Your Personal Data by these social networks shall be governed by the policies of such social networks and We shall have no liability or responsibility over their actions. 10.3 Our Website(s) contain links to other Websites. Our Policy applies only to Our Website(s), so if You click on a link to another Website, You should read their privacy policy. We encourage You to review the privacy statements of any such other Websites to understand their Personal Data practices. 11. CONTACT INFORMATION 11.1 You may contact Us if You have any enquiries or feedback on Our data protection policies and procedures, or if You wish to make any request, in the following manner: Kind Attention: SUPRSTACK INC Email Address: support[at]suprsend[dot]com 12. DATA PROTECTION REPRESENTATIVES (UK & EU) In accordance with GDPR requirements, we have appointed representatives in the UK and EU for data protection matters. If you are located in Europe, you may contact our representatives directly regarding any inquiries related to your personal data or data protection rights. UK Representative Name : Rickert Services Ltd UK Email : art-27-rep-suprstack@rickert-services.uk Address : SuprStack, Inc. PO Box 1487 Peterborough, PE1 9XX, United Kingdom EU Representative Name : Rickert Rechtsanwaltsgesellschaft mbH Email : art-27-rep-suprstack@rickert.law Address : SuprStack, Inc. Colmantstraße 15, 53115 Bonn, Germany 13. CHANGES TO THE POLICY Please come back and check for any updates to this Policy. If there are any material changes to this Policy We shall notify You or shall post a notice of the update on Our Website. Know more Terms of Service Data Subprocessors Data Processing Addendum Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. SuprStack Inc. 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 | 2026-01-13T08:47:40 |
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https://github.com/security/advanced-security/code-security | GitHub Code Security · GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... --> Search Clear Search syntax tips Provide feedback --> We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly --> Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert {{ message }} GitHub Security Navigation menu Advanced Security Secret Protection Code Security Supply Chain Security Plans & pricing GitHub Code Security Application security where found means fixed Secure your code as you build with GitHub Code Security. Detect vulnerabilities early and fix them with Copilot Autofix. Request a demo See plans & pricing What is GitHub code security? 28 min From vulnerability detection to remediation 3X Faster remediation on average with Copilot Autofix 90% Of alert types include AI-powered code suggestions Detect and remediate vulnerabilities early with AI-powered fixes Automate security checks Find security issues in real time with CodeQL’s powerful analysis that traces data flows throughout your application. Learn more about CodeQL Remediate at scale Get contextual explanations and AI-powered fixes for CodeQL-detected alerts with Copilot Autofix. Explore Copilot Autofix Reduce security debt GitHub Code Security continuously scans your code as you build, helping detect vulnerabilities early, fix them fast with Copilot Autofix, and ship securely. Catch risks early Identify new dependencies and check for vulnerabilities or license issues with the Dependency Review Action. Explore the Dependency Review Action “ Copilot Autofix streamlines security by flagging vulnerabilities and suggesting fixes instantly, keeping code secure while freeing teams for strategic work.” Mario Landgraf community manager of security at Otto GmbH & Co. KGaA Build secure software from day one Security should be built in, not bolted on. With Code Security, you can find, fix, and prevent vulnerabilities seamlessly—keeping your software resilient from development to deployment. Request a demo See plans & pricing Best practices for more secure software Discover developer-first security Take an in-depth look at the current state of application security. View the webinar Explore the DevSecOps guide Learn how to write more secure code from the start with DevSecOps. Read the whitepaper Avoid AppSec pitfalls Explore common application security pitfalls and how to avoid them. Read the whitepaper FAQs What is Code Security? GitHub Code Security empowers developers to secure their code without sacrificing speed. With built-in static analysis, AI-powered remediation, advanced dependency scanning, and proactive vulnerability management, teams can automatically detect, prioritize, and remediate security issues, all within their existing GitHub workflow—allowing them to deliver secure software faster and with greater confidence What is Copilot Autofix? Copilot Autofix uses AI-powered code suggestions to automatically fix security vulnerabilities identified by CodeQL. When a security vulnerability is detected, Copilot Autofix analyzes the code context, understands the underlying security issue, and generates a precise, contextually appropriate fix. This feature bridges the gap between vulnerability detection and remediation, enabling developers to review and apply AI-suggested fixes directly within their workflow. What are Security Campaigns? Security campaigns provide a structured framework for planning, tracking, and implementing security fixes across multiple repositories and teams allowing you to systematically burn down security debt. With With security campaigns, security teams can group related vulnerabilities, prioritize remediation efforts, assign ownership, and monitor progress through a unified dashboard. Security campaigns can be organized by vulnerability type, security initiative, compliance requirement, or any other logical grouping to coordinate security improvements at scale. What is dependency analysis? Dependency review scans pull requests for vulnerable dependencies before they're introduced into your codebase. It evaluates the security impact of dependency changes, identifying vulnerable packages and their severity levels to prevent security issues from being merged. The tool shows detailed dependency changes by comparing the base and head branches, highlighting added, removed, and updated dependencies along with their known vulnerabilities What is EPSS? Dependabot alerts now feature the Exploit Prediction Scoring System (EPSS) from the global Forum of Incident Response and Security Teams (FIRST), helping better assess vulnerability risks. EPSS helps organizations prioritize vulnerability remediation by predicting the likelihood of a vulnerability being exploited in the next 30 days. It provides a score ranging from 0 to 1 (0-100%), alongside a percentile ranking to indicate how the vulnerability compares to others. Site-wide Links Subscribe to our developer newsletter Get tips, technical guides, and best practices. Twice a month. Subscribe Platform Features Enterprise Copilot AI Security Pricing Team Resources Roadmap Compare GitHub Ecosystem Developer API Partners Education GitHub CLI GitHub Desktop GitHub Mobile GitHub Marketplace MCP Registry Support Docs Community Forum Professional Services Premium Support Skills Status Contact GitHub Company About Why GitHub Customer stories Blog The ReadME Project Careers Newsroom Inclusion Social Impact Shop © 2026 GitHub, Inc. Terms Privacy (Updated 02/2024) 02/2024 Sitemap What is Git? Manage cookies Do not share my personal information GitHub on LinkedIn Instagram GitHub on Instagram GitHub on YouTube GitHub on X TikTok GitHub on TikTok Twitch GitHub on Twitch GitHub’s organization on GitHub English English Português (Brasil) Español (América Latina) 日本語 한국어 You can’t perform that action at this time. | 2026-01-13T08:47:40 |
https://github.com/solutions/industry/financial-services | AI-Powered Financial Solutions for Secure Innovation | GitHub · GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... --> Search Clear Search syntax tips Provide feedback --> We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly --> Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert {{ message }} Solutions By industry Financial services Transform financial services with a secure, AI-powered solution By embedding AI into developer workflows, you can accelerate secure financial innovation at scale. Start a free trial Contact sales Build secure financial services by having an all-in-one platform that eliminates the need for third-party tools and keeps developers in the flow. Reduce risk Avoid data breaches and fraud by incorporating security practices throughout the development process. Increase speed and efficiency Enable faster development and deployment of new features and services by leaving the manual, repetitive tasks to AI. Streamline operations Improve efficiency and enhance developer creativity by working on a single, secure, AI-powered platform. Logos for Itaú Mercari Mercado Libre Stripe and Plaid Stripe Plaid Dow Jones Société Générale Get ahead with AI-powered innovation Stay at the forefront of technological advancements by using AI-powered tools to innovate services while remaining secure and compliant. Explore GitHub Copilot Enhance regulatory compliance and security Meet regulatory standards and secure your supply chain by leveraging AI-powered compliance features and natively-embedded application security testing. Explore GitHub Advanced Security Accelerate software development Automation is everything. Reduce time-to-market and improve responsiveness to customers by using enterprise-ready, scalable CI/CD. Explore GitHub Actions Read how Societe Generale tripled their releases and cut development time by more than half. Read the customer story “ We used to have other tools as well, but GitHub offers us with an all-in-one solution that provides developers a single source of truth for security notifications and code management. David Heitzinger Head of Agile Engineering Support // Raiffeisen Bank DevOps strategies for financial innovation, amplified by GitHub Trusted by 90% of the Fortune 100, GitHub helps millions of developers and companies collaborate, build, and deliver secure software faster. And with thousands of DevOps integrations, developers can build smarter from day one with the tools they know and love—or discover new ones. Start a free trial Contact sales Additional Resources Find the right DevOps platform Narrow your search with the 2024 Gartner® Magic Quadrant™ for DevOps Platforms report. Get the Gartner report What is DevOps? By bringing people, processes, and products together, DevOps enables development teams to continuously deliver value. Learn more about DevOps Discover innersource This practice empowers developers to save time and energy by bringing methodologies from open source into their internal development. Read more on Innersouce Site-wide Links Subscribe to our developer newsletter Get tips, technical guides, and best practices. Twice a month. Subscribe Platform Features Enterprise Copilot AI Security Pricing Team Resources Roadmap Compare GitHub Ecosystem Developer API Partners Education GitHub CLI GitHub Desktop GitHub Mobile GitHub Marketplace MCP Registry Support Docs Community Forum Professional Services Premium Support Skills Status Contact GitHub Company About Why GitHub Customer stories Blog The ReadME Project Careers Newsroom Inclusion Social Impact Shop © 2026 GitHub, Inc. Terms Privacy (Updated 02/2024) 02/2024 Sitemap What is Git? Manage cookies Do not share my personal information GitHub on LinkedIn Instagram GitHub on Instagram GitHub on YouTube GitHub on X TikTok GitHub on TikTok Twitch GitHub on Twitch GitHub’s organization on GitHub English English Português (Brasil) Español (América Latina) 日本語 한국어 You can’t perform that action at this time. | 2026-01-13T08:47:40 |
https://www.suprsend.com/customers/how-solar-informatics-accelerated-its-time-to-live-for-notifications-by-75-with-suprsends-multi-tenant-architecture | How Solar Informatics accelerated its Time-to-Live for Notifications by 75% with SuprSend's Multi-Tenant Architecture? 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 Solar Informatics accelerated its Time-to-Live for Notifications by 75% with SuprSend's Multi-Tenant Architecture? Industry Utilities Based in Minneapolis, USA Business type B2B Deployment method Cloud Features used Multi-tenant, Per-tenant template customization Ready to start? Book a demo Challenge Solar Informatics Platform, being a multi-tenant solution, required a robust email and template system to isolate its tenant's notifications from each other, which was complex to develop and maintain with the scale. They also wanted to create a scalable white labeled notification experience for every client instead of involving engineering team every time. Solution Solar Informatics integrated SuprSend's multi-tenant notification infrastructure, which provided a powerful template builder with rapid iteration capabilities. This shifted the customization burden from the engineering team to the business and product teams, allowing for quicker response to customer requests. Additionally, they introduced push notifications for real-time alerts without complex API integrations. Outcome By leveraging SuprSend's solutions, Solar Informatics achieved remarkable outcomes. They reduced client onboarding TTL by 75%, leading to quicker onboarding of new customers. Real-time alerts significantly increased user engagement, enhancing customer satisfaction. The integration also freed up their developers from constant customer requests, and improving overall operational efficiency. "SuprSend simplified our notification setup. Onboarding and customization for each customer are now faster, customers are happier, and our developers can focus on core product work instead of routine fixes." Salman Khan Chief Architect, Solar Informatics Solar Informatics is a SAAS platform for the solar energy industry, offering a comprehensive solution that streamlines all aspects of solar project development, deployment, and management. Their platform serves as a centralized hub for managing ERP requirements end-to-end for various stakeholders, including off-loaders, O&M providers, community solar managers, and energy companies. At the heart of Solar Informatics' mission lies the indispensable role of notifications. These notifications serve as the vital conduits of seamless communication, ensuring that crucial information, such as real-time O&M alerts and insightful predictions concerning energy output, maintenance schedules, and other indispensable updates, flows effortlessly among all stakeholders. What were Solar Informatics notification use cases? Solar Informatics tackled two primary notification use cases: Notification Use-Case Alerts O&M alerts, system alerts, task-related alerts Predictions Weather predictions, energy fluctuation predictions Initially, Solar Informatics relied on a basic email notification system catering to multiple tenants, a manual and engineering-intensive process involving template creation, event and workflow setup, as well as design and content customization at individual customer account levels. With scaling came the realization of the need for a more robust, scalable notification infrastructure capable of isolating and handling multi-tenant requirements. They also wanted to create a scalable white labeled notification experience for every client instead of involving engineering team every time. Integrating with SuprSend: Powerful template builder with rapid iteration capability: Solar Informatics found a powerful ally in SuprSend, offering a front-end template builder with rapid iteration capabilities. This transformative shift reduced the burden on the engineering team, empowering the business and product teams to customize notifications based on customer requests. "The flexibility of creating templates has really helped us here. Since we are dealing with different customers that have different kinds of brandings, so we had to create a lot of HTML templates for each customer and then customize them in backend code when asked, which was a lot of development work. We don't have that problem now." Salman Khan, Chief Architect at Solar Informatics They could also use batching and digest features, where multiple and recurring events were consolidated in a single template to reduce notification fatigue for stakeholders. Additionally, they fetched templates over API to export the created HTML templates, which were then used to create necessary PDFs that could be shown within their platform. A use-case: Sending complex weather alert emails using dynamic content Solar Informatics needed to send some critical weather alerts that contained a wealth of information, including site-specific details, alert specifics, and comprehensive weather condition data, including graphs. To accommodate these intricacies of multiple dynamic fields, they used SuprSend’s handlebar helpers. Dynamic Content : Handlebar helpers enabled real-time updates for tables, graphs, fields, and banners in email templates based on the latest data sent by Solar Informatics. Colored Banners : Helpers dynamically changed banner colors to represent weather severity (red, yellow, green). Diverse Date Formats : Handlebar helpers accommodated various date formats in emails, ensuring customized representation of date information in different fields. Tenant Logos : Tenant logos were added using SuprSend’s tenant’s API for white-labeling, offering a personalized experience to each tenant’s customers. Graphs : Using the data fetched from the HTML content, graphs were prepared and attached to the templates. All these customizations were possible directly in the visual template editors managed by non-tech teams, which reduced time-to-market significantly. White-labeling through SuprSend's Multi-Tenant Architecture: Solar Informatics, being a B2B SaaS platform, faced a recurring request from clients for a white-labeled notification experience. Leveraging SuprSend's multi-tenant architecture, Solar Informatics implemented branded elements for multiple tenants while using a single dynamic template to send white-labeled notifications. This not only significantly reduced time-to-market but also facilitated rapid incorporation of customer customization demands, saving approximately 75% of the time required to go live for any new customer with their notifications. This architecture also enabled them to implement a multi-tenant preference management center. The preference management center helped its customers control their notification types and channels proactively. Going Multi-channel for Increased User Engagement While Solar Informatics initially relied on email notifications, they recognized the imperative of enhancing user engagement, particularly for critical alerts. To achieve this, they sought an additional communication channel that could deliver real-time alerts efficiently. The optimal choice was push notifications, and Solar Informatics swiftly integrated this channel without the need for additional API integrations in code. Results: Increase in Customer engagement while reducing TTL Solar Informatics reduced Time-to-Live by 75%, thanks to multi-tenant architecture and template builders. Real-time alerts increased user engagement. Leveraging Suprsend improved efficiency, reduced manual work, and boosted customer satisfaction. It also freed their developers from constant customer requests and saved engineering resources. "Our onboarding and customization requests TTL has reduced significantly, which increases customer satisfaction and reduces the engineering cost because now our development team is focusing on things, which are really development stuff, and not just all the time fixes and maintenance." Salman Khan, Chief Architect at Solar Informatics 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. 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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 | 2026-01-13T08:47:40 |
https://dev.to/devnews/s8e6-devdiscuss-you-too-can-create-beautiful-data-driven-essays-like-the-pudding | S8:E6 - DevDiscuss: You Too Can Create Beautiful Data-Driven Essays Like The Pudding - 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 DevNews Follow S8:E6 - DevDiscuss: You Too Can Create Beautiful Data-Driven Essays Like The Pudding May 19 '22 play This week, we feature one of our favorite episodes of our sister podcast, DevDiscuss, where hosts Ben Halpern and Julianna Tetreault talk about creating beautiful data-driven essays with Michelle McGhee and Russell Goldenberg, Journalist-Engineers at The Pudding. Show Notes DevDiscuss (sponsor) CodeNewbie (sponsor) Avalanche (sponsor) The Pudding Polygraph Svelte Gabriel Florit - On Responsive Design and Data Visualization Who’s in the Crossword? We investigated 200 crackers to learn about food allergies and labelling. Warning: may contain troubling results The Birthday Paradox The Gyllenhaal Experiment Life After Death on Wikipedia We couldn’t get an artificial intelligence program to win the New Yorker Caption Contest Nothing Breaks Like A.I. Heart OpenAI Human Terrain An Interactive Visualization of Every Line in Hamilton Reconstructing Seven Days of Protests How you play Spades is how you play life D3.js GitHub: The Pudding Datawrapper Flourish The Pudding: Our Resources Russell Goldenberg Russell Goldenberg is a Scorpio. He makes stories with data and code at The Pudding. Nowadays coding mostly in Svelte. Michelle McGhee Michelle McGhee makes visual stories at The Pudding. She also enjoys making delicious food and 3-pointers at pickup basketball. Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 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 | 2026-01-13T08:47:40 |
https://ruul.io/blog/top-20-high-paying-freelance-jobs | Best Freelance Jobs That’ll Stay In Demand Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up grow Best Freelance Jobs You're looking for the best freelance jobs AI won't wipe out. Safe, in-demand, future-ready, long-lasting work… you'll find it all right here. Canan Başer 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points Busy scrolling through 8 sections? Here’s your condensed preview: Tech rules the freelance world: Devs (software, blockchain, AI, cyber) are still flat out in demand. AI isn’t replacing devs, it’s hiring them. $100+ rates is the norm. Writers and designers aren’t going away: Human creativity > sloppy creation by AI. Copywriters, brand builders, and UI/UX professionals that use AI as part of their "real" talent are getting paid. Marketers, who mix data & creativity = $$$: Digital marketing is now AI enabled, but still needs humans with expertise in strategy, ads, SEO, and growth. Teaching is going digital and worldwide: Online courses, tutoring and coaching are on volatility. If you can teach it, you can sell it (and possibly scale it). If you're looking for the best freelance jobs , you're really looking for something that will stay valuable. After all, who wants to master a skill just to be replaced by AI later? The thought alone is a bit scary. 😬 Don’t worry, I’ve done the digging for you. Here are high-demand freelance jobs , spread across 8 key categories, that are expected to stay in demand even in the age of AI. Ready to dive in? 1) Software Development Software developers are the people behind nearly all aspects of the digital world, from the apps you use on your mobile phone to systems that keep global business running. They take an idea such as ordering food, managing a remote team, or watching a movie and turn that idea into a reliable, working software. They also troubleshoot software issues, optimize software performance, and make sure software runs smoothly. Is it worth becoming a software developer in 2025? There's a lot of talk about AI taking jobs, but it's not true. In the U.S., jobs for software developers will increase 15% from 2024 to 2034. There are about 129,200 new developer jobs every year. To sum it up, GitHub's CEO Thomas Dohmke said it best: - "When AI gets better and better, the smartest companies will hire more software developers, not less." Demand for developers continues to flourish—with AI, eCommerce, and automation, it seems to be forever. Learn the basics 🎥 Watch: [ Guide To Becoming A Self-Taught Software Developer ] → Traversy Media explains precisely how you can become a self-taught software developer, from what language to learn first to building real-world projects and portfolios. How much can you make? The worldwide average falls between $20–$150/hour . If you're in North America and are building things in AI, cloud, or cybersecurity, it would be about $80–140/hour. So, depending on what you're building and where you're living, that's where you'll land on the pay scale. Also see 👉🏻 [ Freelance Developer Rates ] 2) Blockchain Engineering Blockchain engineers are the ones who build the infrastructure for decentralized systems. They create secure, transparent, and tamper-proof environments where data cannot be faked, modified, or lost. Consider: Global payment systems NFT platforms Voting methodologies Digital identity solutions Smart cities 🔑 In this world, code = trust. And those who write that trust into the system are blockchain engineers. Is it worth becoming a blockchain engineer in 2025? In 2025, there were 66,494 new Web3 jobs globally, a 47% increase from 2024. The numbers are not back to the 2022 heights, but that is actually a good sign. It shows we are moving beyond the hype stage, and the only real professionals have survived. Companies are not looking for vague “crypto enthusiasts.” They are looking for engineers and developers who are truly professionals, especially in: Rust (for high-performance blockchain coding) Solidity (for ETH smart contracts) Security auditing (to avoid million-dollar hacks) Layer 2/zk technologies (for faster, cheaper scaling) Investment capital is returning to blockchain, but with a focus on infrastructure, privacy, and security. We're past the hype period, and competent engineers are now driving a more stable, high-value economy. Learn the basics 🎥 Watch: [How does a blockchain work? – Simply Explained ] → This Simply Explained video breaks down blockchain in plain language. You’ll see how blocks, hashing, and decentralization actually work behind the scenes. How much can you make? The average rate is $81–$100/hour . Upwork mid-level developers earn about $30–$59/hour , while top-level engineers can charge up to $200/hour with enterprise clients. Adding, Blockchain roles tend to be remote and global, so you can access lucrative markets, no matter where you live. 3) AI & ML Engineering AI (Artificial Intelligence) and ML (Machine Learning) engineers are those folks who work with systems like ChatGPT, self-driving cars, and voice assistants. But first, let’s clear up a common confusion: ML engineers make sure ChatGPT gives great answers. AI engineers make sure we can actually use ChatGPT on our devices. Ultimately, the ML engineer builds the brain, while the AI engineer gives it a body and a purpose. Is it worth becoming an AI engineer in 2025? The percentage of companies utilizing AI jumped from 55% to 78% in just one year. At the same time, ML has become one of the fastest-growing freelance categories on sites like Upwork. The demand for engineers is changing towards: LLM deployment Model fine-tuning Infrastructure scaling Evaluation and safety testing AI is not taking jobs, it's creating jobs! We can thank it for creating jobs that didn't exist before. 🙂 Learn the basics 🎥 Watch: [ Machine Learning for Everybody – Full Course ] → freeCodeCamp’s “Machine Learning for Everybody” gives a friendly introduction to AI and ML concepts, from training models to real-life use cases, all without complex math. How much can you make? Global engineering rates for AI/ML professionals vary between $35 and $160+/hour . On Upwork, the average is $35–$60/hour , but that’s for entry to mid-level work. But experienced freelancers working with startups or enterprise projects can earn 2–5× more, easily reaching top-tier rates. 4) Cybersecurity The job of a cybersecurity expert is to protect computers, phones, cloud, networks, and data. It is like installing a security system to protect your home from a thief. They have three tasks: → enact prophylactic measures → detect attacks → repair damage after an attack Large corporations and government agencies cannot keep going without this security chain. Is it worth becoming a cybersecurity specialist in 2025? This year, cybersecurity spending will rise from $193B to $213B . Growth is strong in Cloud and Application Security, because they realize they must protect their data as they move it online. In fact, there are not enough cybersecurity experts. Currently, there are 5.47 million people working in the field. But they still need 4.76 million more. That's a record gap, and it shows that the world needs more cybersecurity professionals. Also, only 14% of organizations (about 1.5 out of 10) claim that they have all the talent needed in cybersecurity. The rest? say they're facing a critical skills gap. So, there’s a budget + high risk → rising demand for freelancers → perfect time to start. Risks are growing, budgets are growing, and the world currently doesn't have enough experts yet. Learn the basics 🎥 Watch: [Introduction to Cybersecurity – Simplilearn ] → Understand what ethical hacking and defending a system really are. Simplilearn’s introduction to cybersecurity will walk you through how hackers think and how the experts stop them. How much can you make? Freelancers in cybersecurity can expect to see hourly rates between $60-$120. However, if you can demonstrate your specialized skills, you could start charging $150+ per hour. Additionally, if you eventually transition into a more senior management role (ex. vCISO), it's entirely possible to earn between $200-300 per hour. 5) Copywriting Copywriters can write just about anything you could find on the internet: social media posts, blog articles, short ad copy, marketing emails, sales pages, and newsletters. Most copywriters have some kind of specialization and are known for it, such as a beauty writer, health writer, B2B article writer, or even a LinkedIn ghostwriter. But of course, you could be a generalist or have even a few specializations if you prefer. Is it worth becoming a copywriter in 2025? 46% of B2B marketers say their content budgets will increase in 2025. I’m not surprised, since content marketing drives : demand/leads (74%) subscriptions/nurturing (62%) sales impact (49%) There's rigorous demand and big budgets for human, conversational content. Plus, AI-generated “slop fatigue,” writers who can connect with readers stand out more than ever. Joe Pulizzi , founder of Content Marketing Institute, backs this belief: — "AI can create a lot of content, but humans still lead in what content is worth creating." I believe AI's true way of impact is in coordination and content operations, not creation. Brands are looking for authentic voices, and human writers who can create emotional connections are more valuable than ever. Learn the basics 🎥 Watch: [ Start Copywriting FAST – 8 Steps for Beginners ] → In this video from Alex Cattoni, you’ll learn the 8 steps to start copywriting FAST — from building empathy, to writing words that persuade your reader to become a buyer. How much can you make? Worldwide, copywriters typically earn $15–$90/hr, depending on experience and niche. Others are paid per word, and if you have specialized expertise (i.e., in health), you may earn $1.25 a word. For simpler topics, rates are usually $0.30–$0.50 per word. About what writers earn worldwide 👉🏻 [ Freelance Writer Rates ] 6) Design Ever see a billboard, some product packaging, or a social media post and think, "wow, that actually looks really cool"? Yep, you can thank a designer for that. Is it worth becoming a designer in 2025? We're seeing some double-digit growth in UI/UX specifically, based on a study that collected and quantified over 22,500 data points. I also checked out what's happening on freelance job sites, and took a look at the Fiverr Business Trends Index and Upwork data. And it’s legit, job postings and searches for all kinds of design services have jumped significantly in areas like website design 3D product rendering Social media content design branding/creative On the branding side, client expectations have now shifted to expecting both great quality and delivery yesterday. And you can probably guess the buzzword designers can’t stop mentioning: → (AI powered design + human touch) It’s the hottest combo across the creative world, and design is no exception. Creative demand is booming again. Designers who are familiar with AI tools and can interconnect them with human brilliance will be in the best positions. Learn the basics 🎥 Watch: [ The 2025 UI/UX Crash Course for Beginners - Learn Figma ] → This DesignCourse tutorial shows you how to go from wireframes to full mockups using Figma. You’ll see the real design workflow step by step. How much can you make? On Upwork, you are looking at designer rates in the $15- $35/hr range. However, this is pretty low for experienced designers. Most freelancers who are professionals will say they earn much more. Top-tier designers can earn $100-150/hr or higher. More about how much you can earn 👉🏻 [ Freelance Designer Rates ] 7) Digital Marketing A digital marketer enhances a brand’s online presence via social media, search engines, ads, emails, and every other avenue that allows consumers to find the brand. The objective is to take someone from awareness to trust, and from trust to sales. But digital marketing is not one job any longer; it's a toolkit. Some marketers excel at SEO. Others are experts in Instagram ads. The ones who shine? They go deep into one skill and establish credible authority around it. Is it worth becoming a digital marketer in 2025? This year, global ad spend is expected to reach $1.17 trillion , a 7% increase from last year. Companies have the budget, but they are reallocating to what provides verifiable ROI: social media and content marketing are increasingly becoming joint drivers of digital growth. And that engine is now powered by AI. 93% of managers and 83% of teams say AI has improved ROI, personalization, data use, and cost efficiency. For freelancers, that means: Brands are looking for strategic operators to turn creativity and data into results. Budgets are growing fast, it's freelancers who are able to corral creativity and data that will be at the forefront of the new wave of marketing. Learn the basics 🎥 Watch: [ Digital Marketing 101 - A Complete Beginner's Guide to Marketing ] → Laurie Wang’s video walks you through how the main digital marketing channels (SEO, email, social, ads) connect and work together. Ideal for beginners. How much can you make? In the mid to lower market, Upwork rates usually range from $15–$45 per hour. But if you're an expert in a strategic field (like SEO in the US/CA market), you can earn $75–$200/hr . Performance-based pay is also common in roles like ad management. 8) Education When you can learn something new without even stepping into a school setting, congratulations, you are learning online. As a freelance teacher or coach, you can teach students in so many different "areas". This could be about: Work-related skills (project management, design, etc.) Personal development (such as confidence, productivity, life skills) Or anything more academic, such as languages, academic subjects, and even complex sciences. You can provide recorded courses together, or you can lead live classes together over groups of video conferencing calls. You can set it up however you would like, as this is your setup in life. Is it worth becoming an educator in 2025? Some educators are selling fully designed course packs, and some are operating "cohort-based" classes, which are small groups of people learning together at the same time. And this concept is projected to go from $3.8B in 2024 to $15.2B by 2033. Language learning is also growing. Expected to grow to 21.1B in 2025 and more than double by 2030. There is a significant demand for speaking coaches and fluency mentors. On the coaching side, the number of coaches in the world has grown 15% from 2023, and it is now greater than 122,974. And many coaches are not strictly doing coaching: 60% are also teaching 57% are also consultants 49% are also mentoring Most significantly, 59% of coaches expect to earn more next year. On the business side, Learning and Development leaders are going deeper on AI training and closing skills gaps. More businesses are looking to hire external experts (coaches and educators) for flexible, impactful training. Meanwhile, companies like Coursera and Udemy are also seeing solid growth in revenue and users. This is bringing normalization to online learning and is paving the way for a new wave of freelancers in the space. Learn the basics 🎥 Watch: [ Teach Online in 2025 | How to Start & Succeed as an Online Teacher ] → Jamie (ESL Teacher 365)’s video explains how to begin teaching online in 2025, main pathways (companies, marketplaces, freelance), key requirements (TEFL, technology, niche), and tips for beginners, especially for non-native teachers. How much can you make? Costs depend on the subject and the tutor’s level of expertise. Most tutors on Upwork charge $20–$40/hr , while in-person, 1:1 coaching in Europe could go for $100/hr+, and up to $200/hr. The most lucrative tutoring markets include tutoring STEM, software, data science, AI, ML, and no-code. Where working freelance finally feels effortless! When you work with Ruul , you will avoid all of that usual freelancing nonsense: Get your invoice in a few seconds (VAT is calculated automatically). Sell your services in 190 countries and 140 currencies, even crypto! Showcase your portfolio, services, subscriptions, and products. All in one Space. Get paid directly to your bank within 1 day, or on the spot with crypto. Ruul removes the roadblocks for ease of freelancing. Sign up now , join thousands of other independents, and get paid in 2025 how you deserve! FAQs 1. What is the highest-paid freelance job? AI and blockchain engineers had the highest earnings in 2025, while making $150-$200/hr. These freelance professionals build core systems (AI platforms, smart contracts, and secure infrastructure) which are in constant demand due to the critical need in the global economy. 2. How much do freelance AI engineers make? Freelance AI engineers earn about $35-$160 an hour, while senior specialists in the field of MLOps or infrastructure earn more than $200 an hour. As more corporations begin using and scaling AI systems within their operations, the pay will continue to escalate. 3. What is best for freelancing? Software, AI, design work, copywriting, and digital marketing ranked highest for freelancers in 2025. These jobs combine creativity and tech, can pay extremely well ($20-$150+/hour), and will continue to be in demand for many years, even beyond the advent of AI. 4. Which skill is best for freelancing in 2025? AI, software, and cybersecurity skills ranked the highest for freelancing in 2025. Skills combining tech with creativity, like AI-powered coding or UX design work, will be highly sought after and hard to compete with on a global level. ABOUT THE AUTHOR Canan Başer Developing and implementing creative growth strategies. At Ruul, I focus on strengthening our brand and delivering real value to our global community through impactful content and marketing projects. More Essential web development tools for freelancers With so many resources and choices floating around, it can be very difficult to choose the best tools to use as a web developer. Read more Ruul Now Supports Cryptocurrency Payments for Freelancers Accept crypto payments as a freelancer! Ruul now supports Bitcoin, Ethereum, and stablecoin payouts—fast & global. Read more How to Sell Subscriptions Turn your services into steady monthly revenue: learn the best subscription models, smart pricing, and retention tactics that keep customers paying. Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. 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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 | 2026-01-13T08:47:40 |
https://dev.to/ngxp/s2e23-building-a-customer-focused-mindset-with-carl-bergenhem | S2E23 - Building A Customer-Focused Mindset with Carl Bergenhem - 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 Angular Experience Follow S2E23 - Building A Customer-Focused Mindset with Carl Bergenhem Jul 4 '22 play SHOW SUMMARY: In this episode of NgXP, we ask how you can build a customer-focused mindset as a software engineer. And who better to help us with this discussion than Carl Bergenhem, the Principal Product Manager for KendoUI! Carl has spent his career becoming an expert in helping individuals, teams, and entire organizations go from being ‘feature factories’ to empathetic developers of top-notch, customer-focused products. He gives great advice for how to implement these practices into your teams and shares how you’ll find greater job satisfaction than ever before. LINKS: https://twitter.com/carlbergenhem https://www.telerik.com/kendo-ui CONNECT WITH US: Carl Bergenhem @carlbergenhem Brooke Avery @JediBravery Erik Slack @erik_slack Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 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 | 2026-01-13T08:47:40 |
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where you code Codespaces provides a shared development environment and removes the need for complex, time consuming setups. Your space, your way. Codespaces is a home away from home for your code that feels just like your usual machine. Your space, your way. Codespaces is a home away from home for your code that feels just like your usual machine. Start coding instantly from anywhere in the world. Switching projects? Grab a new machine from the cloud that’s preconfigured for that project. Your settings travel with you. Tabs or spaces? Monokai or Solarized? Prettier or Beautify? It’s up to you. Control every nerdy detail only you care about with your own dotfiles repository. Browser preview and port forwarding Preview your changes and get feedback from teammates by sharing ports within the scope allowed by policy. Onboard faster Quickly spin up a codespace with only an IDE or browser and a GitHub account. With a few configuration files, you can give your developers an instant, fully configured, and secure development environment so they can start coding immediately. What you can do with Codespaces Code from any device. Want to code on an iPad? Go for it. Spin up Codespaces from any device with internet access. Don’t worry if your device is powerful enough—Codespaces lives in the cloud. Onboard at the speed of thought. No more building your dev environment while you onboard. Codespaces launches instantly from any repository on GitHub with pre-configured, secure environments. Fix bugs right from a pull request. Got a pull request detailing a bug or security issue? Open Codespaces right from the pull request without waiting for your dev environment to load. Learn how GitHub’s Engineering Team builds with Codespaces Read more “ What used to be a 15-step process is just one step: open Codespaces and you’re off and running. Clint Chester Developer Lead, Synergy “ Codespaces lets developers skip the tedious, error-prone stuff that normally stands between them and getting started on real work. Keith Annette Cloud Capability Lead, KPMG, UK Start coding in seconds with Codespaces Get started for free Frequently asked questions How does Codespaces work? A codespace is a development environment that's hosted in the cloud. Customize your project for GitHub Codespaces by configuring dev container files to your repository (often known as configuration-as-code), which creates a repeatable codespace configuration for all users of your project. GitHub Codespaces run on a various VM-based compute options hosted by GitHub.com, which you can configure from 2 core machines up to 32 core machines. Connect to your codespaces from the browser or locally using an IDE like Visual Studio Code or IntelliJ. How do I use Codespaces? There are a number of entry points to spin up a Codespaces environment, including: A template . Your repository for new feature work An open pull request to explore work-in-progress A commit in the repository's history to investigate a bug at a specific point in time Visual Studio Code In beta, can you also use your JetBrains IDE or JupyterLab Learn more about how to use Codespaces in our documentation . Is Codespaces available for individual developers? Codespaces is available for developers in every organization, and under the control of the organization who pays for the user's codespace. All personal (individual) GitHub.com accounts include a quota of free usage each month, which organizations can enable (see the next question) for their private and internal repositories. GitHub will provide users in the free plan 120 core hours or 60 hours of run time on a 2 core codespace, plus 15 GB of storage each month. See how it's balanced on the billing page . Is Codespaces available for teams and companies? Codespaces is available for teams and companies, but needs to be enabled first in an organization’s settings. Teams and companies can select which repositories and users have access to Codespaces for added security and permissioning control. Learn how to enable Codespaces in an organization in our docs . How much does Codespaces cost? Codespaces is free for individual use up to 60 hours a month and comes with simple, pay-as-you-go pricing after that. It’s also available for organizations with pay-as-you-go pricing and has pricing controls so any company or team can determine how much they want to spend a month. Learn more about Codespaces pricing for organizations here . Can I self-host Codespaces? Codespaces cannot be self-hosted. How do I access Codespaces with LinkedIn Learning? You can use Codespaces directly through LinkedIn Learning. LinkedIn Learning offers 50+ courses across six of the most popular coding languages, as well as data science and machine learning. These courses are integrated with Codespaces, so you can get hands-on practice anytime, from any machine via LinkedIn. These courses will be unlocked on LinkedIn Learning for free through Feb. 2023. Learn more about LinkedIn Learning and GitHub Codespaces here . How do I enable Codespaces on GitHub? Codespaces is on by default for developers with a GitHub free account. If you belong to an organization, there may be a policy that prevents cloning—but if you can clone a repository, you will be able to start using Codespaces. Organizations will also need to pay for, enable, and manage their Codespaces instances. Is Codespaces available for students? Codespaces is available for free to students as part of the GitHub Student Developer Pack. Learn more about how to sign up and start using Codespaces and other GitHub products here . Is Codespaces available for open source maintainers? Codespaces provides both maintainers and contributors with generous free monthly usage . 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https://www.suprsend.com/customers/how-investmint-increased-their-customer-retention-rates-by-30-using-suprsends-real-time-broadcast-capability | How Investmint Increased Their Customer Engagement Rates by 266% Using SuprSend’s Real-Time Broadcast Capability? 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 Investmint Increased Their Customer Engagement Rates by 266% Using SuprSend’s Real-Time Broadcast Capability? Industry Financial Services Based in Bengaluru, India Business type B2C Deployment method Cloud Features used In-app Inbox,Preferences,Lists & Broadcast Ready to start? Book a demo Challenge Investmint's growth outpaced Firebase's capabilities (their initial notification system), hindering the maintenance of real-time cohorts and handling multi-channel broadcasting for 100k+ algo model subscribers. They needed a reliable and scalable solution. Solution SuprSend was chosen for its multi-channel broadcast, high uptime, low latency, improved delivery rates, and observability. It provided a single platform to address Investmint's needs. Outcome By leveraging SuprSend, Investmint achieved a remarkable 266% increase in user engagement, resulting in higher retention, boosted cross-selling opportunities, and enhanced user experience through timely notifications. "Real-time alerts are the backbone of our algo trading platform. Any delay impacts performance and trust. We chose SuprSend for its reliable infra, precise delivery, and deep developer-focused design." Aakash Goel Co-Founder and CEO, Investmint Investmint, a systematic signal-based trading app disrupting the stock market landscape, aspires to position itself as the go-to secondary broker for retail investors. With a focus on fixed-time trading and quantitative trading models, Investmint offers scientifically-backed strategies like mean reversion, momentum, and trend following. At the heart of Investmint's business model lies a subscription-based framework. Their 100k+ users subscribe to specific algorithmic trading models that generate time-sensitive notifications for executing targeted trades. The trading recommendations are generated at set cadences, whether it's weekly, monthly, daily, or even hourly. Additionally, knowing when to exit investments is equally vital , and Investmint's models provide guidance on the optimal exit points. "Every subscriber of our algo models needs to recieve alerts simulataneously and instantly. If it's not delivered in real-time, the whole product experience falls apart. So delivering the notifications reliably in real-time is at the heart of what we do." Aakash Goel, Co-Founder and CEO at Investmint Notification Use-Cases for Investmint Presently, Investmint uses notifications for the following use cases: Category Use Cases Broadcasts Trade execution messages, trade exit messages CRONs Market updates, Last day market analysis Transactional Notifications Account updates, Portfolio change messages System Updates System maintenance updates, system fault messages Personalized Broadcasts Based on a user’s activity, the next notifications are finalized, like if the user didn’t execute a trade based on his subscription, then no new notifications have to be sent. What Investmint wanted from SuprSend? Investmint was particularly looking for: Multi-channel broadcasting with the capability to scale quickly Low latency, high deliverability Real-time subscriber lists updation Real-time visibility on failed notifications Choosing SuprSend Over Marketing Automation Tools During their build vs buy evaluation process, Investmint also compared us with marketing automation tools but found them unsuitable for their transactional use cases. "Our requirements were not focused on promotional/marketing, an area where marketing automation tools worked well. We needed a solution to rapidly build and scale our transactional broadcast notifications without requiring significant engineering resources. SuprSend’s developer-first approach and expertise surpassed other solutions we evaluated, making them the ideal choice for our transactional notification system." Aakash Goel, Co-Founder and CEO at Investmint SuprSend Solutions: Giving Investmint a Reliable Broadcasting Capability Getting Started with Time-Sensitive Multi-Channel Broadcasts Investmint's systematic trading models require sending time-sensitive notifications to subscribed users at specific intervals during trading hours. Their initial push-based system had a delivery rate of only 60%, leading to lower engagement. Investmint implemented SuprSend's multi-channel broadcasts with a single API call across three channels to guarantee uninterrupted communication. Initially, they utilized Whatsapp and later expanded user engagement by incorporating in-app inbox , (web/ mobile) push notifications through FCM, APNS, and Xiaomi Mi Push. Setting up these additional channels was quick as they didn't needed to do multiple API integrations. This multi-channel broadcasting approach proved highly beneficial, resulting in a remarkable 266% increase in overall engagement compared to their previous in-house push-based notification system. Though this increase was not just due to going multi-channel but also by one another important factor described below. Delivering 100% Notifications with Low Latency Investmint's users relied on data-laden notifications from their systematic trading models to place trades precisely before trading sessions began. Ensuring low latency in notifications was crucial as users expected timely updates to maintain the accuracy of their trading models. p99 Latency of 4.0 Sec(s) : Users could make real-time decisions as the trading models sent out notifications in almost real-time. Updating Subscribers List in Real-Time on SuprSend based on Subscriber’s Action Investmint leverages SuprSend's Lists functionality to calculate and assign subscribers to relevant lists in real-time to address the real-time subscribers list updation. By accurately segmenting the subscribers associated with each stock model and their further actions taken during trading sessions, Investmint ensures that the right users receive personalized notifications tailored to their specific subscriptions and actions. Lists enabled Investmint to add, remove, and update subscribers in real-time to keep their subscriber lists up-to-date and highly targeted, optimizing the effectiveness of their communication efforts. Creating a sophisticated synchronization system like this in-house would have required approximately 200+ engineering hours. Results: Enhancing Customer Retention without Added Developmental Loads Investmint's relentless pursuit of delivering consistent and accurate forecasting through their systematic signals led to an extraordinary outcome. They achieved a remarkable 30% increase in customer retention. These impressive results were driven by enhancements in their user engagement process, with multi-channel and timely notifications playing a pivotal role. As a result, they experienced increased cross-selling, with existing users subscribing to additional models, thereby boosting customer lifetime value (LTV). Investmint's KPIs and our deliverables “Scaling that (notification) infrastructure and maintaining its reliability would have required significant observability and substantial development time. By partnering with SuprSend, we were able to offload these concerns, allowing us to focus on user acquisition and our core product. SuprSend abstracted away the complexities of notifications and monitoring, providing a seamless solution for our notification needs.” Aakash Goel, Co-Founder and CEO at Investmint 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. 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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 | 2026-01-13T08:47:40 |
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https://www.fine.dev/workflows | Fine - AI Agents for Software Development Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing AI Workflows that automate development gruntwork Accelerate the development lifecycle using custom AI workflows Get started Learn more Get things done, fast Powerful ready-to-go AI workflows Use ready-to-go workflows or create your own to accelerate mundane development tasks. Upgrade Dependencies Upgrade dependencies regularly and make sure nothing breaks with Fine workflows. Try it out Analyze Pull Requests Get a better grasp on things: get Fine to summarize PRs for you. Try it out Generate Documentation Let Fine do the hard work for you and add documentation on every PR. Try it out Triage Issues Figure out what's going on by combining several data sources with the power of AI. Try it out Improve Code Quality Ask Fine to go over pull requests and ensure consistent code quality. Try it out Fix Bugs Connect Fine with your favorite error collection platform to automatically fix bugs. Try it out Create Tickets Use triggers from your favorite error collection platform to open tickets automatically. Try it out Patch Vulnerabilities Let Fine go over your code regularly and fix vulnerabilities automatically. Try it out How it works Atlas: A real-time knowledge graph Under the hood, Fine relies on Atlas, the continuously expanding knowledge graph based on the tools you integrate. By providing the LLM with the context of your team’s work, Fine AI Agents return the most accurate results for your tasks. Integrate with your favorite tools OpenAI Power your workflows with OpenAI models. Anthropic Power your workflows with Anthropic models. Sentry Fix issues fast with Fine's sentry integration. GitHub Plug Fine directly into your repositories for maximum efficiency. Linear Bring Linear issues with you to agent conversations for extra context. GitHub Actions Respond to events with automatic notifications and code fixes. Slack Use Slack with Fine to add more context to your conversations. Jira Bring your Jira issues with you to add context to agent conversations. Start working with AI workflows Up your game with tailored AI-Driven Workflows. Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:47:40 |
https://github.com/Kowshikkumar1997/chainforge-backend | GitHub - Kowshikkumar1997/chainforge-backend Skip to content Navigation Menu Toggle navigation Sign in Appearance settings Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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Dismiss alert {{ message }} Kowshikkumar1997 / chainforge-backend Public Notifications You must be signed in to change notification settings Fork 0 Star 7 License View license 7 stars 0 forks Branches Tags Activity Star Notifications You must be signed in to change notification settings Code Issues 0 Pull requests 0 Actions Projects 0 Security Uh oh! There was an error while loading. Please reload this page . Insights Additional navigation options Code Issues Pull requests Actions Projects Security Insights Kowshikkumar1997/chainforge-backend main Branches Tags Go to file Code Open more actions menu Folders and files Name Name Last commit message Last commit date Latest commit History 26 Commits artifacts-precompiled artifacts-precompiled contracts/ templates contracts/ templates contracts_runtime/ contracts/ templates contracts_runtime/ contracts/ templates routes routes scripts scripts services services utils utils .gitignore .gitignore LICENSE LICENSE README.md README.md hardhat.config.js hardhat.config.js index.js index.js package-lock.json package-lock.json package.json package.json View all files Repository files navigation README License ChainForge Backend ChainForge is a backend blockchain infrastructure platform designed to generate, deploy, verify, and manage standard Ethereum token contracts in a deterministic and auditable manner. The backend abstracts Solidity contract generation, deployment orchestration, and verification into a controlled service layer, enabling reproducible and traceable smart-contract deployments without requiring users to manually operate Hardhat or Solidity tooling. Purpose Deploying production-grade smart contracts usually requires: Solidity expertise Manual compilation workflows Careful deployment scripting Post-deployment verification handling These steps are error-prone and difficult to reproduce consistently. ChainForge treats contract deployment as an infrastructure operation rather than a one-off script. Every deployment is deterministic, auditable, and verifiable. Supported Token Standards ChainForge currently supports: ERC20 (fungible tokens) ERC721 (non-fungible tokens) ERC1155 (multi-token standard) Each contract is generated from controlled templates with optional feature modules such as: Mintable Burnable Pausable Governance (ERC 20) Architectural Model ChainForge strictly separates build-time and runtime responsibilities. Build-Time (Local / CI) Solidity contracts are generated programmatically Hardhat compiles contracts Deployment artifacts are exported into artifacts-precompiled Solidity Standard JSON verification payloads are exported for Etherscan Hardhat is never used in production runtime. Runtime (Production Backend) Contracts are deployed using ethers.js and precompiled artifacts No Solidity compilation occurs in productio No Hardhat dependency exists in runtime Deployment results are persisted as immutable JSON records Verification is submitted using stored compiler-accurate payloads Deployment Pipeline API Request → Artifact Selection → Ethers.js Deployment → Deployment Record Creation → Etherscan Verification Submission → Verification Status Persistence → UI Reflection Each deployment produces an immutable deployment record including: Network Contract address Deployer address Transaction hash Timestamp Constructor arguments Verification status Verification message Verification Pipeline ChainForge performs compiler-accurate Etherscan verification using: Solidity Standard JSON input Exact compiler version used for compilation Deterministic constructor argument encoding Verification lifecycle: Not Requested → Submitting → Pending → Verified / Failed Verification results are persisted into deployment records and reflected in the UI. Runtime Interaction Layer After deployment, the backend supports: Mint operations (ERC721, ERC1155) Balance queries Contract interaction via RPC providers All runtime interactions use ethers.js and do not depend on Hardhat. API Capabilities The backend exposes REST APIs for: Token generation and deployment Deployment verification Deployment history retrieval Token minting Token balance queries Deployment bundle downloads All blockchain transactions are executed against public networks and are publicly verifiable. Network Support Sepolia Ethereum Test Network (current) All deployments produce real blockchain transactions. Security and Design Principles Artifact-based deployment Deterministic contract generation No dynamic Solidity compilation in production Immutable deployment history Environment-based configuration Minimal runtime surface area Separation of concerns between build and runtime Data Integrity Deployment records are treated as immutable audit entries. The backend never mutates historical deployment data except to append verification results. This provides full traceability across deployments. Intended Usage ChainForge is intended for: Blockchain infrastructure tooling Token deployment automation NFT deployment systems Smart contract education Verification automation pipelines Audit-friendly contract workflows It is not a consumer financial product. Non-Financial Disclaimer ChainForge is a technical infrastructure platform. It does not provide financial, investment, brokerage, trading, or advisory services. It does not facilitate fundraising, token sales, or speculative activity. All generated contracts are standard technical primitives intended for development and infrastructure usage. Current Status ChainForge is an active development platform with multiple ERC20, ERC721, and ERC1155 contracts deployed and verified on the Sepolia test network. The current focus is on: Infrastructure correctness Verification accuracy Deployment auditability Backend stability License Apache 2.0 About No description, website, or topics provided. Resources Readme License View license Uh oh! There was an error while loading. Please reload this page . Activity Stars 7 stars Watchers 0 watching Forks 0 forks Report repository Releases No releases published Packages 0 No packages published Languages JavaScript 87.1% Solidity 12.9% Footer © 2026 GitHub, Inc. Footer navigation Terms Privacy Security Status Community Docs Contact Manage cookies Do not share my personal information You can’t perform that action at this time. | 2026-01-13T08:47:40 |
https://github.com/oven-sh/bun/pull/23053 | Fix 72 byte memory leak in worker destruction by Jarred-Sumner · Pull Request #23053 · oven-sh/bun · GitHub Skip to content Navigation Menu Toggle navigation Sign in Appearance settings Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... --> Search Clear Search syntax tips Provide feedback --> We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly --> Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Appearance settings Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert {{ message }} oven-sh / bun Public Notifications You must be signed in to change notification settings Fork 3.9k Star 86.2k Code Issues 4.7k Pull requests 950 Discussions Actions Security Uh oh! There was an error while loading. Please reload this page . Insights Additional navigation options Code Issues Pull requests Discussions Actions Security Insights Fix 72 byte memory leak in worker destruction #23053 New issue Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community. Sign up for GitHub By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement . We’ll occasionally send you account related emails. Already on GitHub? Sign in to your account Jump to bottom Open Jarred-Sumner wants to merge 2 commits into main base: main Choose a base branch Branches Tags Could not load branches Branch not found: {{ refName }} Loading {{ refName }} default Could not load tags Nothing to show {{ refName }} default Loading Are you sure you want to change the base? Some commits from the old base branch may be removed from the timeline, and old review comments may become outdated. Loading Change base --> from jarred/fix-small-leak Open Fix 72 byte memory leak in worker destruction #23053 Jarred-Sumner wants to merge 2 commits into main from jarred/fix-small-leak +7 −4 Conversation 7 Commits 2 Checks 6 Files changed 1 Conversation This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode characters Show hidden characters Copy link Collaborator Jarred-Sumner commented Sep 28, 2025 What does this PR do? How did you verify your code works? --> Sorry, something went wrong. Uh oh! There was an error while loading. Please reload this page . --> All reactions Fix 72 byte memory leak in worker destruction b7d3f5a Copy link Collaborator robobun commented Sep 28, 2025 • edited Loading Uh oh! There was an error while loading. Please reload this page . Updated 10:50 PM PT - Sep 27th, 2025 ❌ @Jarred-Sumner , your commit 008a990 has 52 failures in Build #27342 ( All Failures ): test/regression/issue/22635/22635.test.ts - pid 45083 error: addresssanitizer on 🐧 12 x64-asan test/napi/node-napi-tests/test/node-api/1_hello_world/do.test.ts - pid 17473 error: addresssanitizer on 🐧 12 x64-asan test/napi/node-napi-tests/test/js-native-api/test_instance_data/do.test.ts - pid 9161 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-heap-snapshot.js - pid 10244 error: addresssanitizer on 🐧 12 x64-asan test/napi/node-napi-tests/test/node-api/test_worker_terminate_finalization/do.test.ts - pid 10929 error: addresssanitizer on 🐧 12 x64-asan test/napi/node-napi-tests/test/node-api/test_worker_terminate_finalization/do.test.ts - pid 18021 segmentation fault on 🍎 13 x64 test/napi/node-napi-tests/test/node-api/test_worker_terminate_finalization/do.test.ts - pid 37930 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-uncaught-exception-async.js - pid 6769 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-mjs-workerdata.js - pid 14154 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-ref.js - pid 6755 error: addresssanitizer on 🐧 12 x64-asan test/js/third_party/comlink/comlink.test.ts - pid 8263 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-load-file-with-extension-other-than-js.js - pid 14137 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-esmodule.js - pid 6726 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-message-port-wasm-threads.js - pid 7087 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-abort-on-uncaught-exception.js - pid 6693 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-exit-event-error.js - pid 8845 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-terminate-null-handler.js - pid 6433 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-cjs-workerdata.js - pid 8827 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-nested-uncaught.js - pid 8049 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-event.js - pid 8025 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-message-port-wasm-module.js - pid 6397 error: addresssanitizer on 🐧 12 x64-asan test/js/web/workers/worker.test.ts - pid 73580 segmentation fault on 🍎 13 aarch64 test/js/web/workers/worker.test.ts - pid 5965 segmentation fault on 🍎 14 aarch64 test/js/web/workers/worker.test.ts - pid 24148 segmentation fault on 🍎 13 x64 test/js/web/workers/worker.test.ts - pid 39106 segmentation fault on 🍎 14 x64 test/js/web/workers/worker.test.ts - pid 43436 error: addresssanitizer on 🐧 12 x64-asan test/js/web/broadcastchannel/broadcast-channel.test.ts - pid 73416 segmentation fault on 🍎 13 aarch64 test/js/web/broadcastchannel/broadcast-channel.test.ts - pid 5777 segmentation fault on 🍎 14 aarch64 test/js/web/broadcastchannel/broadcast-channel.test.ts - pid 23994 segmentation fault on 🍎 13 x64 test/js/web/broadcastchannel/broadcast-channel.test.ts - pid 38945 segmentation fault on 🍎 14 x64 test/js/web/broadcastchannel/broadcast-channel.test.ts - pid 9834 error: addresssanitizer on 🐧 12 x64-asan test/js/web/workers/worker_blob.test.ts - pid 50455 segmentation fault on 🍎 13 aarch64 test/js/web/workers/worker_blob.test.ts - pid 29628 error: addresssanitizer on 🐧 12 x64-asan test/js/web/workers/worker_blob.test.ts - pid 94058 segmentation fault on 🍎 14 x64 test/js/web/workers/worker_blob.test.ts - pid 7914 segmentation fault on 🍎 13 x64 test/js/web/workers/worker_blob.test.ts - pid 27370 segmentation fault on 🍎 14 aarch64 test/js/node/worker_threads/worker_threads.test.ts - pid 72803 segmentation fault on 🍎 13 aarch64 test/js/node/worker_threads/worker_threads.test.ts - pid 5267 segmentation fault on 🍎 14 aarch64 test/js/node/worker_threads/worker_threads.test.ts - pid 23369 segmentation fault on 🍎 13 x64 test/js/node/worker_threads/worker_threads.test.ts - pid 38328 segmentation fault on 🍎 14 x64 test/js/node/worker_threads/worker_threads.test.ts - 2 failing on 🐧 12 aarch64 test/js/node/worker_threads/worker_threads.test.ts - 1 failing on 🐧 12 x64 test/js/node/worker_threads/worker_threads.test.ts - 2 failing on 🐧 12 x64-baseline test/js/node/worker_threads/worker_threads.test.ts - 2 failing on 🐧 24.04 x64-baseline test/js/node/worker_threads/worker-async-dispose.test.ts - pid 72797 segmentation fault on 🍎 13 aarch64 test/js/node/worker_threads/worker-async-dispose.test.ts - pid 5259 segmentation fault on 🍎 14 aarch64 test/js/node/worker_threads/worker-async-dispose.test.ts - pid 23364 segmentation fault on 🍎 13 x64 test/js/node/worker_threads/worker-async-dispose.test.ts - pid 38325 segmentation fault on 🍎 14 x64 test/js/node/worker_threads/worker-async-dispose.test.ts - pid 11019 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker.js - pid 72659 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker.js - pid 5106 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker.js - pid 8895 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-unref-from-message-during-exit.js - pid 72653 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-unref-from-message-during-exit.js - pid 5100 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-relative-path-double-dot.js - pid 72643 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-relative-path-double-dot.js - pid 5089 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-relative-path-double-dot.js - pid 8070 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-parent-port-ref.js - pid 72637 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-parent-port-ref.js - pid 5079 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-parent-port-ref.js - pid 6416 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-onmessage-not-a-function.js - pid 72632 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-onmessage-not-a-function.js - pid 5072 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-onmessage-not-a-function.js - pid 27913 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-non-fatal-uncaught-exception.js - pid 72627 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-non-fatal-uncaught-exception.js - pid 5066 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-non-fatal-uncaught-exception.js - pid 6783 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-esm-missing-main.js - pid 72611 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-esm-missing-main.js - pid 14121 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-environmentdata.js - pid 72607 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-environmentdata.js - pid 6362 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-environmentdata.js - pid 5048 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-console-listeners.js - pid 72602 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-console-listeners.js - pid 5043 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-console-listeners.js - pid 27864 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-require-symlink.js - pid 72237 segmentation fault at address 0x0 on 🍎 13 aarch64 test/js/node/test/parallel/test-require-symlink.js - pid 7462 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-require-symlink.js - pid 4666 segmentation fault at address 0x0 on 🍎 14 aarch64 test/js/node/worker_threads/worker_destruction.test.ts - pid 50064 segmentation fault on 🍎 13 aarch64 test/js/node/worker_threads/worker_destruction.test.ts - pid 93724 segmentation fault on 🍎 14 x64 test/js/node/worker_threads/worker_destruction.test.ts - core dumped on 🐧 12 aarch64 test/js/node/worker_threads/worker_destruction.test.ts - pid 7555 segmentation fault on 🍎 13 x64 test/js/node/worker_threads/worker_destruction.test.ts - pid 26780 segmentation fault on 🍎 14 aarch64 test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 24.04 aarch64 test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 25.04 aarch64 test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 3.21 aarch64 test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 3.21 x64 test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 3.21 x64-baseline test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 12 x64 test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 24.04 x64 test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 25.04 x64 test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 12 x64-baseline test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 24.04 x64-baseline test/js/node/worker_threads/worker_destruction.test.ts - 1 failing on 🐧 25.04 x64-baseline test/js/node/worker_threads/15787.test.ts - pid 50060 segmentation fault on 🍎 13 aarch64 test/js/node/worker_threads/15787.test.ts - pid 28082 error: addresssanitizer on 🐧 12 x64-asan test/js/node/worker_threads/15787.test.ts - pid 93721 segmentation fault on 🍎 14 x64 test/js/node/worker_threads/15787.test.ts - 1 failing on 🍎 13 x64 test/js/node/worker_threads/15787.test.ts - 1 failing on 🍎 14 aarch64 test/js/node/test/parallel/test-crypto-worker-thread.js - pid 71524 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-crypto-worker-thread.js - pid 5443 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-crypto-worker-thread.js - SIGSEGV on 🍎 14 aarch64 test/js/bun/util/bun-isMainThread.test.js - pid 33784 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker.mjs - pid 49852 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker.mjs - pid 6812 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker.mjs - pid 26520 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-sharedarraybuffer-from-worker-thread.js - pid 49838 segmentation fault at address 0x11468c000 on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-sharedarraybuffer-from-worker-thread.js - pid 38745 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-sharedarraybuffer-from-worker-thread.js - pid 26489 segmentation fault at address 0x0 on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-relative-path.js - pid 49832 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-relative-path.js - pid 8877 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-relative-path.js - pid 26484 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-process-argv.js - SIGSEGV on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-process-argv.js - pid 7111 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-process-argv.js - SIGSEGV on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-exit-heapsnapshot.js - pid 49804 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-exit-heapsnapshot.js - pid 38709 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-worker-exit-heapsnapshot.js - pid 26438 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-worker-cleanexit-with-moduleload.js - pid 49796 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-worker-cleanexit-with-moduleload.js - pid 26430 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-webcrypto-cryptokey-workers.js - pid 49760 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-webcrypto-cryptokey-workers.js - pid 8770 error: addresssanitizer on 🐧 12 x64-asan test/js/node/test/parallel/test-webcrypto-cryptokey-workers.js - pid 26393 segmentation fault on 🍎 14 aarch64 test/js/bun/http/bun-server.test.ts - 1 failing on 🪟 2019 x64 test/js/node/test/parallel/test-no-addons-resolution-condition.js - pid 49323 segmentation fault on 🍎 13 aarch64 test/js/node/test/parallel/test-no-addons-resolution-condition.js - pid 25929 segmentation fault on 🍎 14 aarch64 test/js/node/test/parallel/test-no-addons-resolution-condition.js - pid 9555 error: addresssanitizer on 🐧 12 x64-asan test/cli/install/bun-repl.test.ts - crash reported on 🍎 14 x64 test/cli/install/bun-repl.test.ts - crash reported on 🍎 13 x64 test/cli/install/bun-repl.test.ts - pid 5464 segmentation fault at address 0x8 on 🐧 25.04 aarch64 test/cli/install/bun-repl.test.ts - pid 4742 segmentation fault at address 0x8 on 🐧 12 aarch64 test/cli/install/bun-repl.test.ts - pid 5308 segmentation fault at address 0x8 on 🐧 24.04 aarch64 test/cli/install/bun-repl.test.ts - pid 7073 segmentation fault at address 0x38 on 🐧 3.21 x64 test/cli/install/bun-repl.test.ts - pid 7070 segmentation fault at address 0x38 on 🐧 3.21 x64-baseline test/js/node/test/parallel/test-crypto-op-during-process-exit.js - core dumped on 🐧 12 x64-asan test/bundler/bundler_compile.test.ts - pid 1344 error: addresssanitizer on 🐧 12 x64-asan test/cli/run/require-cache.test.ts - 1 failing on 🍎 13 aarch64 test/bake/dev/production.test.ts - 1 failing on 🍎 13 aarch64 test/bake/dev/production.test.ts - 1 failing on 🪟 2019 x64-baseline test/bake/dev/production.test.ts - 1 failing on 🪟 2019 x64 test/bake/dev/production.test.ts - 1 failing on 🐧 12 x64-asan test/bake/dev/production.test.ts - 1 failing on 🍎 13 x64 test/bake/dev/production.test.ts - 1 failing on 🍎 14 aarch64 test/bake/dev/production.test.ts - 1 failing on 🍎 14 x64 test/bake/dev/production.test.ts - 1 failing on 🐧 3.21 aarch64 test/bake/dev/production.test.ts - 1 failing on 🐧 25.04 aarch64 test/bake/dev/production.test.ts - 1 failing on 🐧 12 aarch64 test/bake/dev/production.test.ts - 1 failing on 🐧 24.04 aarch64 test/bake/dev/production.test.ts - 1 failing on 🐧 3.21 x64 test/bake/dev/production.test.ts - 1 failing on 🐧 3.21 x64-baseline test/bake/dev/production.test.ts - 1 failing on 🐧 12 x64 test/bake/dev/production.test.ts - 1 failing on 🐧 24.04 x64 test/bake/dev/production.test.ts - 1 failing on 🐧 25.04 x64 test/bake/dev/production.test.ts - 1 failing on 🐧 24.04 x64-baseline test/bake/dev/production.test.ts - 1 failing on 🐧 25.04 x64-baseline test/bake/dev/production.test.ts - 1 failing on 🐧 12 x64-baseline 🧪 To try this PR locally: bunx bun - pr 23053 That installs a local version of the PR into your bun-23053 executable, so you can run: bun-23053 --bun --> All reactions --> Sorry, something went wrong. Uh oh! There was an error while loading. Please reload this page . Copy link Contributor coderabbitai bot commented Sep 28, 2025 • edited Loading Uh oh! There was an error while loading. Please reload this page . Walkthrough Reorders and consolidates VirtualMachine shutdown: removes immediate per-thread destructor calls in globalExit, adds explicit teardown of the forever timer and GC controller in deinit, and makes transpiler and auto_killer deinitialization conditional on running on the main thread. Changes Cohort / File(s) Summary VirtualMachine shutdown/reinit src/bun.js/VirtualMachine.zig Removed per-thread early destructor sequence from globalExit ; in deinit explicitly teardown forever_timer (if present) and gc_controller at the top; added is_main_thread guard so transpiler.deinit() and auto_killer.deinit() run only on the main thread; reordered cleanup accordingly. Possibly related PRs Fix spurious LSAN errors #22824 : Modifies VirtualMachine shutdown flow (sets is_shutting_down earlier) and touches the same shutdown/deinit control paths. internal: Remove unnecessary destruct_main_thread_on_exit flag in favor of method #22294 : Adjusts VirtualMachine globalExit/deinit behavior; related to main-thread vs per-thread teardown changes. Suggested reviewers cirospaciari Pre-merge checks and finishing touches ❌ Failed checks (1 warning) Check name Status Explanation Resolution Description Check ⚠️ Warning The provided description includes the required template headings but contains no substantive information under either “What does this PR do?” or “How did you verify your code works?”, leaving both sections empty and failing to convey the purpose or testing of the changes. Please add detailed content under each heading, explaining that the PR fixes a 72-byte leak by restructuring teardown logic in VirtualMachine.zig and describe how you confirmed the fix (for example, unit tests or manual reproduction steps). ✅ Passed checks (2 passed) Check name Status Explanation Title Check ✅ Passed The title “Fix 72 byte memory leak in worker destruction” clearly identifies the primary change as addressing a specific memory leak during worker teardown, which accurately reflects the code modifications focused on explicit cleanup and deinitialization logic in VirtualMachine.zig. Docstring Coverage ✅ Passed No functions found in the changes. Docstring coverage check skipped. ✨ Finishing touches 🧪 Generate unit tests Create PR with unit tests Post copyable unit tests in a comment Commit unit tests in branch jarred/fix-small-leak Comment @coderabbitai help to get the list of available commands and usage tips. --> All reactions --> Sorry, something went wrong. Uh oh! There was an error while loading. Please reload this page . coderabbitai bot reviewed Sep 28, 2025 View reviewed changes Copy link Contributor coderabbitai bot left a comment There was a problem hiding this comment. Choose a reason for hiding this comment The reason will be displayed to describe this comment to others. Learn more . --> Choose a reason Spam Abuse Off Topic Outdated Duplicate Resolved Hide comment Actionable comments posted: 1 📜 Review details Configuration used : CodeRabbit UI Review profile : CHILL Plan : Pro Disabled knowledge base sources: Linear integration is disabled by default for public repositories You can enable these sources in your CodeRabbit configuration. 📥 Commits Reviewing files that changed from the base of the PR and between cf13671 and b7d3f5a . 📒 Files selected for processing (1) src/bun.js/VirtualMachine.zig (1 hunks) 🧰 Additional context used 📓 Path-based instructions (3) src/**/*.zig 📄 CodeRabbit inference engine (.cursor/rules/building-bun.mdc) Implement debug logs in Zig using const log = bun.Output.scoped(.${SCOPE}, false); and invoking log("...", .{}) Files: src/bun.js/VirtualMachine.zig **/*.zig 📄 CodeRabbit inference engine (.cursor/rules/javascriptcore-class.mdc) **/*.zig : Declare the extern C symbol in Zig and export a Zig-friendly alias for use Wrap the Bun____toJS extern in a Zig method that takes a JSGlobalObject and returns JSC.JSValue **/*.zig : Format Zig files with zig-format (bun run zig-format) In Zig, manage memory carefully with allocators and use defer for cleanup Files: src/bun.js/VirtualMachine.zig src/bun.js/**/*.zig 📄 CodeRabbit inference engine (.cursor/rules/zig-javascriptcore-classes.mdc) src/bun.js/**/*.zig : In Zig binding structs, expose generated bindings via pub const js = JSC.Codegen.JS and re-export toJS/fromJS/fromJSDirect Constructors and prototype methods should return bun.JSError!JSC.JSValue to integrate Zig error handling with JS exceptions Use parameter name globalObject (not ctx) and accept (*JSC.JSGlobalObject, *JSC.CallFrame) in binding methods/constructors Implement getters as get(this, globalObject) returning JSC.JSValue and matching the .classes.ts interface Provide deinit() for resource cleanup and finalize() that calls deinit(); use bun.destroy(this) or appropriate destroy pattern Access JS call data via CallFrame (argument(i), argumentCount(), thisValue()) and throw errors with globalObject.throw(...) For properties marked cache: true, use the generated Zig accessors (NameSetCached/GetCached) to work with GC-owned values In finalize() for objects holding JS references, release them using .deref() before destroy Files: src/bun.js/VirtualMachine.zig 🧠 Learnings (4) 📓 Common learnings Learnt from: CR PR: oven-sh/bun#0 File: .cursor/rules/zig-javascriptcore-classes.mdc:0-0 Timestamp: 2025-08-30T00:13:36.815Z Learning: Applies to src/bun.js/**/*.zig : Provide deinit() for resource cleanup and finalize() that calls deinit(); use bun.destroy(this) or appropriate destroy pattern Learnt from: CR PR: oven-sh/bun#0 File: .cursor/rules/zig-javascriptcore-classes.mdc:0-0 Timestamp: 2025-08-30T00:13:36.815Z Learning: Applies to src/bun.js/**/*.zig : In finalize() for objects holding JS references, release them using .deref() before destroy Learnt from: CR PR: oven-sh/bun#0 File: .cursor/rules/registering-bun-modules.mdc:0-0 Timestamp: 2025-08-30T00:11:57.076Z Learning: Applies to src/**/js_*.zig : Always implement proper cleanup in deinit() and finalize() for JS-exposed types 📚 Learning: 2025-08-30T00:13:36.815Z Learnt from: CR PR: oven-sh/bun#0 File: .cursor/rules/zig-javascriptcore-classes.mdc:0-0 Timestamp: 2025-08-30T00:13:36.815Z Learning: Applies to src/bun.js/**/*.zig : Provide deinit() for resource cleanup and finalize() that calls deinit(); use bun.destroy(this) or appropriate destroy pattern Applied to files: src/bun.js/VirtualMachine.zig 📚 Learning: 2025-08-30T00:13:36.815Z Learnt from: CR PR: oven-sh/bun#0 File: .cursor/rules/zig-javascriptcore-classes.mdc:0-0 Timestamp: 2025-08-30T00:13:36.815Z Learning: Applies to src/bun.js/**/*.zig : In finalize() for objects holding JS references, release them using .deref() before destroy Applied to files: src/bun.js/VirtualMachine.zig 📚 Learning: 2025-08-30T00:11:57.076Z Learnt from: CR PR: oven-sh/bun#0 File: .cursor/rules/registering-bun-modules.mdc:0-0 Timestamp: 2025-08-30T00:11:57.076Z Learning: Applies to src/**/js_*.zig : Always implement proper cleanup in deinit() and finalize() for JS-exposed types Applied to files: src/bun.js/VirtualMachine.zig ⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (1) GitHub Check: Format --> Sorry, something went wrong. Uh oh! There was an error while loading. Please reload this page . --> All reactions src/bun.js/VirtualMachine.zig Outdated Show resolved Hide resolved Uh oh! There was an error while loading. Please reload this page . coderabbit is correct 008a990 coderabbitai bot reviewed Sep 28, 2025 View reviewed changes Copy link Contributor coderabbitai bot left a comment There was a problem hiding this comment. Choose a reason for hiding this comment The reason will be displayed to describe this comment to others. Learn more . --> Choose a reason Spam Abuse Off Topic Outdated Duplicate Resolved Hide comment Actionable comments posted: 1 📜 Review details Configuration used : CodeRabbit UI Review profile : CHILL Plan : Pro Disabled knowledge base sources: Linear integration is disabled by default for public repositories You can enable these sources in your CodeRabbit configuration. 📥 Commits Reviewing files that changed from the base of the PR and between b7d3f5a and 008a990 . 📒 Files selected for processing (1) src/bun.js/VirtualMachine.zig (2 hunks) 🧰 Additional context used 📓 Path-based instructions (3) src/**/*.zig 📄 CodeRabbit inference engine (.cursor/rules/building-bun.mdc) Implement debug logs in Zig using const log = bun.Output.scoped(.${SCOPE}, false); and invoking log("...", .{}) Files: src/bun.js/VirtualMachine.zig **/*.zig 📄 CodeRabbit inference engine (.cursor/rules/javascriptcore-class.mdc) **/*.zig : Declare the extern C symbol in Zig and export a Zig-friendly alias for use Wrap the Bun____toJS extern in a Zig method that takes a JSGlobalObject and returns JSC.JSValue **/*.zig : Format Zig files with zig-format (bun run zig-format) In Zig, manage memory carefully with allocators and use defer for cleanup Files: src/bun.js/VirtualMachine.zig src/bun.js/**/*.zig 📄 CodeRabbit inference engine (.cursor/rules/zig-javascriptcore-classes.mdc) src/bun.js/**/*.zig : In Zig binding structs, expose generated bindings via pub const js = JSC.Codegen.JS and re-export toJS/fromJS/fromJSDirect Constructors and prototype methods should return bun.JSError!JSC.JSValue to integrate Zig error handling with JS exceptions Use parameter name globalObject (not ctx) and accept (*JSC.JSGlobalObject, *JSC.CallFrame) in binding methods/constructors Implement getters as get(this, globalObject) returning JSC.JSValue and matching the .classes.ts interface Provide deinit() for resource cleanup and finalize() that calls deinit(); use bun.destroy(this) or appropriate destroy pattern Access JS call data via CallFrame (argument(i), argumentCount(), thisValue()) and throw errors with globalObject.throw(...) For properties marked cache: true, use the generated Zig accessors (NameSetCached/GetCached) to work with GC-owned values In finalize() for objects holding JS references, release them using .deref() before destroy Files: src/bun.js/VirtualMachine.zig 🧠 Learnings (4) 📚 Learning: 2025-08-30T00:13:36.815Z Learnt from: CR PR: oven-sh/bun#0 File: .cursor/rules/zig-javascriptcore-classes.mdc:0-0 Timestamp: 2025-08-30T00:13:36.815Z Learning: Applies to src/bun.js/**/*.zig : Provide deinit() for resource cleanup and finalize() that calls deinit(); use bun.destroy(this) or appropriate destroy pattern Applied to files: src/bun.js/VirtualMachine.zig 📚 Learning: 2025-08-30T00:11:57.076Z Learnt from: CR PR: oven-sh/bun#0 File: .cursor/rules/registering-bun-modules.mdc:0-0 Timestamp: 2025-08-30T00:11:57.076Z Learning: Applies to src/**/js_*.zig : Always implement proper cleanup in deinit() and finalize() for JS-exposed types Applied to files: src/bun.js/VirtualMachine.zig 📚 Learning: 2025-08-30T00:13:36.815Z Learnt from: CR PR: oven-sh/bun#0 File: .cursor/rules/zig-javascriptcore-classes.mdc:0-0 Timestamp: 2025-08-30T00:13:36.815Z Learning: Applies to src/bun.js/**/*.zig : In finalize() for objects holding JS references, release them using .deref() before destroy Applied to files: src/bun.js/VirtualMachine.zig 📚 Learning: 2025-08-30T00:11:00.890Z Learnt from: CR PR: oven-sh/bun#0 File: .cursor/rules/javascriptcore-class.mdc:0-0 Timestamp: 2025-08-30T00:11:00.890Z Learning: Applies to src/bun.js/bindings/ZigGlobalObject.cpp : Initialize the LazyClassStructure in GlobalObject::finishCreation and visit it in GlobalObject::visitChildrenImpl Applied to files: src/bun.js/VirtualMachine.zig --> Sorry, something went wrong. Uh oh! There was an error while loading. Please reload this page . --> All reactions src/bun.js/VirtualMachine.zig Comment on lines +1930 to +1933 if ( this . is_main_thread ) { this . transpiler . deinit (); this . auto_killer . deinit (); } Copy link Contributor coderabbitai bot Sep 28, 2025 There was a problem hiding this comment. Choose a reason for hiding this comment The reason will be displayed to describe this comment to others. Learn more . --> Choose a reason Spam Abuse Off Topic Outdated Duplicate Resolved Hide comment ⚠️ Potential issue | 🟠 Major is_main_thread guard never fires is_main_thread defaults to false on the struct and none of the construction paths ( init , initWithModuleGraph , initWorker , etc.) ever flip it to true . With this check in place we now skip both transpiler.deinit() and auto_killer.deinit() for every VM, regressing cleanup and leaking a lot more than the 72 B you’re chasing. Please gate on this.isMainThread() (or ensure the flag is set) so we still tear these resources down. - if (this.is_main_thread) { + if (this.isMainThread()) { this.transpiler.deinit(); this.auto_killer.deinit(); } 📝 Committable suggestion ‼️ IMPORTANT Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements. Suggested change if ( this . is_main_thread ) { this . transpiler . deinit (); this . auto_killer . deinit (); } if ( this . isMainThread () ) { this . transpiler . deinit (); this . auto_killer . deinit (); } 🤖 Prompt for AI Agents In src/bun.js/VirtualMachine.zig around lines 1930 to 1933, the current guard uses the struct field this.is_main_thread which defaults to false and is never set, so the cleanup for transpiler and auto_killer never runs; change the guard to call this.isMainThread() (or alternatively ensure all VM constructors set this.is_main_thread = true for main-thread VMs) so that transpiler.deinit() and auto_killer.deinit() are invoked when appropriate and resources are torn down. --> Sorry, something went wrong. Uh oh! There was an error while loading. Please reload this page . --> All reactions Copy link Karma4488 commented Jan 7, 2026 BotNeT --> All reactions --> Sorry, something went wrong. Uh oh! There was an error while loading. 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https://devblogs.microsoft.com/visualstudio/making-our-unity-analyzers-open-source/ | Making our Unity Analyzers Open-Source - Visual Studio Blog Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs Visual Studio Blog Making our Unity Analyzers Open-Source February 11th, 2020 0 reactions Making our Unity Analyzers Open-Source Jb Evain Principal Software Engineering Manager Show more Visual Studio for Mac is retired Visual Studio for Mac was retired on August 31, 2024 in accordance with Microsoft's Modern Lifecycle Policy . While you can continue to work with Visual Studio for Mac, there are several other options for developers on Mac such as the preview version of the new C# Dev Kit extension for VS Code. Learn more about support timelines and alternatives. Here at the Visual Studio Tools for Unity team our mission is to improve the productivity of Unity developers. In Visual Studio 2019 we’ve introduced our Unity Analyzers, a collection of Unity specific code diagnostics and code fixes. Today we’re excited to make our Unity Analyzers Open-Source . Unity Analyzers Visual Studio and Visual Studio for Mac rely on Roslyn , our compiler infrastructure, to deliver a fantastic C# programming experience. One of my favorite features of Roslyn is the ability to programmatically guide developers when using an API. At the core of this experience, an analyzer detects a code pattern, and can offer to replace it with a more recommended pattern. A common example that is specific to the Unity API is how you compare tags on your game objects. You could write collision.gameObject.tag == "enemy"; to compare tags But Unity offers a CompareTag method that is more efficient, so we implemented a CompareTag diagnostic that will detect this pattern and offer to use the more optimized method instead. On Windows just press (CTRL+.) or press (Alt-Enter) on Visual Studio for Mac to trigger the Quick Fixes, and you’ll be prompted by a preview of the change: We currently have a dozen analyzers that are shipping in the Tools for Unity, with more being written right now. Improving the Default Experience Recently the Roslyn team introduced analyzer suppressors. This feature allows us to programmatically suppress the default set of analyzers that Roslyn ships. This is great for Unity developers, because it allows the Tools for Unity team to remove warnings or code fix suggestions that do not apply to Unity development. A common example is for fields decorated with Unity’s SerializeField attributes to light-up the fields in the Unity Inspector. For instance, without the Unity Analyzers, Visual Studio would offer to make a serialized field readonly while we know the Unity engine is setting the value of this field. If you were to accept that code fix, Unity would remove any association you set in the Inspector for this field, which could break things. By writing a suppressor, we can programmatically suppress this behavior while keeping it enabled for standard C# fields. Available now Today, the Unity Analyzers are being shipped as part of the Tools for Unity and are enabled on Visual Studio and Visual Studio for Mac. The analyzers are running inside Visual Studio, meaning that if you suppress a warning you might still see it in Unity’s error list. We’re working on improving this for a future release. Bring your tips and tricks The Tools for Unity team has a backlog of analyzers, code fixes and suppressors that we’re working on, but we’re always on the lookout for new analyzers that would improve the C# programming experience of Unity developers. The project is easy to get started with. Just head to our README and suggest a new analyzer or even submit a PR to the repository. See you on GitHub! 0 0 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category Cross-Platform Gaming Open Source Visual Studio Topics C# Game Development roslyn Unity Visual Studio Visual Studio for Mac Share Author Jb Evain Principal Software Engineering Manager Jb runs the Visual Studio Tools for Unity experience. He has a passion for developer tools and programming languages and enjoys working with game developers. 0 comments Discussion is closed. 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https://www.suprsend.com/customers/how-artwork-flow-increased-their-product-usage-through-well-designed-collaboration-notifications | How Artwork Flow Increased Their Product Usage through Well-designed Collaboration Notifications? 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 Artwork Flow Increased Their Product Usage through Well-designed Collaboration Notifications? Industry Printing & Packaging Based in New York, USA Business type B2B Deployment method Cloud Features used Preferences,In-app Inbox,Multi-tenant Ready to start? Book a demo Challenge Artwork Flow encountered challenges with managing multi-tenancy in notifications, leading to delays in onboarding and customer dissatisfaction. The shortcomings of their original notification system, based on code, resulted in time-consuming interactions between engineering and product teams. Solution Artwork Flow implemented SuprSend Node & React SDK, streamlining their notification process. They quickly implemented emails, in-app-inbox notifications, and Slack. They also implemented a notification preference center for their customers. Outcome Customer onboarding time & engagement improved with a flexible notification system, saving 200+ engineering hours that would have been spent on building and customization in code. Preferences management eased notification overload, providing flexibility to customers and freeing engineering resources. "SuprSend's in-app inbox, preferences, & workflow engine allow us to effortlessly trigger customer-first notifications. It's now a critical part of our core infrastructure." Manish Gautam Senior Product Manager, Esko Artwork Flow is an AI-powered creative management platform designed to cater to the needs of creative teams and businesses, both big and small. Think of it as an all-in-one solution that combines workflow management, proofing, digital asset management, brand asset management, and a creative studio. Artwork Flow helps companies simplify artwork and labeling management, reduce errors, and boost collaboration. Now, when you've got various departments involved in creative projects, you need a way to keep them all on the same page. From the simplest task assignments to the intricate cross-user activities, well-timed and well-designed notifications are the glue that holds it all together. As Artwork Flow set its sights on becoming the go-to creative management solution, one challenge loomed large: how to craft a notification system as dynamic as the creative process itself, something that could scale seamlessly with their ambitions. This is where SuprSend entered the picture, bringing the magic of real-time notifications to the canvas of creativity management. What Artwork Flow Needed in their Notification System Initially, Artwork Flow had a basic notification setup led by their engineering team. It relied on account-based notifications, where engineers coded HTML email templates. These templates were then reviewed by the product team, and AWS SES was used to send out these email notifications. This process involved a lot of back-and-forth communication between the developers and product teams, which unfortunately led to longer delivery of notifications, contrary to the customers' expectation of quicker turnaround. As customer demands for customized notifications grew, Artwork Flow recognized the need for a more robust notification infrastructure. Their requirements were straightforward: Low latency with high performance & scalability Product teams have observability and control Preference management system for account admins and individual users Native in-app-inbox notifications Modern collaboration channels like Slack and Teams (in pipeline) Environment-controlled workspaces (staging, production) Artwork Flow sends these types of notifications: Notification Use-Case Project Status related Project start, project end, project completion, project pending, new task assigned Cross-user activity Approval required, someone commented, collaboration needed Escalation activity (esp for project managers/ admins) Deadline passed, project deadline approaching System notifications New update, feature rollout Custom Notifications Customer created workflow notifications Integrating with SuprSend’s Notification Infrastructure Quick onboarding and scalability As Artwork Flow's customer base continued to grow, and their product vision aimed for the stars, they sought a swift transition to SuprSend, which we provided with SuprSend’s SDKs. In no time, they had their app-inbox up and running alongside their email setup, significantly boosting user engagement. Additionally, they plan to integrate Slack & Teams to improve user engagement in coming times. "Initially, we never thought of creating customized notifications specific to our account. Now, these are just as important as any feature you can see in the UI. We've configured many notifications behind the scenes, all tailored to our customers, saving us significant time compared to traditional methods, all using SuprSend’s API.’" Manish, Senior PM at Artwork Flow by Esko With the rapid notification setup, Artwork Flow reduced delivery timelines by half. The introduction of a flexible notification system enabled them to efficiently create, test, and iterate notifications across various channels. Maintenance and customization tasks could be conveniently managed through the dashboard, resulting in over 200+ hours of saved engineering time. Their customers got control With SuprSend's multi-tenant notification architecture, Artwork Flow’s product team could configure notification preference rules, craft branded notifications, and orchestrate cross-user alerts tailored to each customer's specific needs. "The admin can create custom creative management workflows, including custom notifications which can be placed at different steps of the workflow (could be as high as 90 steps). By default, we provide some predefined basic content and a descriptive customizable space for users to add their custom information (like description, project metadata, etc). Additionally, admins can also choose whether to include detailed versions of notifications in emails by toggling it on or off. This flexibility prevents team members from experiencing notification fatigue by enabling them to skip lengthy email notifications they may not wish to read." Manish, Senior PM at Artwork Flow by Esko Most of Artwork Flow’s customers were deeply involved in creating collaborative workflows, relying on cross-user notifications throughout their workflows and escalation processes. With SuprSend's comprehensive APIs, Artwork Flow embedded these functionalities into their workflow modules, where their customers directly defined new notifications along with customization in the content. Moreover, Artwork Flow's engineering team found newfound freedom. Tasks such as maintaining multi-tenant templates, integrating channels and vendors, enabling / disabling notifications, and toggling account-based preferences on or off in code could now be accomplished easily by the product teams. Getting much-needed observability: SuprSend provided Artwork Flow's product team unparalleled control and visibility into every triggered notification through a comprehensive logs and analytics section. This meant they could perform rapid root cause analyses (RCAs) on every notification triggered, right down to the user level. Preferences Management: Artwork Flow implemented SuprSend’s multi-tier preference management solution. This involved an admin-level preference system alongside a user-level configuration, delivering granular control over notifications to users. This gave flexibility to accounts on which notifications they want to receive and on what channels instead of the same notification strategy for everyone. For example, consider the case of a project manager who was initially bombarded with notifications related to every project activity, resulting in notification fatigue. With a preference center, this project manager could tailor their preferences, opting out of less crucial task completion notifications while prioritizing and focusing on escalation-related alerts across various communication channels. Artwork Flow also introduced a unique feature that allowed users to choose between receiving full-detailed notifications or concise summaries. This feature simplified the experience for administrators, enabling them to streamline their notification intake based on their specific needs. Results: Improving Collaboration and Product Usage With the introduction of timely and context-aware notifications, collaboration among Artwork Flow users flourished. This, in turn, led to more efficient product usage and increased user engagement. Notably, the time-to-live (TTL) for notifications was cut by an impressive 50%, accelerating the process of setting and pushing notifications in production. As a result, the engineering teams found themselves with more bandwidth to tackle critical core product tasks, something that they had been eyeing for a long time. 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https://devcycle.com/company/about-us | About Us | DevCycle | DevCycle Product Solutions Resources Pricing Docs Book Demo Login Create Account Building the Future of Software Together Our Story DevCycle's history began with the founding of Taplytics in 2011. Backed by Y Combinator, Taplytics was built to help product and marketing teams run experiments and implement feature flags on web and mobile. Our team soon realized that the feature management capabilities we'd built within Taplytics could help address broader developer needs. In 2022, with a vision of enabling teams to build great software, we built DevCycle from the ground up, with the developer experience and open standards as our core focus. We funneled our decade of experience helping teams ship features and running experiments into building a feature flagging platform developers would love. Why We Built DevCycle We team built a feature management platform to empower developers to build software more efficiently and to deploy it faster. The best part is we've been able to use DevCycle to build DevCycle. Architecture built for speed and reliability DevCycle was built to reduce or eliminate flag evaluation latency, and to maximize reliability and scalability. Support for open source and open standards We build software on open standards and earn customer loyalty through our product, not by locking them in. Developer-first product From our experience, the most effective teams gave their developers the best tools for the job. Usage-based pricing We hate playing musical seats with the tools we use, so we made sure DevCycle offers teams unlimited seats. " ...takes the stress out of launches. " " Being able to test out a new feature in production, before it is live for our users, is instrumental in our release process as it takes the stress out of launches. " Jason Barry, Senior Staff Developer @Netlify " ...one of the most intuitive feature flag managers... " " DevCycle is one of the most intuitive feature flag managers we've ever worked with. DevCycle support is top class, with account managers and developers within easy reach. " Michael Wallace, Staff Software Engineer @Bazaarvoice " ...reduced production incidents by 90% " " Through our use of DevCycle, paired with development process improvements, we reduced production incidents by 90%. " Katherine Kurtz, Senior Director @RBC " Devcycle has become an indispensable part of our strategy... " " DevCycle has become an indispensable part of our feature management strategy. The platform enables us to efficiently control the release of features, integrations, and early access functionality…we've successfully used DevCycle to roll out major product enhancements, such as our new SSO and MFA login experience, AI assistant, and AI report builder. " Jon Cain, Software Architect @BigTime " ...Devcycle is an invaluable tool " " With DevCycle, we've significantly improved our development process, reduced risk, and delivered a more customized and impactful experience to our users. It's an invaluable tool for any team looking to take their feature management to the next level. " Erik Heinemark, CPO and Co-Founder @Forza Football " ...significantly improved our agility and responsiveness " " The ability to make controlled, data-driven decisions about feature releases has significantly improved our agility and responsiveness. DevCycle is an essential part of our development and deployment process, and we highly recommend it to teams looking to mitigate risk and integrate CI/CD into their workflows! " Shirley Javier, Director of Product @Just Appraised " ...takes the stress out of launches. " " Being able to test out a new feature in production, before it is live for our users, is instrumental in our release process as it takes the stress out of launches. " Jason Barry, Senior Staff Developer @Netlify " ...one of the most intuitive feature flag managers... " " DevCycle is one of the most intuitive feature flag managers we've ever worked with. DevCycle support is top class, with account managers and developers within easy reach. " Michael Wallace, Staff Software Engineer @Bazaarvoice " ...reduced production incidents by 90% " " Through our use of DevCycle, paired with development process improvements, we reduced production incidents by 90%. " Katherine Kurtz, Senior Director @RBC " Devcycle has become an indispensable part of our strategy... " " DevCycle has become an indispensable part of our feature management strategy. The platform enables us to efficiently control the release of features, integrations, and early access functionality…we've successfully used DevCycle to roll out major product enhancements, such as our new SSO and MFA login experience, AI assistant, and AI report builder. " Jon Cain, Software Architect @BigTime " ...Devcycle is an invaluable tool " " With DevCycle, we've significantly improved our development process, reduced risk, and delivered a more customized and impactful experience to our users. It's an invaluable tool for any team looking to take their feature management to the next level. " Erik Heinemark, CPO and Co-Founder @Forza Football " ...significantly improved our agility and responsiveness " " The ability to make controlled, data-driven decisions about feature releases has significantly improved our agility and responsiveness. DevCycle is an essential part of our development and deployment process, and we highly recommend it to teams looking to mitigate risk and integrate CI/CD into their workflows! " Shirley Javier, Director of Product @Just Appraised < > HELP REALIZE OUR VISION AND MISSION Enable teams to build great software by building thoughtful tools that developers are excited to use Footer DevCycle What are Feature Flags? OpenFeature Create a Free Account Request a Demo Pricing Resources Documentation SDKs APIs Integrations Blog Contact Support Company About Us Careers Terms of Service Security & Compliance Privacy Policy Contact Us Discord X GitHub LinkedIn Bluesky © 2026 DevCycle All rights reserved. | 2026-01-13T08:47:40 |
https://trueguard.io/blog/how-vibe-coding-introducese-security-issues | How vibe coding introduces security issues Product Pricing Documentation Blog Sign In Try it free Try it free How vibe coding introduces security issues By Carel Martten Lechtmets Key Takeaways Vibe coding is an exciting new way to program that combines AI tools for code generation. This lets you focus on quick prototyping and creative expression rather than careful coding skill. More importantly, it provides a new paradigm to developers for how they think about and work with code. Compared to traditional methods, vibe coding significantly reduces manual input, potentially saving time and effort while requiring careful attention to code quality. The rise of vibe coding reflects the evolving role of AI in software development, making adaptability and continuous learning essential for staying competitive in the industry. The introduction of security vulnerabilities, from adding bad development practices to social engineering attacks like code injection and phishing are another primary concern for vibe coding. Ongoing project creativity audit and continuing with rigid access control is the ideal combination to ensure the project safety. Developing ideal implementations with best practices such as encryption, secure collaboration, and continuous feedback loops will ensure vibe coding efforts are both effective and safe. In order to vibe code successfully, developers need to identify specific goals up front. They need to counteract their technical expertise with creativity and constantly familiarize themselves with the newest AI tools and features. What is Vibe Coding? Vibe coding is a trailblazing programming technique. In this process, AI tools become a key partner, helping create both code, concepts and design. It's all about adopting a rapid, iterative process that moves the needle away from traditional, manual coding to AI-assisted methods. This approach makes software development accessible to everyone, including those lacking programming skills. Just remember that these outputs may be incomplete or error-prone. Voice commands make it an even more immersive experience, allowing users to interact with AI in an incredibly intuitive way. Startups getting ready to launch in Y Combinator's Winter 2025 batch are already planning on this, with 95% AI-generated codebases becoming table stakes. Vibe coding supports creating anything from simple tools to complex systems, freeing developers to focus on creativity and problem-solving in this rapidly evolving field. Vibe Coding vs. Traditional Methods Vibe coding is revolutionizing software creation by leveraging AI to automatically generate code based on natural language software descriptions. This innovative approach, known as vibecoding, eliminates half of the time and labor needed compared to traditional software development methods. Unlike conventional methods that demand extensive typing and technical expertise, vibe coders can focus on creativity and problem-solving while AI handles repetitive tasks. For instance, tweaking component behavior or UI during user testing no longer needs to be hard-coded—thanks to AI, it can be modified instantly. AI-generated code often matches or even outperforms human-written code in terms of readability and flexibility, allowing for a more efficient code base that can be customized to cater to particular use cases. On top of that, vibe coding gives the ability to prototype simple apps to non-developers, removing bottlenecks in the prototyping process. Beyond the transition to AI-driven workflows, which is an indication of AI's rapid adoption, 95% of code written in leading startups is AI-generated. Aspect Vibe Coding Traditional Coding Time Efficiency Faster, minimal input required Slower, extensive manual input needed Learning Curve Low, minimal technical skills needed High, requires months of learning Flexibility Quick iterations, easy updates Slower changes, manual adjustments Code Quality Strong but may need adjustments High with skilled developers Accessibility Enables non-coders to contribute Limited to those with coding knowledge Security Questionable at the best Stronger, with best practices and manual security audits Why Vibe Coding Matters As the programming landscape continues to change, vibe coding is changing the way we do software development and community building. By taking the grunt work out of complex tasks, it frees up developers to concentrate on creative solutions and innovations instead of repetitive coding. This approach streamlines product development, particularly during initial phases, allowing teams to rapidly iterate from idea to deployment. AI tools make vibe coding easier, requiring less code to achieve a desired outcome and allowing for the implementation of more complex projects quickly and easily. With small teams, less is more, as that 20% of work can sometimes lead to 80% of the results. This change democratizes software creation and focuses on creativity and idea generation instead of rote programming skills. Learning to utilize these kinds of technology will be essential for remaining competitive in a workforce that is becoming more and more dependent on AI-powered solutions. How Vibe Coding Works Vibe coding makes programming easier, letting the AI do the heavy lifting of generation of boiler code. Users can control the entire experience through natural language or voice commands. The AI behind the scenes, operating like a supercharged autocomplete, is inferring and creating code from user prompts. For example, you might say, Create an HTML page with a form to calculate the square of a number. The AI will quickly create the required HTML and JavaScript based on your needs. This is a great approach to reduce barriers for complete beginners, since the AI takes care of syntax and complex logic for you. Yet coding with AI is an interactive, iterative process—feeding the AI with precise instructions, testing the produced code, debugging it when necessary, etc. AI tools have even advanced to the point - thanks to tools with Cursor's Composer onboard - that let programmers explore, refine, and adapt new code without interruption. Vibe coding is on the rise, as evident by popular platforms like Replit. A whopping 75% of users trust the AI so much that they bypass manual coding entirely. Security Risks of Vibe Coding As vibe coding becomes all the rage, it brings with it unusual security risks related to its dependence on AI-created code. The same technology can open the door to numerous security threats that developers must be cognizant of. One big worry, for example, is that AI-written code might miss known best practices for security. When AI models are involuntarily trained, they do not defend against inadequate input sanitation. This blind spot opens the door to vulnerabilities like SQL injection and cross-site scripting (XSS). This disregard can leave app developers' applications vulnerable to malicious attacks which exploit these gaps. Furthermore, AI's tendency to encourage users to depend on generic AI-generated snippets pushes users toward over-reliance on default configurations, many of which are insecure by default. Common security flaws developers can inadvertently deploy applications with poor security configurations such as default passwords or unrestricted access to sensitive endpoints. This lack of oversight leaves their applications low-hanging fruit for attackers. Another risk is the accidental inclusion of hardcoded secrets. AI tools may generate code that includes API keys, database credentials, or other sensitive information directly within the source code. If this secret code is ever published publicly or otherwise poorly handled, it leaves your account open to hacking and major data leakage. Furthermore, the speed and ease that vibe coding offers can lead to a lack of thorough code review and testing. Without careful oversight, vulnerabilities can fall by the wayside, and applications can be left jeopardized by harmful threats. This is particularly concerning when implemented during user onboarding flows. Systems that are not properly locked down are just making it that much easier for credential stuffing and account takeover attacks to be successful. Additionally, due to the dynamic nature of AI-generated code, it can create inconsistent security practices from one part of a project to another. Our developers have been plugging other generative AI tools into our CMS. Yet, the absence of standardization leaves notable gaps between security solutions' protocols that further complicate efforts to achieve a unified security posture. Lastly, the human element should not be forgotten. Developers could find themselves resting on their laurels with the help of AI tools, creating a dangerous false sense of security. Unfortunately, social engineering attacks are specifically designed to exploit this mindset. These usually focus on developers who miss the fundamentals of security hygiene – phishing campaigns to obtain credentials or bypass access controls through social engineering. At Trueguard, we've observed numerous instances where AI-coded projects have fallen victim to malicious actors. These individuals often inundate service sign-ups with fraudulent accounts, causing significant disruption. Best Practices for Secure Vibe Coding If vibe coding is your thing, good access controls are a great place to start on security. Never transmit sensitive information without restricting access to only necessary users using multi-factor authentication and role-based access control. That's why regularly auditing and updating AI-generated code is key. This practice not only helps you identify vulnerabilities but keeps you compliant with data protection laws, preventing potential breaches. Encryption technology is another layer of security offering an assurance to data integrity and confidentiality in the coding process. Essential security protocols include: Validate all external libraries or frameworks before integration. Harness AI tools responsibly by making their outputs more accessible. Achieving accountability and transparency requires going deep enough to understand the technology at the heart of AI tools. Keep in mind, AI makes complicated processes easier but does not take the place of basic, underlying skills. For example, if you're using Tailwind v4, always look at the official documentation for Tailwind for exactness. Overcoming Vibe Coding Challenges Vibe coding is based on fast prototyping but the lack of structure usually takes a toll on code quality. To ensure quality remains paramount, embracing disciplined approaches such as modular design and regular code reviews are essential. For instance, performing complex tasks in steps makes it more predictable and less prone to mistakes, even on fast iterations. Continuous learning is a big factor in that too. AI tools like Cursor Composer now simplify creating custom applications, so staying updated on features is essential for efficiency. Developer collaboration adds a whole additional layer to this process through the addition of sharing processes and helping establish better standards and practices for consistency. Feedback loops are the third cornerstone. Errors repeatedly establishing an error cycle to surface, refine, and reiterate corrective outputs creates improvement of output errors through repetition. This method creates software that works, just not quite right. Tips for Effective Vibe Coding Vibe coding provides an exciting new opportunity to make software development truly effortless, letting AI take care of syntax and automatable routines. Get the most out of your training by developing a set of best-practice tools. Add to that list an AI coding assistant, a powerful text editor, and version control software. Specific articulation of what you mean to the AI is key—tell it exactly what “vibe” or desired output you're looking for. This method is most effective when combined with iterative testing. Closely monitor the AI's output to make sure it's aligned with what you're looking for. Fostering creativity while providing technical guidance is essential since vibe coding moves the emphasis away from what you can code towards what you can create. No-code interfaces allow beginners immediate gratification, such as creating a fully functional app in under an hour, while still learning through AI-assisted error correction. Conclusion While vibe coding opens up a revolutionary space for creativity and agile software development, it also ushers in a new set of security challenges that cannot be overlooked. As developers harness AI-powered tools to streamline prototyping and iterate at lightning speed, maintaining robust security practices becomes paramount. The potential for vulnerabilities—from poorly sanitized inputs to the accidental exposure of sensitive credentials—requires a disciplined, security-first mindset. Adopting rigorous code audits, enforcing strict access controls, and integrating continuous testing are not optional; they are essential safeguards that ensure AI-generated code meets the same high standards as traditionally written code. By embedding encryption protocols, secure frameworks, and systematic reviews into your workflow, you not only mitigate risks but also build a foundation of trust and resilience in your applications. Ultimately, embracing vibe coding with an unwavering focus on security transforms innovation into sustainable progress. It's a call to balance creativity with caution—a reminder that in today's rapidly evolving tech landscape, protecting our digital assets is just as important as pushing the boundaries of what technology can achieve. Frequently Asked Questions What is vibe coding? Vibe coding is a new paradigm for code that emphasizes creative expression, intuitive problem-solving, and collaborative exploration. This modern AI approach moves away from traditional software development styles, fostering the creativity and agility that experienced programmers value today. How is vibe coding different from traditional methods? Why is vibe coding important? Are there security risks with vibe coding? What are the best practices for secure vibe coding? What challenges do developers face with vibe coding? What are some tips for effective vibe coding? Trueguard Basic is free. Start identifying visitors and signals right away, for free Sign up for free No credit card required. Product Features Sign in Disposable Emails Free Tier Abusers Fake Accounts / Bots Resources Pricing Blog Knowledgebase Documentation Tools VPN and Proxy Checker IP Location Checker Temporary Email Checker Domain Age Checker Legal Terms of Service Privacy Policy Data processing agreement © 2026 Trueguard info@trueguard.io | 2026-01-13T08:47:40 |
https://devblogs.microsoft.com/dotnet/using-net-for-apache-spark-to-analyze-log-data/ | .NET for Apache Spark Helps Makes Big Data Accessible - .NET Blog Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs .NET Blog Using .NET for Apache® Spark™ to Analyze Log Data .NET 10 is here! .NET 10 is now available: the most productive, modern, secure, intelligent, and performant release of .NET yet. Learn More Download Now February 10th, 2020 1 reaction Using .NET for Apache® Spark™ to Analyze Log Data Brigit Murtaugh Program Manager Show more At Spark + AI Summit in May 2019 , we released .NET for Apache Spark . .NET for Apache Spark is aimed at making Apache® Spark™ , and thus the exciting world of big data analytics, accessible to .NET developers. .NET for Spark can be used for processing batches of data, real-time streams, machine learning, and ad-hoc query. In this blog post, we’ll explore how to use .NET for Spark to perform a very popular big data task known as log analysis . The remainder of this post describes the following topics: What is log analysis? Writing a .NET for Spark log analysis app Running a .NET for Spark app Wrap Up What is log analysis? Log analysis, also known as log processing , is the process of analyzing computer-generated records called logs. Logs tell us what’s happening on a tool like a computer or web server, such as what applications are being used or the top websites users visit. The goal of log analysis is to gain meaningful insights from these logs about activity and performance of our tools or services. .NET for Spark enables us to analyze anywhere from megabytes to petabytes of log data with blazing fast and efficient processing! In this blog post, we’ll be analyzing a set of Apache log entries that express how users are interacting with content on a web server. You can view a sample of Apache log entries here . Writing a .NET for Spark log analysis app Log analysis is an example of batch processing with Spark. Batch processing is the transformation of data at rest, meaning that the source data has already been loaded into data storage. In our case, the input text file is already populated with logs and won’t be receiving new or updated logs as we process it. When creating a new .NET for Spark application, there are just a few steps we need to follow to start getting those interesting insights from our data: Create a Spark Session. Read input data, typically using a DataFrame. Manipulate and analyze input data, typically using Spark SQL. Create a Spark Session In any Spark application, we start off by establishing a new SparkSession , which is the entry point to programming with Spark: SparkSession spark = SparkSession .Builder() .AppName("Apache User Log Processing") .GetOrCreate(); By calling on the spark object created above, we can now access Spark and DataFrame functionality throughout our program – great! But what is a DataFrame? Let’s learn about it in the next step. Read input data Now that we have access to Spark functionality, we can read in the log data we’ll be analyzing. We store input data in a DataFrame , which is a distributed collection of data organized into named columns: DataFrame generalDf = spark.Read().Text("<path to input data set>"); When our input is contained in a .txt file, we use the .Text() method, as shown above. There are other methods to read in data from other sources, such as .Csv() to read in comma-separated values files. Manipulate and analyze input data With our input logs stored in a DataFrame, we can start analyzing them – now things are getting exciting! An important first step is data preparation . Data prep involves cleaning up our data in some way. This could include removing incomplete entries to avoid error in later calculations or removing irrelevant input to improve performance. In our example, we should first ensure all of our entries are complete logs. We can do this by comparing each log entry to a regular expression (AKA a regex), which is a sequence of characters that defines a pattern. Let’s define a regex expressing a pattern all valid Apache log entries should follow: string s_apacheRx = "^(\S+) (\S+) (\S+) [([\w:/]+\s[+-]\d{4})] \"(\S+) (\S+) (\S+)\" (\d{3}) (\d+)"; How do we perform a calculation on each row of a DataFrame, like comparing each log entry to the above regex? The answer is Spark SQL . Spark SQL Spark SQL provides many great functions for working with the structured data stored in a DataFrame. One of the most popular features of Spark SQL is UDFs , or user-defined functions. We define the type of input they take and the type of output they produce, and then the actual calculation or filtering they perform. Let’s define a new UDF GeneralReg to compare each log entry to the s_apacheRx regex. Our UDF requires an Apache log entry, which is a string, and will return a true or false depending upon if the log matches the regex: spark.Udf().Register<string, bool>("GeneralReg", log => Regex.IsMatch(log, s_apacheRx)); So how do we call GeneralReg ? In addition to UDFs, Spark SQL provides the ability to write SQL calls to analyze our data – how convenient! It’s common to write a SQL call to apply a UDF to each row of data. To call GeneralReg from above, let’s use the following SQL call: DataFrame generalDf = spark.Sql("SELECT logs.value, GeneralReg(logs.value) FROM Logs"); This SQL call tests each row of generalDf to determine if it’s a valid and complete log. We can use .Filter() to only keep the complete log entries in our data, and then .Show() to display our newly filtered DataFrame: generalDf = generalDf.Filter(generalDf["GeneralReg(value)"]); generalDf.Show(); Now that we’ve performed some initial data prep, we can continue filtering and analyzing our data. Let’s find log entries from IP addresses starting with 10 and related to spam in some way: // Choose valid log entries that start with 10 spark.Udf().Register<string, bool>( "IPReg", log => Regex.IsMatch(log, "^(?=10)")); generalDf.CreateOrReplaceTempView("IPLogs"); // Apply UDF to get valid log entries starting with 10 DataFrame ipDf = spark.Sql( "SELECT iplogs.value FROM IPLogs WHERE IPReg(iplogs.value)"); ipDf.Show(); // Choose valid log entries that start with 10 and deal with spam spark.Udf().Register<string, bool>( "SpamRegEx", log => Regex.IsMatch(log, "\\b(?=spam)\\b")); ipDf.CreateOrReplaceTempView("SpamLogs"); // Apply UDF to get valid, start with 10, spam entries DataFrame spamDF = spark.Sql( "SELECT spamlogs.value FROM SpamLogs WHERE SpamRegEx(spamlogs.value)"); Finally, let’s count the number of GET requests in our final cleaned dataset. The magic of .NET for Spark is that we can combine it with other popular .NET features to write our apps. We’ll use LINQ to analyze the data in our Spark app one last time: int numGetRequests = spamDF .Collect() .Where(r => ContainsGet(r.GetAs<string>("value"))) .Count(); In the above code, ContainsGet() checks for GET requests using regex matching : // Use regex matching to group data // Each group matches a column in our log schema // i.e. first group = first column = IP public static bool ContainsGet(string logLine) { Match match = Regex.Match(logLine, s_apacheRx); // Determine if valid log entry is a GET request if (match.Success) { Console.WriteLine("Full log entry: '{0}'", match.Groups[0].Value); // 5th column/group in schema is "method" if (match.Groups[5].Value == "GET") { return true; } } return false; } As a final step in our Spark apps, we call spark.Stop() to shut down the underlying Spark Session and Spark Context. You can view the complete log processing example in our GitHub repo. Running your app To run a .NET for Apache Spark app , you need to use the spark-submit command, which will submit your application to run on Apache Spark. The main parts of spark-submit include: –class, to call the DotnetRunner. –master, to determine if this is a local or cloud Spark submission. Path to the Microsoft.Spark jar file. Any arguments or dependencies for your app, such as the path to your input file or the dll containing UDF definitions. You’ll also need to download and setup some dependencies before running a .NET for Spark app locally, such as Java and Apache Spark. A sample Windows command for running your app is as follows: spark-submit --class org.apache.spark.deploy.dotnet.DotnetRunner --master local /path/to/microsoft-spark-<version>.jar dotnet /path/to/netcoreapp<version>/LoggingApp.dll .NET for Apache Spark Wrap Up We’d love to help you get started with .NET for Apache Spark and hear your feedback. You can Request a Demo from our landing page and check out the .NET for Spark GitHub repo to learn more about how you can apply .NET for Spark in your apps and get involved with our effort to make .NET a great tech stack for building big data applications! 1 0 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category .NET Apache Topics .NET for Spark Apache Spark Big Data Log Analysis Spark.NET Share Author Brigit Murtaugh Program Manager Brigit Murtaugh is a Program Manager on the .NET team, where she largely focuses on big data and machine learning. 0 comments Discussion is closed. Code of Conduct Read next February 11, 2020 .NET Framework February 2020 Security and Quality Rollup Tara Overfield February 12, 2020 Deprecating TLS 1.0 and 1.1 on NuGet.org – Stage 1 The NuGet Team Stay informed Get notified when new posts are published. Email * Country/Region * Select... 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Notifications You must be signed in to change notification settings Fork 159 Star 5.8k Sudo for Windows gerardog.github.io/gsudo License MIT license 5.8k stars 159 forks Branches Tags Activity Star Notifications You must be signed in to change notification settings Code Issues 35 Pull requests 27 Discussions Actions Wiki Security Uh oh! There was an error while loading. Please reload this page . Insights Additional navigation options Code Issues Pull requests Discussions Actions Wiki Security Insights gerardog/gsudo master Branches Tags Go to file Code Open more actions menu Folders and files Name Name Last commit message Last commit date Latest commit History 872 Commits .github .github build build docs docs sample-scripts sample-scripts src src .editorconfig .editorconfig .gitattributes .gitattributes .gitignore .gitignore LICENSE.txt LICENSE.txt README.md README.md SECURITY.md SECURITY.md demo.gif demo.gif installgsudo.ps1 installgsudo.ps1 package.json package.json yarn.lock yarn.lock View all files Repository files navigation README MIT license Security gsudo - a sudo for Windows gsudo is a sudo equivalent for Windows, with a similar user-experience as the original Unix/Linux sudo. Allows you to run a command (or re-launch your current shell) with elevated permissions, in the current console window or a new one. Just prepend gsudo (or the sudo alias) to your command and it will run elevated. For PowerShell use this syntax : gsudo { ScriptBlock } One UAC popup will appear each time. You can see less popups if you enable gsudo cache . It detects your current shell and elevates your command as native shell commands. (Supports Cmd , PowerShell , WSL , git-bash , MinGW , Cygwin , Yori , Take Command , BusyBox & NuShell .) Table of contents gsudo - a sudo for Windows Table of contents Demo Features Installation Usage Usage from PowerShell / PowerShell Core PowerShell Module Usage from WSL (Windows Subsystem for Linux) Configuration Credentials Cache Known issues FAQ Please support gsudo! 💵 ⭐ Extended documentation available at: https://gerardog.github.io/gsudo/ Demo (with gsudo config CacheMode auto ) Features Elevated commands are shown in the current console. No new window (unless you specify -n ) Credentials cache : gsudo can elevate many times showing only one UAC pop-up if the user opts-in to enable the cache. Detects your current shell (Supports CMD , PowerShell , WSL , Bash for Windows (Git-Bash/MinGW/MSYS2/Cygwin), Yori , Take Command and NuShell ), and elevates your command correctly. Supports being used on scripts: Outputs StdOut/StdErr can be piped or captured (e.g. gsudo dir | findstr /c:"bytes free" > FreeSpace.txt ) and exit codes too ( %errorlevel% ). If gsudo fails to elevate, the exit code will be 999. If gsudo is invoked from an already elevated console, it will just run the command (it won't fail). So, you don't have to worry if you run gsudo or a script that uses gsudo from an already elevated console. (The UAC popup will not appear, as no elevation is required) gsudo !! elevates the last executed command. Works on CMD, Git-Bash, MinGW, Cygwin (and PowerShell with gsudo module only) Installation Using Scoop : scoop install gsudo Using WinGet : winget install gerardog.gsudo Using Chocolatey : choco install gsudo Manual Setup: download and run the proper MSI installer for you system from the latest release . Running this line: (script) : PowerShell - Command " Set-ExecutionPolicy RemoteSigned -scope Process; [Net.ServicePointManager]::SecurityProtocol = 'Tls12'; iwr -useb https://raw.githubusercontent.com/gerardog/gsudo/master/installgsudo.ps1 | iex " Portable: Download gsudo.portable.zip from the latest release . Extract the folder corresponding to your processor architecture (x64, x86, or arm64) from the zip file to a suitable directory on your computer. Optionally, add that directory to your system's PATH environment variable if it's not already accessible. Please restart all your console windows after installing to ensure that the PATH environment variable is refreshed. Note: gsudo.exe is portable. No windows service is required or system change is done, except adding it to the Path. Usage gsudo [ options ] # Starts your current shell elevated gsudo [ options ] {command} [ args ] # Runs {command} with elevated permissions gsudo cache [ on | off | help ] # Starts/Stops a credentials cache session. (less UAC popups) gsudo status [ -- json | filter ] # Shows current user, cache and console status. gsudo !! # Re-run last command as admin. (YMMV) New Window options: - n | -- new # Starts the command in a new console/window (and returns immediately). - w | -- wait # When in new console, wait for the command to end. -- keepShell # After running a command, keep the elevated shell open. -- keepWindow # After running a command in a new console, ask for keypress before closing the console/window. Security options: - u | -- user {usr} # Run as the specified user. Asks for password. For local admins shows UAC unless '-i Medium' - i | -- integrity {v} # Specify integrity level: Untrusted, Low, Medium, MediumPlus, High (default), System - s | -- system # Run as Local System account (NT AUTHORITY\SYSTEM). -- ti # Run as member of NT SERVICE\TrustedInstaller - k # Kills all cached credentials. The next time gsudo is run a UAC popup will be appear. Shell related options: - d | -- direct # Skips Shell detection. Assume CMD shell or CMD {command}. -- loadProfile # When elevating PowerShell commands, load user profile. Other options: -- loglevel {val} # Set minimum log level to display: All, Debug, Info, Warning, Error, None -- debug # Enable debug mode. -- copyns # Connect network drives to the elevated user. Warning: Verbose, interactive asks for credentials -- copyev # (deprecated) Copy environment variables to the elevated process. (not needed on default console mode) -- chdir {dir} # Change the current directory to {dir} before running the command. Note: You can use anywhere the sudo alias created by the installers. Examples: gsudo # elevates the current shell in the current console window (Supports Cmd/PowerShell/Pwsh Core/Yori/Take Command/git-bash/cygwin) gsudo - n # launch the current shell elevated in a new console window gsudo - n - w powershell . / Do - Something.ps1 # launch in new window and wait for exit gsudo notepad % windir % \system32\drivers\etc\hosts # launch windows app sudo notepad # sudo alias built-in # redirect/pipe input/output/error example gsudo dir | findstr / c: " bytes free " > FreeSpace.txt gsudo config LogLevel " Error " # Configure Reduced logging gsudo config Prompt " $P [elevated] $G " # Configure a custom Elevated Prompt gsudo config Prompt -- reset # Reset to default value # Enable credentials cache (less UAC popups): gsudo config CacheMode Auto Usage from PowerShell / PowerShell Core gsudo detects if invoked from PowerShell and elevates PS commands (unless -d is used to elevate CMD commands). The command to elevate will run in a different process, so it can't access the parent $variables and scope. To elevate a commands or script block: Wrap it in {curly braces} . # Syntax: gsudo { ScriptBlock } gsudo [ options ] { ScriptBlock } [ - args $argument1 [... , $argumentN ]] ; # Examples: gsudo { Write-Output " Hello World " } # Pass arguments with -args $MyString = " Hello World " gsudo { Write-Output $args [ 0 ] } - args $MyString # Output is serialized as PSObjects with properties. $services = gsudo { Get-Service ' WSearch ' , ' Winmgmt ' } Write-Output $services .DisplayName # Inputs too: Example elevated iteration of a list. Get-ChildItem . | gsudo { $Input .CreationTime } Alternative syntaxes: 2. Invoke-gsudo wrapper function: (much slower) # Pass values (not variables by reference) by prefixing `$using:`. I.E. $MyString = " Hello World " Invoke-Gsudo { Write-Output $ using :MyString } # Syntax: Invoke-Gsudo [ - ScriptBlock ] < ScriptBlock > [[ - ArgumentList ] < Object [] > ] [ - InputObject < PSObject > ] [ - LoadProfile | - NoProfile ] [ - Credential < PSCredential > ] - PowerShell function. - Performs auto serialization of inputs & outputs. - You can prefix variables with the `$using:` scope modifier (like `$using:variableName`) and their serialized value is applied. - Use `-LoadProfile` or `-NoProfile` to override profile loading or not. - Use `-Credential` option for Run As User (same as `-u` but for `Get-Credentials`). - Better forwarding of your current context to the elevated instance (current Location, $ErrorActionPreference) 3. Manual string interpolation. (not recommended) I don't recommend this approach as it is really hard to do proper escape all special characters. Usage: gsudo ' string literal ' # Variable substitutions example: $file = ' C:\My Secret.txt ' ; $algorithm = ' md5 ' ; $hash = gsudo " (Get-FileHash ' $file ' -Algorithm $algorithm ).Hash " # or $hash = gsudo " (Get-FileHash "" $file "" -Algorithm $algorithm ).Hash " Accepts a string literal with the command to elevate. Returns a list of strings. PowerShell Module Optional: Import module gsudoModule.psd1 into your PowerShell Profile: Adds syntax auto-complete to gsudo in PowerShell. Plus, it suggests the 3 previous commands, making your workflow smoother than ever! Enables gsudo !! on Powershell, to elevate the last executed command. Adds Functions: Test-IsGsudoCacheAvailable Returns true if a gsudo cache is active (meaning elevation with no UAC is possible). Test-IsProcessElevated : Returns true if the current process is elevated. Test-IsAdminMember : Returns true if the current user is member of the Local Administrators groups, which means it can elevate with. # Add the following line to your $PROFILE Import-Module " gsudoModule " # Or run: Write-Output " `n Import-Module `" gsudoModule `" " | Add-Content $PROFILE If you haven't already customized your PowerShell prompt (for example by installing Oh-My-Posh), you can easily add a red # indicating that the current process is elevated: To do so add this line to your profile (after importing gsudoModule ): Set-Alias Prompt gsudoPrompt Usage from WSL (Windows Subsystem for Linux) On WSL, elevation and root are different concepts. root allows full administration of WSL but not the windows system. Use WSL's native su or sudo to gain root access. To get admin privilege on the Windows box you need to elevate the WSL.EXE process. gsudo allows that (a UAC popup will appear). On WSL bash, prepend gsudo to elevate WSL commands or gsudo -d for CMD commands . # elevate default shell PC: ~ $ gsudo # run elevated WSL command PC: ~ $ gsudo mkdir /mnt/c/Windows/MyFolder # run elevated Windows command PC: ~ $ gsudo -d notepad C:/Windows/System32/drivers/etc/hosts PC: ~ $ gsudo -d " notepad C:\Windows\System32\drivers\etc\hosts " # test for gsudo and command success retval= $? ; if [ $retval -eq 0 ] ; then echo " Success " ; elif [ $retval -eq $(( 999 % 256 )) ] ; then # gsudo failure exit code (999) is read as 231 on wsl (999 mod 256) echo " gsudo failed to elevate! " ; else echo " Command failed with exit code $retval " ; fi ; Configuration gsudo config # Show current config settings & values. gsudo config {key} [ -- global ] [ value ] # Read or write a user setting gsudo config {key} [ -- global ] -- reset # Reset config to default value -- global # Affects all users (overrides user settings) Credentials Cache The Credentials Cache , if enabled and active, allows to elevate several times from a parent process with only one UAC pop-up. After 5 minutes without elevations, the cache session closes automatically (Configurable timeout via gsudo config CacheDuration ). While this very convenient, it's important to understand its potential security risks. Even if gsudo itself is secure, the inherent vulnerability lies in the host process. If your system is already compromised by a malicious process, it can manipulate the permitted process (e.g., Cmd/Powershell) and force an active gsudo cache instance to elevate privileges without triggering a UAC prompt. This risk is the trade-off for using the Credentials Cache. The cache is safe to use as long as you are confident there are no malicious processes running on your system. Here are the Credentials Cache Modes: Explicit: (default) Every elevation shows a UAC popup, unless a cache session is started manually... To start or stop a cache session run: gsudo cache {on | off} This is the default mode. (Use gsudo config CacheMode Explicit to revert to this value). Auto: Similar to unix-sudo. The first elevation shows a UAC popup and starts a cache session automatically . Run gsudo config CacheMode Auto to use this mode. Disabled: Every elevation shows a UAC popup, and trying to start a cache session will throw an error.. Run gsudo config CacheMode Disabled to use this mode. In any case, you can stop all cache sessions with gsudo -k . Learn more Known issues The elevated instances do not have access to the network shares connected on the non-elevated space. This is not a gsudo issue but how Windows works. Use --copyNS to replicate Network Shares into the elevated session, but this is not bi-directional and is interactive (may prompt for user/password). gsudo.exe can be placed on a network share and invoked as \\server\share\gsudo {command} but doesn't work if your current folder is a network drive. For example do not map \\server\share\ to Z: and then Z:\>gsudo do-something . Please report issues in the Issues section. FAQ Why is it named gsudo instead of just sudo ? When I created gsudo , there were other sudo packages on most Windows popular package managers such as Chocolatey and Scoop , so I had no other choice to pick another name. gsudo installers create an alias for sudo , so feel free to use sudo on your command line to invoke gsudo . Which dotnet version is built with? Versions prior to v1.3.0 used .NET 4.6 because it was included in every Windows 10/11 installation. From v1.4.0 up to v2.5.1, gsudo has been built using .net7.0 NativeAOT. This approach offers faster load times, reduced memory usage, and allows the tool to run on machines without any .NET runtime installed. Starting with v2.6.0, we've migrated to net9.0 due to the end-of-life of net7.0. Is gsudo a port of *nix sudo ? No. gsudo reminds of the original sudo regarding user expectations. Many sudo features are *nix specific and could never have a Windows counterpart. Other features (such as sudoers ) could potentially be implemented but are not at this point. What are the requirements? Does it work in Windows 7/8? It works on Win7 SP1 onwards. Some features may only work in Windows 10/11, like elevating as TrustedInstaller. How do I return to the previous security level after using gsudo? In the same way as you would with Unix/Linux sudo : gsudo does not alter the current process, instead it launches a new process with different permissions/integrity level. To go back to the previous level, just end the new process. For Command Prompt or PowerShell just type exit . Please support gsudo! 💵 Please give us a star! ⭐ Help spread the word by mentioning gsudo in social networks! Sponsor or Donate About Sudo for Windows gerardog.github.io/gsudo Topics windows terminal command-line powershell sudo elevate uac wsl runas elevated-commands elevated-permissions sudo-for-windows Resources Readme License MIT license Security policy Security policy Uh oh! There was an error while loading. Please reload this page . Activity Stars 5.8k stars Watchers 42 watching Forks 159 forks Report repository Releases 54 gsudo v2.6.1 Latest Oct 6, 2025 + 53 releases Sponsor this project Uh oh! There was an error while loading. Please reload this page . https://www.paypal.com/donate/?business=EGM43RDQ4VRWJ&no_recurring=0&item_name=%0APlease+help+me+dedicate+more+time+to+gsudo%21%0AIf+gsudo+has+improved+your+productivity%2C+please+contribute%21&currency_code=USD Learn more about GitHub Sponsors Packages 0 No packages published Uh oh! There was an error while loading. Please reload this page . Contributors 26 + 12 contributors Languages C# 86.1% PowerShell 12.3% Batchfile 1.1% Other 0.5% Footer © 2026 GitHub, Inc. Footer navigation Terms Privacy Security Status Community Docs Contact Manage cookies Do not share my personal information You can’t perform that action at this time. | 2026-01-13T08:47:40 |
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https://www.fine.dev/blog | Fine - AI Coding Blog - AI Agents for Software Development Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing Stay up-to-date with the latest software development trends The AI Coding Blog, by Fine 20 Things You Can Do With Your Extra Free Time Now That You’re Using AI Coding Tools to Develop Software Introducing AI Workflows: AI Coding Automating Mundane Development Work AI Coding FAQs GPT-4.1 vs Claude Sonnet 3.7 vs Gemini 2.5 Everything you need to know about Dev Containers AI-Assisted Coding: How Fine is Leading the Future of Code Generation AI Coding – A Simple Guide for Developers The Top AI Coding Tools and Assistants in 2024 AI Developer Agents: Revolutionizing Software Development for Startups with Fine AI for Programmers: Trends and Predictions AI Programming Tips: Make Your Coding Smarter and Easier Wird KI Programmierer ersetzen? ¿Reemplazará la IA a los programadores? L'IA remplacera-t-elle les programmeurs ? Zal AI programmeurs vervangen? Will AI replace programmers? AI for Programmers: Top Tools to Supercharge Your Development Workflow Using AI Coding Assistants to Develop Software for Apple iOS Announcing Fine for Startups - Your Junior Full-Stack Developer for $15/Month Bolt vs. V0: ¿Cuál es la mejor herramienta de programación con IA para el desarrollo front-end? Comparaison entre Bolt.new et v0 par Vercel : Quel outil de développement alimenté par l'IA convient le mieux à votre startup ? Comparing Bolt.new and v0 by Vercel: Which AI-Powered Development Tool Suits Your Startup? How to Build a Scalable Tech Infrastructure on a Startup Budget: A Step-by-Step Guide for CTOs Can AI Build Me an App? Discover How Fine Empowers You to Create Your Own App Creating a Custom Captive Portal for Home WiFi with Raspberry Pi and AI Magic Coding with ChatGPT Canvas: Elevate Your Workflow with Fine Using Fine to Set Up a Retry Mechanism for Failed Webhooks 7 Common AI Startup Pitfalls and How CTOs Can Avoid Them Most Common Python Errors When Using AI Using AI for backend feature development: Implementing Soft Delete Top 7 Challenges CTOs Face in Startups (and How to Solve Them) Cursor or GitHub Copilot: Which is the Better AI Coding Tool? Using AI for programmers to create a dark mode toggle in web app How to Effectively Delegate Technical Tasks as a Startup CTO to Boost Productivity From Producing a Web Series to Founding a Startup: Fine’s Journey GitHub Copilot and Claude: What You Need to Know How to Build an App with AI: A Step-by-Step Guide How to Use Cursor AI for Software Development How to Use GitHub Copilot How to Integrate AI into Your Startup: A Technical Guide for CTOs The Best Practices for Integrating AI into Your Existing Startup Tech Stack Lovable.dev vs Bolt.new vs Fine: Comparing AI App Builders Managing Technical Debt: A Startup's Guide to Keeping Code Clean on a Tight Timeline MCP vs A2A: Model Context Protocol and Agent-to-Agent Communication in AI App Development Model Context Protocol (MCP): The Key to Faster, Simpler AI App Development with Fine Moving Towards Natural Language Coding: Analyzing GitHub's Copilot, Copilot Workspace, and Fine. The AI Coding Challenge OpenAI o1 vs. Claude Sonnet 3.5: ¿Cuál modelo de IA es mejor para programar? OpenAI o1 vs. Claude Sonnet 3.5 : Quel modèle d'IA est le meilleur pour coder ? OpenAI o1 vs. Claude Sonnet 3.5: Which AI Model is Best for Coding? Comparing the Best AI-Powered PR Review Tools for 2024: Fine, CodeRabbit, Bito, Codium, Cursor, and Axolo How to Build a Remote-First Tech Team as a Startup CTO: Tools and Tactics Replit vs Cursor: ¿Cuál es la mejor herramienta de codificación AI para ti? Replit vs Cursor : Quel outil de codage IA est le meilleur pour vous ? Replit vs Cursor vs Fine: Which AI Coding Tool Is Best for You? 10 Tips for Reviewing PRs Effectively and Efficiently Why Fine Is the Safest Way to Use AI for Dev Work on Your Codebase Scaling AI in Startups: A CTO’s Step-by-Step Framework for Success Best Practices for Securing Your Startup's Codebase: A CTO’s Step-by-Step Guide 7 Proven Strategies for Shipping Faster with a Small Development Team How to Optimize Your Cloud Costs Without Sacrificing Performance: Tips for Startup CTOs Vibe Coding Security: Best Practices for Building Secure AI-Powered Apps Unleashing the Power of Vibe Coding When Not To Use Fine Windsurf vs Cursor: A Detailed Comparison and Why Startups Are Choosing Fine © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:47:40 |
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https://stackoverflow.co/data-licensing/?utm_medium=referral&utm_source=stackoverflow-community&utm_campaign=top-nav&utm_content=overflow-api | Stack Overflow Data Licensing - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Download sample data The API Awards Best AI API 2024 & 2025 How the learning models learn Human-validated. Fairly attributed. Train and fine-tune your AI on one of the internet’s biggest troves of answers, solutions and top-class technical expertise. Download sample datasets The world’s leading AI companies are building with us Partner with us Decades of verified knowledge and data — all in one place 17 years+ of top-class, technical developer expertise 83M+ questions and answers (and counting) 69,000+ unique topics, curated and moderated to filter out bad data 21 sec. on average, between each new question posted How our datasets can help you (and your AI) Tap into accurate, trustworthy knowledge Our steady stream of verified data means your models are more accurate, more trustworthy, and never stop improving. Deepen reasoning and understanding Our data captures the step-by-step thinking of experts solving problems. This intelligence doesn't exist anywhere else — and it can teach your AI to reason and understand. Get to market quicker Our human-validated knowledge means bias, duplicates and inaccuracies are already filtered out — so you can spend less time tinkering and more time shipping. License with confidence More accurate models — trained on licensed, properly attributed content — means peace of mind for you, and confidence for your customers. Whatever you’re building, we can help Large language models Small language models AI agents AI chatbots AI copilots RAG The verdict is in: models outperform with our data Retrieval Augmented Generation (RAG) Source: CodeRAG-Bench: Can Retrieval Augment Code Generation? Percent of “Perfect” answers Source: Internal testing based on a proprietary eval set of 1,000 Q&A with ground truth answers. The Stack API Get real-time API access to the Stack Overflow public dataset Our API gives you real-time access to millions of expert-vetted questions, answers, comments, and more. Tap into this step-by-step thinking to deepen your AI's context awareness and reasoning power. Read API documentation Want to test it out? Try a sample dataset of 1,000 Q&A pairs Unlock datasets Problem-solving Put your AI’s logic and reasoning to the test with knowledge pulled from across a host of our public platforms. Coding Want to see how good your AI is when it comes to parsing and fixing code? This dataset’s for you. Cloud-technology Test how well your AI understands cloud concepts with a dataset full of cloud-related questions, answers and solutions. Frequently Asked Questions FAQs for you (and the AIs scraping this page). Expand all What is Stack Data Licensing? Stack Data Licensing provides AI companies continuous access to Stack Overflow’s authoritative dataset and top-class technical expertise for training and fine-tuning. What type of data is included with a Stack Overflow dataset? The entire Stack Overflow corpus or a tailored subset is available. 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https://trueguard.io/blog/ip-and-network-fingerprint-info | What information does IP and network fingerprint expose Product Pricing Documentation Blog Sign In Try it free Try it free What information does IP and network fingerprint expose By Carel Martten Lechtmets Key Takeaways IP intelligence enables you to identify and respond to cyber threats by analyzing IP address data, improving your overall network security and fraud prevention. You can gain rich insights by looking up IP addresses. This data provides users with geographic location, ISP information, and connection type to allow you to better vet users and identify suspicious activity. Advanced network fingerprinting techniques such as JA4 and TCP handshake analysis allow you to identify devices with ease. They additionally allow you to easily identify anomalies, providing you the proactive advantage in threat detection. Reduce risk by incorporating IP intelligence tools to your cybersecurity ecosystem. Adjust your protection levels to address your unique circumstances to bolster your shield against today’s threats and tomorrow’s dangers. Continuously collecting and analyzing IP intelligence data from multiple sources helps you stay ahead of new attack patterns and adapt your security measures effectively. IP intelligence refers to the practice of leveraging data associated with IP addresses to identify user attributes, behavioral tendencies, and potential threats. What Is IP Intelligence? IP intelligence is the practice of monitoring and studying data associated with IP addresses. This improves the ability to detect threats and protect networks from malicious activity. When you research the source of an IP address or its actions, you can rapidly detect red flags. This is everything from a company trying to break into your network to sending out spoofed emails. You can check if an IP address points to open ports, outdated software, or known vulnerabilities. Decoding IP Address Information Once you start decoding IP address information, you’ll discover a gold mine of useful data. You can visualize where a device is connected to, what network operates it, and what service provider provides access. You catch it in that you detect when a user is on a mobile carrier network vs home Wi-Fi. By examining things such as ASN, you could find out who owns that network or if it’s a lot of people sharing the network. These bits allow us to detect typical usage patterns or unusual surges in traffic. IP reputation shows if a device has a good or bad history behind it. In short, it shows links to things such as fraud or spam. When you’re monitoring which requests are originating from where, you find weird patterns immediately. Where IP intelligence really shines is in real-time, providing an automatic feed of updates as soon as threats arise. Key data points from an IP address: ASN details Geographic location (state, city) ISP or carrier name Connection type (mobile, broadband) IP reputation score Unveiling Network Fingerprinting Network fingerprinting is a critical technique used to identify devices and operating systems based on their network traffic and behavior. It provides valuable color to IP intelligence, allowing you to craft a more complete and accurate profile of network entities. With network fingerprinting, you can uncover hidden vulnerabilities and security risks. These tactics vastly improve your network protection and make it easier to detect threats. Explain Network Fingerprinting Network fingerprinting is the art of inspecting network packets to detect distinguishing device and operating system traits. This includes inspecting packet features such as TCP flags, TTL (Time To Live), and window size. Network fingerprinting can tell you which operating system the device is running, device type and even the software version. You can leverage it to track down rogue devices and network security threats. How It Complements IP Intelligence IP intelligence provides data about the IP address, including its reputation and geolocation. As one example, network fingerprinting might tell us what type of device or operating system is associated with the IP address in question. Together, these three approaches provide a holistic picture. For instance, network fingerprinting can detect a botnet when the hosting IP address has an unknown, neutral reputation. JA4 and HTTP2 Fingerprinting Explained JA4 fingerprints TLS client apps by their specific handshake patterns. HTTP2 fingerprinting unearths unique HTTP2 implementation characteristics. By deploying JA4 and HTTP2 fingerprinting, you’ll be able to detect otherwise elusive malware and botnets. These techniques significantly improve threat detection and overall network security. TCP Handshake Analysis for Location TCP handshake analysis can be used to get a rough estimate of a device’s geographic location. The round-trip time (RTT) of TCP packets gives away hints to how far a device is. This technique comes with some limitations, such as network congestion and routing affecting the results. TCP handshake analysis information only complements IP geolocation, but it can never be used as a substitute for IP geolocation. Applications in Cybersecurity A unique aspect of IP Intelligence is its role as a critical weapon in the fight against cybercrime and fraud. You’ll find numerous examples of how IP intelligence can be used to greatly improve your entire cybersecurity posture. It’s what enables you to stay ahead of today’s cyber threats and protect your networks and data. Fraud Prevention Strategies IP Intelligence has powerful applications in reducing fraud in financial industries, e-commerce, SaaS and more. With the help of IP intelligence, you are able to pinpoint which IP addresses are high-risk that could be linked with fraud. Prevent it from crawling your e-commerce website to keep your business safe. IP address reputation, proxy detection, and geolocation allow you to catch fraud at the door. You can stop account takeovers by detecting unauthorised logins from abnormal geographies. This becomes critically vital for online service-centric businesses that risk significant financial losses and damage to consumer trust and perception. Threat Detection and Mitigation Most of these companies wouldn’t be able to operate today without a heavy reliance on technology, which brings a tremendous amount of risk. Utilizing an IP intelligence database helps you identify and mitigate cyber threats more effectively. Threat intelligence feeds, including features like botnet detection and malware analysis, play important roles in identifying threats and enhancing your cybersecurity arsenal. Reducing your attack surface By blocking known bad or suspicious IP addresses, you take a proactive stance against cyber attacks. This makes your threat detection and response cycle faster, smarter, and helps keep your network more secure. Emerging Technologies and IP Intelligence Yet, emerging technologies are enabling us to look at IP intelligence data in entirely new ways. These new and development tools provide greater precision, operational efficiencies, and enhance the overall effectiveness of IP intelligence capabilities, which are vital for advancing cybersecurity and threat detection. 1. AI and Machine Learning Integration AI and machine learning have been implemented into most modern IP intelligence systems. ML discovers new patterns, abnormal activities, and potential threats within IP data. For instance, these algorithms could detect a botnet attack by identifying unusual traffic patterns that a human would overlook. First, AI has the potential to automate processes like threat discovery and risk determination and improve speed and accuracy of threat mitigation. That allows us to process higher volumes of data at faster speeds, with greater accuracy. Advanced technologies like AI and machine learning are improving IP intelligence’s accuracy and efficiency, allowing us to get two steps ahead of cyber threats. 2. Enhanced Capabilities Emerging technologies add new layers of sophistication to IP intelligence. Now, you can detect more advanced threats, sift through larger data sets, and deliver actionable intelligence in order to be proactive rather than reactive. For example, better detection of botnets can instantly flag and mitigate clearly malicious behavior, preventing the risk of a major attack in seconds. These capabilities not only boost your cybersecurity across the board, but reduce your likelihood of a successful cyberattack. Frequently Asked Questions What is IP intelligence and why is it important? IP intelligence is the practice of gathering and analyzing data from IP addresses, including valuable insight from an IP intelligence database. It assists in threat detection, fraud prevention, and user experience personalization, making it an integral part of cybersecurity measures for organizations. How do you decode IP address information? What does network fingerprinting mean in IP intelligence? How can businesses apply IP intelligence effectively? What is the future of IP intelligence? Trueguard Basic is free. Start identifying visitors and signals right away, for free Sign up for free No credit card required. 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https://ruul.io/blog/hybrid-vs-remote-understanding-advantages-and-challenges | Hybrid vs Remote: understanding advantages & challenges - Ruul Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up work Hybrid vs Remote Work: Which One is Best For You? This article explains the different subtypes of hybrid work, their advantages, and potential hardships. Read on to discover how to make the hybrid workforce model work for you. Arno Yeramyan 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points Flexible work arrangements are gaining traction in modern corporate settings – the good old nine-to-five office routine is slowly but surely becoming extinct. Within this, hybrid and remote work have come to be the most prominent options for both the employers and the employees. Even though it can be a bit confusing to figure out which one is best for you, getting to know the details of each is important. Let's take a look at the remote versus hybrid work options and what the best choice is for you as a professional. Understanding hybrid and remote work What is the difference between hybrid and remote work? In the following section, we look at the definitions for hybrid and remote work: Remote work The concept of remote work, or telecommuting, means that employees can accomplish their tasks and assignments from an alternative location rather than being in a central office. Such choices can range from the home office, a coworking space, or any other place with internet access. While remote working affords the freedom of work location and time, it also means a departure from the formality of the traditional office where fixed working hours, among other constraints, inevitably apply. Hybrid work What does hybrid remote mean? Hybrid work has a mixture of the remote and in-office work environments. Employees benefit from the flexible work model, whereby they can work remotely for part of the week and the remaining days in the office where their presence is required. The model tries to strike a balance between the gains associated with remote work, like flexibility, and those posed by in-person, like collaboration and team bonding. The pros and cons of remote work Traditional employment is rapidly giving way to a long-distance work style commonly referred to as Telecommuting or Teleworking, which is a way of remote working without the constraints of office settings. While remote working has its advantages, it also comes with special challenges. Let’s delve into remote work advantages and disadvantages to see what impacts it has on people and on companies. Pros of remote work Flexibility: Among the benefits of remote work is the flexibility of being able to work from any point that has an internet connection. This flexibility is what makes it possible for one to have a personalized setting that meets their own preferences. It also boosts their productivity. Work-Life Balance: Remote work affords the possibility of improved work-life balance. Remote workers who no longer need to commute and have a better control over their schedules are able to spend more time on themselves, family or hobbies, thus resulting in the rise of their overall well-being. Increased Productivity: Many of the remote workers say that their productivity level has increased than their colleagues who come to an office. Lacking the disruptions and interruptions that are common in traditional offices, remote workers can be more productive focusing on tasks and getting more done in a shorter time frame. Cost Savings: Working from home benefits both employers and employees in terms of cost savings. Companies can eliminate the cost of office rent, utilities, and amenities, employees will be able to save on transportation, work attire, and lunch. Access to Talent: Space-based working will allow companies to recruit talented workers from all parts of the world. Companies are no longer limited to particular locations when it comes to hiring and retaining the most talented employees. Therefore, businesses can be built with more diverse and skilled teams. In addition, remote work is a good way of promoting the principle of inclusivity by allowing workers with disabilities or caregiving responsibilities to take part in the work. Cons of remote work Isolation and Loneliness: Remote employees experience isolation and loneliness when they miss out on informal conversations, which help to build social relations. With the absence of everyday office-based interaction with coworkers as is the case with remote working, employees may experience a lack of connection and comradeship. Communication Challenges: Maintaining effective communication can sometimes be difficult in teleworking. When you do not get a chance to talk face-to-face, miscommunication, misunderstandings, and delays in response times might happen. Remote teams have no choice but to rely on digital tools and platforms meant for collaboration, which may result in inefficiencies if not properly used. Work-Life Boundaries: With remote work opportunities, boundaries between work and personal life get blurred. Without clear boundaries being created between the two, remote employees may find it difficult to separate work and their personal lives, leading to burning out and a decrease in well-being. Setting up solid boundaries and routines goes a long way in keeping the balance. Technical Issues: Working remotely is dependent on technology and technical problems like internet outages, software glitches, and hardware malfunctions can cause delays or stall the work productivity. The remote workers should have access to solid network connections, and tech support to handle these obstacles. Career Development: Remote working may present challenges with career development and advancement, for instance. When working remotely, employees may not have the chance of having personal contact with managers and colleagues on a daily basis which in turn limits their networking potential, growth and visibility in the organization. Proactive steps have to be taken to ensure that the remote workers have professional development resources and career advancement opportunities. Pros and cons of hybrid work One of the work alternatives that has been widely embraced by organizations as they face dynamic work arrangements is hybrid work, which is a mix of remote work and in-office work. Despite this model being appealing in that it allows a certain level of flexibility and face-to-face interaction, there are also challenges that come in with it. Let's dive into the merits and demerits of hybrid work to fully grasp its impacts on the workers and on businesses. Pros of hybrid work Flexibility: One of the key gains of hybrid work is flexibility. Employees have an option to either work from home or office, depending on convenient time and office needs. This flexibility gives the employees the chance to better manage their work life balance and structure their schedules around their needs. Increased Productivity: For a wide range of people, the hybrid concept may cause an apparent growth in their productivity. Through the autonomy of their workspace, employees can control the environments that promote concentration and efficiency. As less time is being spent commuting, it means more time for work or personal activities, which in turn increases productivity even more. Improved Employee Satisfaction: Adopting a hybrid work policy can remarkably increase employee satisfaction and motivate workers. Employees enjoy the extra perks of independence and flexibility that come with hybrid work arrangements, leading to higher engagement and employee retention rates. Moreover, the determination to juggle work and personal obligations, increases psychological well-being, and job satisfaction. Cost Savings: Employers and staff, as well, can benefit from the hybrid work set up in the form of cost savings. It allows employers to save on lease and utility costs, while employees will not need to spend on the daily commute, office attire, and meal allowance. Access to Talent: Hybrid work gives organizations a chance to hire talent outside their geographical boundaries. Through providing remote work alternatives, companies have an opportunity to attract the best and brightest talent from around the globe, resulting in more diversified and skilled employees. Cons of hybrid work Communication Challenges: The hybrid model may have communication problems, especially between those at remote sites and those in the office. Teams can only avoid miscommunication, isolation, and the loss of integration if deliberate initiatives are taken to initiate communication and cooperation among team members. Inequality and Bias: The setting of hybrid work arrangements might unexpectedly result in inequalities among employees. Employees who are not physically at their desks may lack a sense of belonging if they are not invited to meetings, and this can result in isolation, a lack of engagement and lower levels of satisfaction. Technology Dependence: Hybrid work is deeply reliant on technology for communication and collaboration. Technical glitches, connectivity issues, and dependence on digital tools can derail smooth workflow, hence leading to loss of productivity. Besides, not all members of a team may be in possession of the latest technology or the same home office environment, which will further accentuate inequalities within the same team. Management Challenges: Leading a hybrid remote workforce brings about changing management styles and approaches. Managers must figure out how to best manage and lead teams that are spread across different locations, making sure there is fairness in the treatment of everyone and promoting a sense of belonging for everyone. Without adequate support and training, managers would probably have difficulty in managing the remote and in-the-office employees equally. Hybrid or remote: Which one is the best for you? Determining whether a hybrid or remote work arrangement will work for you requires you to assess a number of factors that are unique to your personal circumstances and preferences. Think about the difference between remote and hybrid, your career objectives, how you like to work, the kind of work-life balance you want, and workplace culture. If you excel in an organized office setting and value face-to-face communication, and are comfortable with remote work, then hybrid mode may be the best option for you. On the other hand, if you value autonomy, freedom, and the ability to work from anywhere, remote work could offer you a more favorable option. Giving consideration to these factors will ensure you can make an informed decision that helps you to live the life you desire and achieve your career goals. Conclusion In the argument of hybrid vs remote work model, there is no one-size-fits-all answer. Both models have their own strengths and weaknesses; they can be suitable for different individuals, requirements of jobs, and cultures of companies. Whether you like the flexibility of remote work or need the balance of hybrid work, having a clear idea of what matters most for you is paramount for making a decent choice. ABOUT THE AUTHOR Arno Yeramyan Arno Yeramyan is a talented writer and financial expert who educates readers on various financial topics such as personal finance, investing, and retirement planning. He offers valuable insights to help readers make sound financial decisions for their future. More Holiday season is here, so is our 2019 digest Ruul has experienced significant growth and success, expanding its network to 30 countries and achieving high customer satisfaction. Read more Why Use MoR as a Solution for Payments and Sales Tax? Discover how a Merchant of Record like Ruul simplifies payments, tax compliance, and invoicing for freelancers. Learn about global invoicing, secure payment methods, fraud prevention, and fast payouts to streamline your freelance operations. Read more Best Link-in-Bio Tools for Freelancers Discover the top link-in-bio tools for freelancers to sell services, accept payments, issue invoices, and simplify client workflows—without needing a full website. Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. 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https://trueguard.io/blog/announcing-trueguard-v2-to-strengthen-fraud-prevention | Announcing Trueguard V2 to Strengthen Fraud Prevention Product Pricing Documentation Blog Sign In Try it free Try it free Announcing Trueguard V2 to Strengthen Fraud Prevention By Carel Martten Lechtmets Fraudsters are getting smarter - and so should your defenses. Meet Trueguard V2, the next-generation identity and fraud-prevention platform that brings enterprise-grade detection into everyday workflows. V2 pairs low-latency decisioning with advanced browser, network fingerprinting, enhanced IP intelligence, custom rules and more to catch sophisticated attacks that simple checks miss. Built for product and security teams, Trueguard V2 fuses durable device signals, enriched IP intelligence, and a flexible rules engine to stop abuse while preserving a smooth user experience. Faster detection, fewer false positives, and controls you can tune - protection that scales with your business. Key Takeaways Trueguard V2 offers advanced security features to prevent digital fraud. Enhanced browser and network fingerprinting technology for robust protection. Seamless user experience without compromising security. Professional-level protection for every business. The Evolution of Trueguard's Security Platform Digital fraud's complexity demands a more advanced security system. Trueguard V2 marks a major advancement in fraud detection and prevention. It tackles the sophisticated challenges of today's digital fraud. The Challenges of Modern Digital Fraud Modern digital fraud is getting more complex, with fraudsters using advanced tactics to evade traditional security. Your business faces constant threats from these evolving dangers. It's vital to keep up with the latest security technologies. What's New in Trueguard V2 Trueguard V2 brings several significant improvements, including advanced browser fingerprinting, network fingerprinting, enhanced IP intelligence, custom rules and more. This technology enhances the accuracy of identifying threats. It gives your business a more robust defense against fraud. Feature Description Benefit Browser fingerprinting Generates persistent browser/device signatures from client-side attributes (canvas, user agent hints, fonts, plugins, hardware traits) to link sessions and detect anomalies. Identifies repeat offenders and account takeover attempts while minimizing friction for legitimate users. Network fingerprinting Analyzes connection-level signals (TLS/TCP handshakes, packet timing, proxy/VPN heuristics) to reveal automated or obfuscated network behavior. Detects botnets, proxy farms and stealthy attackers that evade simple IP checks. Enhanced IP intelligence Provides enriched IP metadata (ASN/ISP, carrier type, geolocation, reputation, velocity and cluster analysis) with real-time updates. Delivers context-rich risk signals for more accurate decisions and fewer false positives. Customizable rules engine Visual and API-driven rule builder to combine signals, set priorities and actions, and test policies in real time. Enables rapid, tailored enforcement to fit product needs and reduce manual investigation. Advanced Fraud Prevention Capabilities of Trueguard V2 Trueguard V2 equips businesses with enhanced defenses against digital fraud. It introduces advanced features to boost security and counter new threats. With a high accuracy rate, Trueguard V2 filters out fraudulent users and traffic effectively, safeguarding your business. Browser and Network Fingerprinting Technology Trueguard V2 leverages browser and network fingerprinting technology to spot suspicious activities. It generates a unique digital fingerprint for each user. This allows for the detection of anomalies and multiple signups from the same device that might signal fraudulent behavior. Enhanced IP Intelligence and Risk Scoring The enhanced IP intelligence and risk scoring feature in Trueguard V2 offers a deeper insight into threats. It analyzes IP addresses and assigns risk scores. This helps businesses better assess and mitigate security risks. Customizable Rules Engine for Tailored Protection Trueguard V2's customizable rules engine lets businesses tailor their security to their needs. This flexibility ensures your fraud prevention strategy is both effective and adaptable to new threats. Real-time Adjustment Capabilities The real-time adjustment capabilities of Trueguard V2's customizable rules engine allow businesses to quickly respond to fraud threats. This feature keeps your security measures current and effective. Business Benefits and ROI of Trueguard V2 Implementation Trueguard V2 is built to convert security improvements into measurable financial outcomes. By preventing fraud earlier and reducing the need for manual intervention, it protects revenue, cuts operational costs, and improves customer lifetime value - without compromising user experience. Quantifiable Reductions in Fraud-Related Losses Deployments typically show a rapid and sustained drop in successful fraudulent activity. Fewer fraudulent transactions directly preserve revenue that would otherwise be lost, reduce chargebacks and dispute handling, and lower exposure to payment-processor penalties and reconciliation costs. Lower Operational and Investigation Costs With better prevention and clearer signals, security and fraud teams spend less time on manual casework. That reduces headcount pressure on investigations, shortens resolution cycles, and frees teams to focus on strategic initiatives rather than repetitive remediation. Improved Conversion and Customer Retention Reducing false positives and unnecessary friction means more legitimate users complete signups and purchases. Higher conversion rates and fewer customer service escalations lead to better retention and stronger long-term revenue growth. Clear Metrics to Track ROI You can measure impact using straightforward before/after KPIs: fraud rate, chargeback/dispute volume, manual review time per case, conversion rate, customer support tickets related to fraud, and average revenue per user. Tracking these over 30-90 days provides a clear picture of return and helps prioritize tuning. Total Cost of Ownership and Payback When assessing TCO, include subscription and implementation costs alongside operational savings and revenue preserved through improved conversion. Many customers find the reduction in recurring fraud costs and investigation burden offsets the investment quickly, while delivering ongoing savings and resilience. Customer feedback: “Since deploying V2 we've seen fewer manual reviews, smoother customer flows, and a direct impact on our bottom line.” If you'd like, we can help map these KPIs to your specific metrics and produce a tailored ROI estimate or case study to illustrate expected outcomes for your business. Conclusion: Is Trueguard V2 Right for Your Business? When looking to boost your business's security, Trueguard V2 stands out as a top choice for fraud prevention . It boasts advanced features like browser and network fingerprinting, enhanced IP intelligence, and a customizable rules engine . These tools offer deep protection against digital fraud. Trueguard V2 seamlessly integrates with your current systems, ensuring a smooth user experience. It also strengthens your defenses against complex fraud tactics. By using Trueguard V2, you can greatly enhance bot and automation detection. This keeps your sessions and devices secure, all while tailoring protection to fit your business's specific needs. Evaluating your fraud prevention needs is essential. Trueguard V2's capabilities can be adjusted to meet your unique challenges. It's perfect for businesses aiming to fortify their security. With Trueguard V2, your business can safeguard against digital fraud, all while maintaining a secure online space. Frequently Asked Questions What is Trueguard V2 and how does it reduce fraud losses for businesses? Trueguard V2 is the latest version of Trueguard's fraud-prevention platform. By improving detection accuracy and automating decisioning, it reduces successful fraud attempts, lowers chargebacks and dispute handling, and preserves revenue that would otherwise be lost to abuse. How quickly can I expect to see ROI after deploying Trueguard V2? Will Trueguard V2 reduce false positives and improve customer conversions? Which KPIs should I track to demonstrate Trueguard V2's value? What support and onboarding resources are available after deployment? Trueguard Basic is free. Start identifying visitors and signals right away, for free Sign up for free No credit card required. Product Features Sign in Disposable Emails Free Tier Abusers Fake Accounts / Bots Resources Pricing Blog Knowledgebase Documentation Tools VPN and Proxy Checker IP Location Checker Temporary Email Checker Domain Age Checker Legal Terms of Service Privacy Policy Data processing agreement © 2026 Trueguard info@trueguard.io | 2026-01-13T08:47:41 |
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