# Unsorted Published articles for Unsorted. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Why Agentic Coding Tools Require Software Engineers to Focus on Building Products DevFeed: [Why Agentic Coding Tools Require Software Engineers to Focus on Building Products]() Original publisher: [Read original article]() Author: Michael Werle Published: 2026-03-06T15:07:10Z Content type: opinion Language: en Sources: [Indeed]() Topics: [ai-coding](), [AI Development](), [Software Engineering](), [Model Context Protocol](), [ide]() Tags: [agentic-coding](), [ai](), [ai-coding](), [context-engineering](), [engineering](), [engineering-culture](), [how-to](), [mcp](), [sandboxing](), [software-engineering](), [unsorted]() ### AI overview This opinion article argues that software engineers should adapt to agentic coding tools by focusing less on manual coding and more on building products that solve customer problems. It describes the author's changing views on AI-assisted programming and highlights context engineering, MCP, skills, sandboxing, subagents, and related tools, while acknowledging significant security and automation risks. ### Source excerpt Why agentic coding tools demand a new identity for software engineers After more than two decades of professional software engineering, I have arrived at a set of conclusions that I find very uncomfortable. The era of mostly manual coding has ended. IDEs, in their current form, are no longer necessary. Traditional software development languages are [...] ## Bringing Lighthouse to the App: Building Performance Metrics for React Native DevFeed: [Bringing Lighthouse to the App: Building Performance Metrics for React Native]() Original publisher: [Read original article]() Author: Ben Cripps Published: 2026-03-03T19:13:53Z Content type: article Language: en Sources: [Indeed]() Topics: [React Native](), [Mobile](), [benchmarking](), [Core Web Vitals](), [Google]() Tags: [app-performance](), [core-web-vitals](), [google](), [metrics](), [mobile](), [performance](), [react-native](), [time-to-interactive](), [unsorted]() ### AI overview Indeed describes an open-source React Native repository for measuring Lighthouse-style performance metrics in mobile apps. The article explains adapting Core Web Vitals concepts to React Native, including Time to First Frame and Time to Interactive, to assess screen loading and interaction readiness. ### Source excerpt At Indeed we've open sourced a new React Native repository which makes it simple to measure Lighthouse scores in your mobile apps. We think it will help other organizations better measure their app performance, especially for companies similar to Indeed who are transitioning from a web-first to an app-first approach. You can check out the [...] ## Normalized Entropy or Apply Rate? Evaluation Metrics for Online Modeling Experiments DevFeed: [Normalized Entropy or Apply Rate? Evaluation Metrics for Online Modeling Experiments]() Original publisher: [Read original article]() Author: Megan Chen Published: 2025-11-11T06:16:53Z Content type: opinion Language: en Sources: [Indeed]() Topics: [recommendation systems](), [Model Development](), [decision-making](), [benchmarking]() Tags: [a-b-testing](), [data-science](), [decision-making](), [evaluation](), [experiments](), [machine-learning](), [metric](), [models](), [ranking](), [unsorted]() ### AI overview Indeed examines whether model performance metrics or product metrics should guide online modeling experiments. It discusses how optimizing individual ranking models may not align with broader business goals and considers evaluation metrics for model rollouts. ### Source excerpt Introduction At Indeed, our mission is to help people get jobs. We connect job seekers with their next career opportunities and assist employers in finding the ideal candidates. This makes matching a fundamental problem in the products we develop. The Ranking Models team is responsible for building Machine Learning models that drive matching between job [...] ## How Indeed Replaced Its CI Platform with Gitlab CI DevFeed: [How Indeed Replaced Its CI Platform with Gitlab CI]() Original publisher: [Read original article]() Author: Carl Myers Published: 2024-08-06T15:03:51Z Content type: article Language: en Sources: [Indeed]() Topics: [GitLab](), [CI/CD](), [Jenkins](), [Kubernetes](), [Amazon EC2](), [Amazon Web Services]() Tags: [aws](), [ci](), [ec2](), [gitlab](), [gitlab-ci](), [jenkins](), [kubernetes](), [unsorted]() ### AI overview Indeed's engineering platform evolved from Hudson to Jenkins and later encountered architectural and scaling limitations as the company grew and adopted AWS EC2 and Kubernetes. The article discusses replacing that CI platform with GitLab CI. ### Source excerpt Here at Indeed, our mission is to help people get jobs. Indeed is the #1 job site in the world with over 580M+ Job Seeker Profiles. For Indeed's Engineering Platform teams, we have a slightly different motto: "We help people to help people get jobs". As part of a data-driven engineering culture that has spent [...] ## Secure Workload Identity with SPIRE and OIDC: A Guide for Kubernetes and Istio Users DevFeed: [Secure Workload Identity with SPIRE and OIDC: A Guide for Kubernetes and Istio Users]() Original publisher: [Read original article]() Author: Nikhil Arora Published: 2024-07-03T15:52:26Z Content type: tutorial Language: en Sources: [Indeed]() Topics: [SPIRE](), [istio](), [Kubernetes](), [OpenID connect (OIDC)](), [Zero Trust](), [AWS Identity and Access Management (IAM)](), [Architecture & Design]() Tags: [authentication](), [authorization](), [aws-iam](), [credentials](), [guide](), [identity](), [istio](), [kubernetes](), [oidc](), [secrets](), [spire](), [unsorted](), [zero-trust]() ### AI overview This guide describes Indeed's approach to building a workload identity platform for Kubernetes and Istio using SPIRE and OIDC, with identities and access controls rooted in Zero Trust principles. It discusses credential risks, design choices, and implementation challenges for heterogeneous first-party and third-party workloads. ### Source excerpt Goal This blog is for engineering teams, architects, and leaders responsible for defining and implementing a workload identity platform and access controls rooted in Zero Trust principles to mitigate the risks from compromised services. It is relevant for companies using Kubernetes to manage workloads, using Istio for service mesh, and aiming to define identities in [...]