# reactive

Published articles for reactive.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## Spring Office Hours Podcast: S5E23 - Java 27 Release Party with Billy Korando

DevFeed: [Spring Office Hours Podcast: S5E23 - Java 27 Release Party with Billy Korando](<https://devfeed.tech/articles/spring-office-hours-podcast-s5e23-java-27-release-party-with-billy-korando-31557.md>)

Original publisher: [Read original article](<https://spring.io/blog/2026/09/16/spring-office-hours-podcast-S5E23>)

Author: danvega

Published: 2026-09-16T00:00:00Z

Content type: release

Language: en

Sources: [Spring](<https://devfeed.tech/sources/spring.md>)

Topics: [Java](<https://devfeed.tech/topics/java.md>), [java-27](<https://devfeed.tech/topics/java-27.md>), [JDK 27](<https://devfeed.tech/topics/jdk-27.md>)

Tags: [batch](<https://devfeed.tech/tags/batch.md>), [boot](<https://devfeed.tech/tags/boot.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [developer](<https://devfeed.tech/tags/developer.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [java](<https://devfeed.tech/tags/java.md>), [java-27](<https://devfeed.tech/tags/java-27.md>), [live](<https://devfeed.tech/tags/live.md>), [live-stream](<https://devfeed.tech/tags/live-stream.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [podcast](<https://devfeed.tech/tags/podcast.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [release](<https://devfeed.tech/tags/release.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [spring](<https://devfeed.tech/tags/spring.md>), [web-applications](<https://devfeed.tech/tags/web-applications.md>)

### AI overview

A Spring Office Hours podcast episode discusses Java 27 with Billy Korando and highlights related launch updates and selected JDK enhancement proposals.

### Source excerpt

Join Dan Vega and DaShaun Carter for the latest updates from the Spring Ecosystem. In this episode, Dan and DaShaun are joined by Kansas City JUG organizer and Java Developer Advocate, Billy Korando. In this episode, we celebrate the release of Java 27. You can participate in our live stream to ask questions or catch the replay on your preferred podcast platform. Show Notes JDK 27 Java 27 Launch Stream JEP 534: Compact Object Headers by Default JEP 523: Make G1 the Default Garbage Collector in All Environments JEP 533: Structured Concurrency (Seventh Preview) JEP 531: Lazy Constants (Third Preview) JEP 536: JFR In-Process Data Redaction Transitioning Java to more frequent security updates Project Babylon S5E22 - Live from KCDC Billy Korando on LinkedIn The show: springofficehours.io - episodes, schedule, community Spring Developer on YouTube - join us live every Monday Dan Vega DaShaun Carter The Spring Blog - the news we cover each week

## This Week in Spring - September 15th, 2026

DevFeed: [This Week in Spring - September 15th, 2026](<https://devfeed.tech/articles/this-week-in-spring-september-15th-2026-26974.md>)

Original publisher: [Read original article](<https://spring.io/blog/2026/09/15/this-week-in-spring-september-15th-2026>)

Author: joshlong

Published: 2026-09-15T00:00:00Z

Content type: article

Language: en

Sources: [Spring](<https://devfeed.tech/sources/spring.md>)

Topics: [Spring AI](<https://devfeed.tech/topics/spring-ai.md>), [Java](<https://devfeed.tech/topics/java.md>), [Security](<https://devfeed.tech/topics/security.md>), [OAuth 2.0](<https://devfeed.tech/topics/oauth2.md>), [Spring Boot](<https://devfeed.tech/topics/spring-boot.md>), [JavaFX](<https://devfeed.tech/topics/javafx.md>), [IntelliJ IDEA](<https://devfeed.tech/topics/intellij-idea.md>), [debugging](<https://devfeed.tech/topics/debugging.md>)

Tags: [batch](<https://devfeed.tech/tags/batch.md>), [boot](<https://devfeed.tech/tags/boot.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [intellij-idea](<https://devfeed.tech/tags/intellij-idea.md>), [java](<https://devfeed.tech/tags/java.md>), [learn](<https://devfeed.tech/tags/learn.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [oauth-2-0](<https://devfeed.tech/tags/oauth-2-0.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [security](<https://devfeed.tech/tags/security.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [spring](<https://devfeed.tech/tags/spring.md>), [spring-ai](<https://devfeed.tech/tags/spring-ai.md>), [web-applications](<https://devfeed.tech/tags/web-applications.md>)

### AI overview

A September 15, 2026 roundup of Spring-related developer content, covering Java memory management, Spring AI chat-memory summarization, JavaFX application security with Spring Security and OAuth 2.0, OAuth 2.1 with Spring Authorization Server, Spring and Gemini video understanding, Java AI libraries, Netflix's Java and Spring story, Spring Batch, and Spring Boot debugging.

### Source excerpt

Hi, Spring fans! Welcome to another rip-roarin' installment of This Week in Spring! I'm writing this to you from sun-kissed San Francisco, CA, sipping some coffee and watching the bay from my breakfast nook. What a wonderful day! A wonderful day in which to learn about the latest and greatest in Spring, even! Let's dive right in! I really loved this presentation by Oracle's Ron Pressler on the principles of memory management in Java More Craig Walls Spring AI goodness! Here's a nice recipe on summarizing chat memory Over the last few weeks, I've done some content on securing JavaFX applications with Spring Security and OAuth 2.0. That work has landed, and our friends at JFX-central.com have taken that video and the resulting code and transcribed the content into this lovely tutorial - check it out! I loved this post on securing modern applications with OAuth 2.1 and Spring Authorization Server This is a really cool video on understanding video with Spring and Gemini I just learned about this amazing new Java library called Quixotic.ai (what a name! LOL) that provides all sorts of cool stuff that might make your Java-based AI workloads even better. I wonder if there are amazing integration possibilities for Spring AI, too... In last week's A Bootiful Podcast, I was delighted to sit down and chat with Netflix's Paul Bakker on their Java and Spring story, scaling the system, and more. Huh! There's a new Spring Batch IntelliJ IDEA plugin, but search me for what's new! No release notes. Either way, get it while it's hot! Speaking of Spring Batch, there's a nice post here on scaling to millions of rows with Spring Batch that just dropped Speaking of Spring and IntelliJ, there's a nice article over on Baeldung on debugging Spring Boot-based workloads with the Spring debugger

## Introducing automatic remediation policies with Cloudflare CASB

DevFeed: [Introducing automatic remediation policies with Cloudflare CASB](<https://devfeed.tech/articles/introducing-automatic-remediation-policies-with-cloudflare-casb-110.md>)

Original publisher: [Read original article](<https://blog.cloudflare.com/casb-policies/>)

Author: Abe Carryl

Published: 2026-09-11T13:00:00Z

Content type: release

Language: en

Sources: [Cloudflare Blog](<https://devfeed.tech/sources/cloudflare-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [Cloudflare One](<https://devfeed.tech/topics/cloudflare-one.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>)

Tags: [automation](<https://devfeed.tech/tags/automation.md>), [casb](<https://devfeed.tech/tags/casb.md>), [cloudflare](<https://devfeed.tech/tags/cloudflare.md>), [cloudflare-one](<https://devfeed.tech/tags/cloudflare-one.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [oauth](<https://devfeed.tech/tags/oauth.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [policy](<https://devfeed.tech/tags/policy.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [saas](<https://devfeed.tech/tags/saas.md>), [security](<https://devfeed.tech/tags/security.md>), [security-operations-center](<https://devfeed.tech/tags/security-operations-center.md>), [zero-trust](<https://devfeed.tech/tags/zero-trust.md>)

### AI overview

Cloudflare introduces CASB policies that automatically remediate SaaS security findings, including revoking risky file shares and sending webhooks after a finding is detected.

### Source excerpt

Cloudflare CASB policies introduce a native automation engine built directly on the Cloudflare developer platform to remediate SaaS risks automatically. Security teams can now design event-driven logic to revoke risky file shares and send webhooks without manual intervention.

## A Bootiful Podcast: Netflix's Paul Bakker

DevFeed: [A Bootiful Podcast: Netflix's Paul Bakker](<https://devfeed.tech/articles/a-bootiful-podcast-netflix-s-paul-bakker-3537.md>)

Original publisher: [Read original article](<https://spring.io/blog/2026/09/10/a-bootiful-podcast-paul-bakker>)

Author: joshlong

Published: 2026-09-10T00:00:00Z

Content type: article

Language: en

Sources: [Spring](<https://devfeed.tech/sources/spring.md>)

Topics: [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [Concurrent Programming](<https://devfeed.tech/topics/concurrent-programming.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [batch](<https://devfeed.tech/tags/batch.md>), [boot](<https://devfeed.tech/tags/boot.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [complexity](<https://devfeed.tech/tags/complexity.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [java](<https://devfeed.tech/tags/java.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [netflix](<https://devfeed.tech/tags/netflix.md>), [podcast](<https://devfeed.tech/tags/podcast.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [spring](<https://devfeed.tech/tags/spring.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [web-applications](<https://devfeed.tech/tags/web-applications.md>)

### AI overview

A podcast interview with Netflix's Paul Bakker on scaling Java, adopting newer JDKs to reduce costs, and using virtual threads and structured concurrency instead of reactive complexity. It also previews AI-powered tooling and Project Valhalla's future.

### Source excerpt

Hi, Spring fans! This week's interview is a must-watch if you care about where Java is headed next. This week, I talk to Netflix's Paull Bakker! We dig into Netflix's real-world playbook for scaling Java, cutting costs with newer JDKs, and replacing reactive complexity with virtual threads and structured concurrency. Plus, there's a sneak peek at the exciting future of Java, from AI-powered tooling to the upcoming Valhalla era.

## Spring Tools 5.4.0 released

DevFeed: [Spring Tools 5.4.0 released](<https://devfeed.tech/articles/spring-tools-5-4-0-released-3536.md>)

Original publisher: [Read original article](<https://spring.io/blog/2026/09/09/spring-tools-5-4-0-released>)

Author: martinlippert

Published: 2026-09-09T00:00:00Z

Content type: release

Language: en

Sources: [Spring](<https://devfeed.tech/sources/spring.md>)

Topics: [releases](<https://devfeed.tech/topics/releases.md>), [Claude](<https://devfeed.tech/topics/claude.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Visual Studio Code](<https://devfeed.tech/topics/visual-studio-code.md>)

Tags: [batch](<https://devfeed.tech/tags/batch.md>), [boot](<https://devfeed.tech/tags/boot.md>), [claude](<https://devfeed.tech/tags/claude.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [java](<https://devfeed.tech/tags/java.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [performance](<https://devfeed.tech/tags/performance.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [release](<https://devfeed.tech/tags/release.md>), [release-notes](<https://devfeed.tech/tags/release-notes.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [spring](<https://devfeed.tech/tags/spring.md>), [tools](<https://devfeed.tech/tags/tools.md>), [updates](<https://devfeed.tech/tags/updates.md>), [validation](<https://devfeed.tech/tags/validation.md>), [web-applications](<https://devfeed.tech/tags/web-applications.md>)

### AI overview

Spring Tools 5.4.0 has been released for several development environments, with new validations and quick fixes, Claude Code and MCP enhancements, and stability and performance improvements.

### Source excerpt

On behalf of the team and everyone who has contributed, I am pleased to announce the 5.4.0 release of the Spring Tools for Visual Studio Code, Cursor, Eclipse, Theia - and Claude Code. Hightlights New Validations & Quick Fixes: Added validations and quick fixes to convert to @ApplicationModuleListener, @SpringJUnitConfig, @RestController, and specific @Scope annotations Claude Code / MCP Enhancements: Enabled the Claude Code plugin to render a project's logical structure Stability & Performance: Significant speedups around various quick fixes and repository-based version validation + improved reliability while indexing source code Updates to the Spring Tools for Eclipse distribution updated to the latest Eclipse 2026-09 release (new and noteworthy) Detailed changes can be found in the release notes: https://github.com/spring-projects/spring-tools/releases/tag/5.4.0.RELEASE Downloads To download the distribution for Eclipse and find links to the marketplace entries for Visual Studio Code, Cursor, and Theia, please go visit: Spring Tools: https://spring.io/tools/ Next up is the 5.5.0 release, currently scheduled for mid December 2026.

## Spring Office Hours Podcast: S5E22 - Live from KCDC

DevFeed: [Spring Office Hours Podcast: S5E22 - Live from KCDC](<https://devfeed.tech/articles/spring-office-hours-podcast-s5e22-live-from-kcdc-21979.md>)

Original publisher: [Read original article](<https://spring.io/blog/2026/09/09/spring-office-hours-podcast-S5E22>)

Author: danvega

Published: 2026-09-09T00:00:00Z

Content type: article

Language: en

Sources: [Spring](<https://devfeed.tech/sources/spring.md>)

Topics: [Spring AI](<https://devfeed.tech/topics/spring-ai.md>), [Java](<https://devfeed.tech/topics/java.md>), [JDK 27](<https://devfeed.tech/topics/jdk-27.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [batch](<https://devfeed.tech/tags/batch.md>), [boot](<https://devfeed.tech/tags/boot.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [conference](<https://devfeed.tech/tags/conference.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [events](<https://devfeed.tech/tags/events.md>), [java](<https://devfeed.tech/tags/java.md>), [jdk-27](<https://devfeed.tech/tags/jdk-27.md>), [live-stream](<https://devfeed.tech/tags/live-stream.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [podcast](<https://devfeed.tech/tags/podcast.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [spring](<https://devfeed.tech/tags/spring.md>), [web-applications](<https://devfeed.tech/tags/web-applications.md>)

### AI overview

Spring Office Hours Podcast episode S5E22 features Dan Vega and DaShaun Carter broadcasting from the Kansas City Developer Conference, with conference highlights, attendee and speaker conversations, and news from the Spring and Java ecosystems.

### Source excerpt

Join Dan Vega and DaShaun Carter for the latest updates from the Spring Ecosystem. In this episode, Dan and DaShaun broadcast live from the Kansas City Developer Conference, one of the largest community driven developer events in the country. Expect conference highlights, hallway track conversations with speakers and attendees, and the latest news from the Spring and Java worlds. You can participate in our live stream to ask questions or catch the replay on your preferred podcast platform. Show Notes KCDC Spring AI Recipes Spring Modulith Spring AI Community Project Babylon JDK 27 The show: springofficehours.io - episodes, schedule, community Spring Developer on YouTube - join us live every Monday Dan Vega DaShaun Carter The Spring Blog - the news we cover each week

## This Week in Spring - September 8th, 2026

DevFeed: [This Week in Spring - September 8th, 2026](<https://devfeed.tech/articles/this-week-in-spring-september-8th-2026-3535.md>)

Original publisher: [Read original article](<https://spring.io/blog/2026/09/08/this-week-in-spring-september-8th-2026>)

Author: joshlong

Published: 2026-09-08T00:00:00Z

Content type: article

Language: en

Sources: [Spring](<https://devfeed.tech/sources/spring.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Electron](<https://devfeed.tech/topics/electron.md>), [App](<https://devfeed.tech/topics/app.md>), [IntelliJ IDEA](<https://devfeed.tech/topics/intellij-idea.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [applications](<https://devfeed.tech/tags/applications.md>), [article](<https://devfeed.tech/tags/article.md>), [batch](<https://devfeed.tech/tags/batch.md>), [boot](<https://devfeed.tech/tags/boot.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [idea](<https://devfeed.tech/tags/idea.md>), [intellij](<https://devfeed.tech/tags/intellij.md>), [intellij-idea](<https://devfeed.tech/tags/intellij-idea.md>), [java](<https://devfeed.tech/tags/java.md>), [linux](<https://devfeed.tech/tags/linux.md>), [llm](<https://devfeed.tech/tags/llm.md>), [llms](<https://devfeed.tech/tags/llms.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [oauth](<https://devfeed.tech/tags/oauth.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [spring](<https://devfeed.tech/tags/spring.md>), [spring-ai](<https://devfeed.tech/tags/spring-ai.md>), [spring-boot](<https://devfeed.tech/tags/spring-boot.md>), [video](<https://devfeed.tech/tags/video.md>), [web-applications](<https://devfeed.tech/tags/web-applications.md>), [windows](<https://devfeed.tech/tags/windows.md>)

### AI overview

This weekly Spring roundup highlights Spring AI content about running LLMs in the JVM and locally, building a Spring AI starter for agents.md, and improving tool use. It also covers Spring Boot and JavaFX desktop applications, native images, Spring Security OAuth clients, secure application images, external configuration, Spring Cloud AWS, and a Spring Boot Analyzer.

### Source excerpt

Bonjour a tout le monde! Welcome to another rip-roarin' installment of This Week in Spring! It's a fabulous and fun day here in Paris, France, as I wait to board the train to Amsterdam for the IntelliJ IDEA conference! It's going to be amazing. We've got another incredible week's roundup to dive into, so let's do it! I feel like some of the best content over the past several months in this weekly roundup has been Craig Walls' Spring AI Recipes section. Fantastic stuff! This latest one looks at running an LLM in-JVM This is a nice article on using vertical slices in Spring Boot on Solodev.sk, by Dominik. Well done! Another amazing installment from Craig Walls, this one looking at running against local LLMs My friend and colleague DaShaun Carter talks about his Spring AI starter for agents.md Craig also has this lovely post on efficient tool use in Spring AI Last week, I did two videos on using Spring Boot, JavaFX, GraalVM native images, and Spring Security (and PKCE) to build native, lightning-fast, dynamic, efficient, reusable desktop applications that run well on Mac, Windows, and Linux, and look amazing, while taking small fractions of the RAM of a similar Electron-based application. Here's the first one, showing how to use Spring Boot and JavaFX together, so that you get the component model, event dispatch subsystem, internationalization, lifecycle management, and, of course, the entire and very rich ecosystem of Spring components and can use them to manage JavaFX components, too. We also look at native image compilation. Here's the second video, which looks at using Spring Security's OAuth client in the context of a desktop application, which can not, by definition, hold a client secret. In last week's installment of A Bootiful Podcast, I was delighted to chat with BellSoft's Catherine Edelveis about trusted and secure images for your Spring Boot applications This is a nice post on managing external configurations with Spring Cloud Config A nice recap of some of

## Closing the IPv6 First-Packet Gap with GRAND

DevFeed: [Closing the IPv6 First-Packet Gap with GRAND](<https://devfeed.tech/articles/closing-the-ipv6-first-packet-gap-with-grand-11450.md>)

Original publisher: [Read original article](<https://labs.ripe.net/author/pouria/closing-the-ipv6-first-packet-gap-with-grand/>)

Author: Seyed Pouria Mousavizadeh Tehrani

Published: 2026-09-04T13:32:29Z

Content type: article

Language: en

Sources: [RIPE Labs](<https://devfeed.tech/sources/ripe-labs.md>)

Topics: [Network](<https://devfeed.tech/topics/network.md>), [Internet](<https://devfeed.tech/topics/internet.md>), [reactive](<https://devfeed.tech/topics/reactive.md>), [Latency](<https://devfeed.tech/topics/latency.md>)

Tags: [competition](<https://devfeed.tech/tags/competition.md>), [internet](<https://devfeed.tech/tags/internet.md>), [ipv6](<https://devfeed.tech/tags/ipv6.md>), [latency](<https://devfeed.tech/tags/latency.md>), [network](<https://devfeed.tech/tags/network.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [reactive](<https://devfeed.tech/tags/reactive.md>)

### AI overview

The article explains an IPv6 Neighbour Discovery asymmetry: a host can reach its router immediately after configuring an address, while the router may not yet know how to reach the host. This can delay or drop the first return packets. GRAND addresses the gap by having the host proactively advertise its address, and the article describes an implementation of this mechanism in FreeBSD.

### Source excerpt

There is a subtle asymmetry in IPv6 Neighbour Discovery: a host knows how to reach its router before the router necessarily knows how to reach the host. GRAND fixes that asymmetry by making the host proactively advertise its address, and I implemented that mechanism in FreeBSD.

## A Bootiful Podcast: BellSoft's Catherine Edelveis on hardened runtime images, container security, and more

DevFeed: [A Bootiful Podcast: BellSoft's Catherine Edelveis on hardened runtime images, container security, and more](<https://devfeed.tech/articles/a-bootiful-podcast-bellsoft-s-catherine-edelveis-on-hardened-runtime-images-container-security-and-more-3534.md>)

Original publisher: [Read original article](<https://spring.io/blog/2026/09/03/a-bootiful-podcast-catherine-edelvais>)

Author: joshlong

Published: 2026-09-03T00:00:00Z

Content type: article

Language: en

Sources: [Spring](<https://devfeed.tech/sources/spring.md>)

Topics: [container-security](<https://devfeed.tech/topics/container-security.md>)

Tags: [batch](<https://devfeed.tech/tags/batch.md>), [boot](<https://devfeed.tech/tags/boot.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [container-security](<https://devfeed.tech/tags/container-security.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [java](<https://devfeed.tech/tags/java.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [podcast](<https://devfeed.tech/tags/podcast.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [security](<https://devfeed.tech/tags/security.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [spring](<https://devfeed.tech/tags/spring.md>), [spring-boot](<https://devfeed.tech/tags/spring-boot.md>), [web-applications](<https://devfeed.tech/tags/web-applications.md>)

### AI overview

A podcast conversation about using buildpacks and hardened images to ship Spring Boot applications with stronger security, cleaner defaults, and less Dockerfile work.

### Source excerpt

Hi, Spring fans! I chat with BellSoft's Catherine Edelweiss about using buildpacks and hardened images to ship Spring Boot apps with stronger security, cleaner defaults, and far less Dockerfile pain. #BellSoft #Docker #Java #JRE #SpringBoot

## Styling Mastery and Declarative Form Submissions

DevFeed: [Styling Mastery and Declarative Form Submissions](<https://devfeed.tech/articles/styling-mastery-and-declarative-form-submissions-18913.md>)

Original publisher: [Read original article](<https://blog.angular.dev/styling-mastery-and-declarative-form-submissions-743bb9bd0b0e?source=rss----447683c3d9a3---4>)

Author: Angular

Published: 2026-08-28T11:01:01Z

Content type: article

Language: en

Sources: [Angular](<https://devfeed.tech/sources/angular.md>)

Topics: [Angular](<https://devfeed.tech/topics/angular.md>), [Forms](<https://devfeed.tech/topics/forms.md>), [CSS](<https://devfeed.tech/topics/css.md>), [reactive](<https://devfeed.tech/topics/reactive.md>)

Tags: [angular](<https://devfeed.tech/tags/angular.md>), [css](<https://devfeed.tech/tags/css.md>), [deep-dive](<https://devfeed.tech/tags/deep-dive.md>), [forms](<https://devfeed.tech/tags/forms.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [reactive-forms](<https://devfeed.tech/tags/reactive-forms.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>)

### AI overview

An Angular community roundup featuring resources on component CSS and styling architecture, Reactive Forms validation and data structures, and declarative form submissions with the formRoot directive in Angular v21.

### Source excerpt

The Angular ecosystem continues to evolve with powerful new form primitives, styling best practices, and AI-assisted workflows. This week, our global community experts bring us deep dives into component CSS and declarative form handling. Check out this week's expert-led resources: Mastering CSS in Angular (Spanish with English Subtitles) Alejandro Cuba Ruiz (@zorphdark), Raul Jiménez, and Rafael Mestre (@mestre_dev) team up for a fantastic discussion on styling architecture. Learn best practices for managing component styles, encapsulation, and modern CSS patterns in Angular apps. Watch the discussion: https://youtu.be/YrY3tgbkJkY Free Book Chapter: Deep Dive into Reactive Forms (German) Johannes Hoppe (@johanneshoppe) , Ferdinand Malcher (@fmalcher01), and Danny Koppenhagen have released another valuable free excerpt from their upcoming book! This chapter provides an incredibly thorough guide to managing complex validation and data structures using traditional Reactive Forms. Read the free chapter: https://angular-buch.com/material/reactive-forms Signal Forms: Declarative Submission with formRoot (French) Modeste Assiongbon (@rblmdst) continues his exceptional French-language coverage of Angular v21. This installment walks through how to utilize the new formRoot directive to handle form submissions in a clean, declarative manner. Watch the French tutorial: https://youtu.be/um7SYqXcGA8 Keep the knowledge moving! Use #AngularSparkles to share your favorite tutorials and level up your fellow developers. Styling Mastery and Declarative Form Submissions 🎨🤖 was originally published in Angular Blog on Medium, where people are continuing the conversation by highlighting and responding to this story.

## Mastering Jetpack Compose's New SelectionState API

DevFeed: [Mastering Jetpack Compose's New SelectionState API](<https://devfeed.tech/articles/mastering-jetpack-compose-s-new-selectionstate-api-25985.md>)

Original publisher: [Read original article](<https://proandroiddev.com/mastering-jetpack-composes-new-selectionstate-api-13dfa05f49db?source=rss-711ab22c5c77------2>)

Author: Nav Singh

Published: 2026-08-27T01:17:44Z

Content type: tutorial

Language: en

Sources: [Stories by Nav Singh 🇨🇦 on Medium](<https://devfeed.tech/sources/stories-by-nav-singh-on-medium.md>)

Topics: [Jetpack Compose](<https://devfeed.tech/topics/jetpack-compose.md>), [Compose](<https://devfeed.tech/topics/compose.md>), [API](<https://devfeed.tech/topics/api.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [android](<https://devfeed.tech/tags/android.md>), [androiddev](<https://devfeed.tech/tags/androiddev.md>), [api](<https://devfeed.tech/tags/api.md>), [api-news](<https://devfeed.tech/tags/api-news.md>), [code](<https://devfeed.tech/tags/code.md>), [compose](<https://devfeed.tech/tags/compose.md>), [jetpack-compose](<https://devfeed.tech/tags/jetpack-compose.md>), [reactive](<https://devfeed.tech/tags/reactive.md>)

### AI overview

This tutorial introduces Jetpack Compose's SelectionState API, released in August 2026, for hoisted bidirectional selection control and reactive text observation. It demonstrates programmatic selection, clearing, range selection, word-based expansion, and access to selected text.

### Source excerpt

Image generated using Gemini The Jetpack Compose August '26 release introduced a new API SelectionState for hoisted, bidirectional control and reactive text observation. Core ComponentsSelectionState An object that provides access to the selected text and methods for controlling it programmatically 🛑 We cannot use the same SelectionState with multiple SelectionContainersval selectionState = rememberSelectionState()SelectionContainer: A composable function that enables text selection of its content. SelectionContainer(state = selectionState) { Text( "Text content to be selected programmatically." ) }Programmatic Control Methods selectionState.selectAll(): Selects all the content in the container Button( onClick = { selectionState.selectAll() }) { Text("Select All") } selectionState.clear(): Clears the active selection Button(onClick = { selectionState.clear() }) { Text("Clear selection") } selectionState.select(TextRange): Selects a specific range of text Button( onClick = { selectionState.select(TextRange(0, 4)) }) { Text("Range selection") } selectionState.extendSelectionByWord(): Expands the selection of words This selects the first word in the container if there is no selection. The selection continues to the next Composable Text, if the next word is in a different Composable Text.Button( onClick = { selectionState.extendSelectionByWord()}) { Text("Extend selection") }Mutliple Text Components selectionSelected texts Provides access to the selected text. Returns List<AnnotatedString> Backed by mutableStateOf -- Observable by Composablesprivate var _selectedTexts by mutableStateOf<List<AnnotatedString>>Text(text = "Selected text: ${selectionState.selectedTexts}")Sample Code@Composable fun ProgrammaticSelectionExample() { val selectionState = rememberSelectionState() Column{ Row { Button( onClick = { selectionState.selectAll() }, ) { Text("Select All") } Button( onClick = { selectionState.clear() }, ) { Text("Clear selection") } } Row { Button( onClick = { selectionS

## Fixed cadence to seconds: making ClickHouse Cloud autoscaling more reactive

DevFeed: [Fixed cadence to seconds: making ClickHouse Cloud autoscaling more reactive](<https://devfeed.tech/articles/fixed-cadence-to-seconds-making-clickhouse-cloud-autoscaling-more-reactive-5406.md>)

Original publisher: [Read original article](<https://clickhouse.com/blog/making-clickhouse-cloud-autoscaling-more-reactive>)

Author: Marvin Beckers

Published: 2026-08-04T13:19:15Z

Content type: article

Language: en

Sources: [ClickHouse Blog](<https://devfeed.tech/sources/clickhouse-blog.md>)

Topics: [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>)

Tags: [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [clickhouse](<https://devfeed.tech/tags/clickhouse.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [event](<https://devfeed.tech/tags/event.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [latency](<https://devfeed.tech/tags/latency.md>), [memory](<https://devfeed.tech/tags/memory.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [resource](<https://devfeed.tech/tags/resource.md>), [scale](<https://devfeed.tech/tags/scale.md>)

### AI overview

ClickHouse describes rebuilding Cloud autoscaling orchestration to combine periodic recommendation passes with a reactive fast path for urgent scale-up signals.

### Source excerpt

How we rebuilt ClickHouse Cloud's autoscaling orchestration on Kubernetes' controller-runtime and a ClickHouse-powered signals table, adding a reactive fast path that scales services up in seconds instead of waiting for the next scheduled pass.

## Angular Weekly: Tutorials and Guides on Reactive Flows, AI Agents, SignalStore Events, and SSR

DevFeed: [Angular Weekly: Tutorials and Guides on Reactive Flows, AI Agents, SignalStore Events, and SSR](<https://devfeed.tech/articles/reactive-flows-ai-agents-and-state-events-this-week-s-angular-masterclass-18907.md>)

Original publisher: [Read original article](<https://blog.angular.dev/angular-weekly-july-17-2026-05440da623ad?source=rss----447683c3d9a3---4>)

Author: Angular

Published: 2026-07-17T10:01:04Z

Content type: news

Language: en

Sources: [Angular](<https://devfeed.tech/sources/angular.md>)

Topics: [Angular](<https://devfeed.tech/topics/angular.md>), [reactive](<https://devfeed.tech/topics/reactive.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Forms](<https://devfeed.tech/topics/forms.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Server-side rendering](<https://devfeed.tech/topics/server-side-rendering.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [angular](<https://devfeed.tech/tags/angular.md>), [angular-weekly](<https://devfeed.tech/tags/angular-weekly.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [forms](<https://devfeed.tech/tags/forms.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [server-side-rendering](<https://devfeed.tech/tags/server-side-rendering.md>)

### AI overview

This Angular community roundup highlights tutorials and guides on Modern Angular, Claude Code for Angular development, NgRx SignalStore events, signal-driven error monitoring, accessible Signal Forms, reactive flows, and Angular 21 server-side rendering.

### Source excerpt

The Angular ecosystem is moving incredibly fast, bringing together fully reactive architectures, smart AI agents, and robust state management. Whether you're starting from scratch or optimizing enterprise applications, our community has you covered with exceptional resources this week! Dive into these latest expert-led contributions: Modern Angular from Scratch (French) Modeste Assiongbon (@rblmdst) has launched an extensive, practical step-by-step tutorial series designed to help the French-speaking community master Modern Angular (v19+) completely from zero. Start the playlist: https://www.youtube.com/playlist?list=PLnBtvYS1AbOy9MbzptICj-qH4rIat7j9M Claude Code: The AI Agent for Angular Developers Johannes Hoppe (@johanneshoppe) explores how to integrate Claude Code into your development pipeline. Learn how this specialized command-line AI agent acts as a powerful companion for both seasoned developers and newcomers. Read the blog post: https://angular.schule/blog/2026-02-claude-code NgRx SignalStore Events Plugin (English & Spanish) Arcadio Quintero (@oidacra) introduces a game-changing plugin for managing SignalStore events. Discover how to handle side effects cleanly and pass explicit event signals directly into your application state. Read the English guide: https://arcadioquintero.com/en/blog/ngrx-signalstore-events-plugin Read the Spanish guide: https://arcadioquintero.com/es/blog/ngrx-signalstore-events-plugin Signal-Driven Error Monitoring in Angular Sonu Kapoor (@SonuKapoor1978) breaks down how to detect and debug reactive failures. This guide shows you how to implement Signal-driven error monitoring to catch bugs gracefully across your asynchronous streams. Read the technical deep-dive: https://blog.appsignal.com/2026/02/19/signal-driven-error-monitoring-detecting-and-debugging-reactive-failures-in-angular.html Angular v21 Signal Forms: FocusBoundControl (French) Modeste Assiongbon (@rblmdst) delivers a targeted tutorial focusing on form accessibility an

## How We Cut Kafka Consumer Deployment Costs by 83%

DevFeed: [How We Cut Kafka Consumer Deployment Costs by 83%](<https://devfeed.tech/articles/how-we-cut-kafka-consumer-deployment-costs-by-83-28062.md>)

Original publisher: [Read original article](<https://tech.trivago.com/post/2026-06-12-how-we-cut-kafka-consumer-deployment-costs-by-83/>)

Author: ZhongLi Shen He creates fantastic software as a backend engineer GitHub profile Linkedin profile

Published: 2026-06-12T00:00:00Z

Content type: tutorial

Language: en

Sources: [Trivago](<https://devfeed.tech/sources/trivago.md>)

Topics: [Kafka](<https://devfeed.tech/topics/kafka.md>), [Deployer](<https://devfeed.tech/topics/deployer.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [reactive](<https://devfeed.tech/topics/reactive.md>), [Library](<https://devfeed.tech/topics/library.md>)

Tags: [backend](<https://devfeed.tech/tags/backend.md>), [backpressure](<https://devfeed.tech/tags/backpressure.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [java](<https://devfeed.tech/tags/java.md>), [kafka](<https://devfeed.tech/tags/kafka.md>), [library](<https://devfeed.tech/tags/library.md>), [performance](<https://devfeed.tech/tags/performance.md>), [reactive](<https://devfeed.tech/tags/reactive.md>)

### AI overview

This post explains how trivago investigated PSE-kafka's low CPU usage, slow Kafka polling, and consumer lag. The investigation found that replacing the in-house KafkaReceiverFlux with spring-kafka removed the lag, while the team continued looking for a suitable fix that preserved pull-based consumption and backpressure. The changes ultimately cut infrastructure costs by 83% and ended a run of 19 P1 incidents.

### Source excerpt

This post walks through a layered performance investigation that cut PSE-kafka's infrastructure costs by 83% and ended a run of 19 P1 incidents.PSE-kafka (price-search-engine-kafka) i...

## Build Chat SDK web UIs in Vue or Svelte

DevFeed: [Build Chat SDK web UIs in Vue or Svelte](<https://devfeed.tech/articles/build-chat-sdk-web-uis-in-vue-or-svelte-824.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/build-chat-sdk-web-uis-in-vue-or-svelte>)

Author: Ben Sabic

Published: 2026-06-02T00:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [api](<https://devfeed.tech/tags/api.md>), [documentation](<https://devfeed.tech/tags/documentation.md>), [framework](<https://devfeed.tech/tags/framework.md>), [integration](<https://devfeed.tech/tags/integration.md>), [react](<https://devfeed.tech/tags/react.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [server](<https://devfeed.tech/tags/server.md>), [support](<https://devfeed.tech/tags/support.md>), [svelte](<https://devfeed.tech/tags/svelte.md>), [ui](<https://devfeed.tech/tags/ui.md>), [vue](<https://devfeed.tech/tags/vue.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

The Chat SDK web adapter adds first-class Vue and Svelte support alongside React. The framework-specific useChat helpers share the same server route and API options while returning reactive Chat instances for templates.

### Source excerpt

The Chat SDK web adapter now has first-class support for Vue and Svelte, joining the existing React integration. Because the adapter speaks the AI SDK UI message stream protocol, the same server route works. Each framework ships its own useChat, built on the matching AI SDK package for React, Vue, or Svelte. The Vue and Svelte helpers return a reactive Chat instance, so read chat.messages and chat.status directly in your template rather than destructuring. The api and threadId options match the React wrapper, and your server setup remains the same. Read the documentation to get started or browse the adapters directory. Read more

## strace-ui, Bonsai\_term, and the TUI renaissance

DevFeed: [strace-ui, Bonsai\_term, and the TUI renaissance](<https://devfeed.tech/articles/strace-ui-bonsai-term-and-the-tui-renaissance-20213.md>)

Original publisher: [Read original article](<https://blog.janestreet.com/strace-ui-bonsai-term-and-the-tui-renaissance/>)

Author: James Somers

Published: 2026-05-26T00:00:00Z

Content type: article

Language: en

Sources: [Jane Street](<https://devfeed.tech/sources/jane-street.md>)

Topics: [Text-based user interface](<https://devfeed.tech/topics/tui.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [debug](<https://devfeed.tech/topics/debug.md>), [tracing](<https://devfeed.tech/topics/tracing.md>), [OCaml](<https://devfeed.tech/topics/ocaml.md>), [reactive](<https://devfeed.tech/topics/reactive.md>), [Bonsai](<https://devfeed.tech/topics/bonsai-rx.md>), [Library](<https://devfeed.tech/topics/library.md>)

Tags: [debugging](<https://devfeed.tech/tags/debugging.md>), [framework](<https://devfeed.tech/tags/framework.md>), [functional](<https://devfeed.tech/tags/functional.md>), [library](<https://devfeed.tech/tags/library.md>), [ocaml](<https://devfeed.tech/tags/ocaml.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [threads](<https://devfeed.tech/tags/threads.md>), [trace](<https://devfeed.tech/tags/trace.md>), [ui](<https://devfeed.tech/tags/ui.md>)

### AI overview

The article introduces strace-ui, an interactive terminal UI that makes strace output easier to inspect by formatting data, assigning short identifiers to processes and threads, and supporting interactive filtering and navigation. It also discusses how OCaml and the Bonsai framework have made interactive terminal UI development more practical.

### Source excerpt

We've always found strace useful but somewhat hard to work with. Its output is often inscrutable, it's hard to follow subprocesses or threads, and if you want to filter syscalls you have to rerun the trace with a flag for each one. What you want in debugging is a tool for exploring, refining, etc., but strace can make this difficult.

## EverShelf - The AI-Powered, Self-Hosted Inventory Brain for Your Kitchen

DevFeed: [EverShelf - The AI-Powered, Self-Hosted Inventory Brain for Your Kitchen](<https://devfeed.tech/articles/evershelf-the-ai-powered-self-hosted-inventory-brain-for-your-kitchen-10730.md>)

Original publisher: [Read original article](<https://noted.lol/evershelf/>)

Author: EverShelf Project

Published: 2026-05-15T13:24:25Z

Content type: article

Language: en

Sources: [Noted](<https://devfeed.tech/sources/noted.md>)

Topics: [App](<https://devfeed.tech/topics/app.md>), [Laravel](<https://devfeed.tech/topics/laravel.md>), [Livewire](<https://devfeed.tech/topics/livewire.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [PWA](<https://devfeed.tech/topics/pwa.md>), [Tailwind CSS](<https://devfeed.tech/topics/tailwind.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Internet of things](<https://devfeed.tech/topics/iot.md>), [Web Development](<https://devfeed.tech/topics/web-development.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [app](<https://devfeed.tech/tags/app.md>), [docker](<https://devfeed.tech/tags/docker.md>), [laravel](<https://devfeed.tech/tags/laravel.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [self-hosted](<https://devfeed.tech/tags/self-hosted.md>), [self-hosted-web-tools](<https://devfeed.tech/tags/self-hosted-web-tools.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

EverShelf is a self-hosted kitchen inventory management system built with Laravel, Livewire, Alpine.js, and Tailwind CSS. It runs on personal hardware via Docker and supports mobile/PWA use, kiosk mode, batch-based FIFO inventory tracking, BLE scale integration, and AI recipe suggestions.

### Source excerpt

Kill "Pantry Amnesia" and stop food waste with EverShelf--a TALL stack inventory system featuring BLE scale integration, AI recipe suggestions, and a dedicated kitchen kiosk mode.

## Scheduled Autoscaling for Laravel Cloud

DevFeed: [Scheduled Autoscaling for Laravel Cloud](<https://devfeed.tech/articles/scheduled-autoscaling-for-laravel-cloud-3898.md>)

Original publisher: [Read original article](<https://laravel.com/blog/scheduled-autoscaling-for-laravel-cloud>)

Author: Laravel Team

Published: 2026-03-25T17:36:27Z

Content type: release

Language: en

Sources: [Laravel Blog](<https://devfeed.tech/sources/laravel-blog.md>)

Topics: [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [Laravel](<https://devfeed.tech/topics/laravel.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [Single sign-on (SSO)](<https://devfeed.tech/topics/sso.md>), [GitHub](<https://devfeed.tech/topics/github.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [business](<https://devfeed.tech/tags/business.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [docs](<https://devfeed.tech/tags/docs.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [laravel](<https://devfeed.tech/tags/laravel.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [scale](<https://devfeed.tech/tags/scale.md>), [updates](<https://devfeed.tech/tags/updates.md>)

### AI overview

Laravel Cloud now supports scheduled autoscaling, allowing teams to set minimum and maximum scaling bounds for predictable traffic windows. The update also introduces Google and GitHub SSO options and more detailed Cloud billing information.

### Source excerpt

You can now [define a scaling schedule on Laravel Cloud](https://laravel.com/cloud/docs/compute#scheduled-autoscaling) and let it handle the rest. Set your autoscaling limits once for each traffic win...

## How we rebuilt the foundations of component instances

DevFeed: [How we rebuilt the foundations of component instances](<https://devfeed.tech/articles/how-we-rebuilt-the-foundations-of-component-instances-9812.md>)

Original publisher: [Read original article](<https://www.figma.com/blog/how-we-rebuilt-the-foundations-of-component-instances/>)

Author: Naomi Jung

Published: 2026-03-17T20:00:00Z

Content type: article

Language: en

Sources: [Figma Blog](<https://devfeed.tech/sources/figma-blog.md>)

Topics: [Figma](<https://devfeed.tech/topics/figma.md>), [Design system](<https://devfeed.tech/topics/design-system.md>), [reactive](<https://devfeed.tech/topics/reactive.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [component](<https://devfeed.tech/tags/component.md>), [design-systems](<https://devfeed.tech/tags/design-systems.md>), [figma](<https://devfeed.tech/tags/figma.md>), [reactive](<https://devfeed.tech/tags/reactive.md>)

### AI overview

Figma describes replacing the decade-old Instance Updater architecture for component instances with a reactive foundation. The change made common operations in large design systems up to 50% faster and supports more dynamic features as components become more complex.

### Source excerpt

By replacing a decade-old architecture with a reactive foundation, we made common operations in large design systems up to 50% faster and unlocked a new way to build dynamic features.

## What's new in Svelte: March 2026

DevFeed: [What's new in Svelte: March 2026](<https://devfeed.tech/articles/what-s-new-in-svelte-march-2026-3103.md>)

Original publisher: [Read original article](<https://svelte.dev/blog/whats-new-in-svelte-march-2026>)

Author: Dani Sandoval

Published: 2026-03-01T00:00:00Z

Content type: release

Language: en

Sources: [Svelte blog](<https://devfeed.tech/sources/svelte-blog.md>)

Topics: [Svelte](<https://devfeed.tech/topics/svelte.md>), [reactive](<https://devfeed.tech/topics/reactive.md>), [Frameworks](<https://devfeed.tech/topics/frameworks.md>), [Netlify](<https://devfeed.tech/topics/netlify.md>), [Vite](<https://devfeed.tech/topics/vite.md>)

Tags: [bug](<https://devfeed.tech/tags/bug.md>), [frameworks](<https://devfeed.tech/tags/frameworks.md>), [netlify](<https://devfeed.tech/tags/netlify.md>), [performance](<https://devfeed.tech/tags/performance.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [releases](<https://devfeed.tech/tags/releases.md>), [svelte](<https://devfeed.tech/tags/svelte.md>)

### AI overview

Svelte's March 2026 update covers new features and fixes in Svelte, SvelteKit, and the Svelte CLI. Highlights include TrustedHTML support, server-side error boundaries, improved navigation scroll information, Vite 8 support, Netlify adapter changes, configurable redirects, and a new official better-auth addon.

### Source excerpt

This month, we got a ton of new features across Svelte, SvelteKit and even the Svelte CLI. Plus, the State of JS 2025 is out and Svelte continues to hold the top spot among reactive frameworks in terms of positive sentiment. So, without further ado, let's dive in! What's new in Svelte createContext can now be used when instantiating components programmatically (svelte@5.50.0, Docs, #17575) {@html} expressions now support TrustedHTML (svelte@5.52.0, #17701) Comments are now allowed in HTML tags (svelte@5.53.0/svelte-language-server@0.17.28, #17671) Error boundaries now work on the server (svelte@5.53.0, Docs, #17672) For a full list of changes - including all the important bugfixes that went into the releases this month - check out the Svelte compiler's CHANGELOG What's new in SvelteKit hydratable's injected script now works with CSP (kit@2.51.0, #15048) Navigation callbacks (beforeNavigate, onNavigate, and afterNavigate) now include scroll position information via the scroll property on from and to targets. This enables use cases like animating transitions based on the target scroll position when using browser back/forward navigation (kit@2.51.0, Docs, #15248) Vite 8 is now supported (kit@2.53.0, #15024) The match function can map a path back to a route id and params (kit@2.52.0, Docs, #14997) Breaking (Netlify Adapter): platform.context now uses modern Netlify Functions - previously this was the AWS Lambda-style context. If you were using this in your app (unlikely), you will need to update your code to read from new fields. (adapter-netlify@6.0.0, More details, Docs, #15203) redirects can now be configured in netlify.toml - removing the limitation of only being able to configure redirects via the _redirects file (adapter-netlify@6.0.0, #15203) better-auth is now an official addon in the Svelte CLI (sv@0.12.0, #898) Looking for more details on the many bug fixes and performance optimizations from this month? Check out the SvelteKit / Adapter CHANGELOGs. Community S

## Snyk and Cline: Securing the Future of Autonomous Coding

DevFeed: [Snyk and Cline: Securing the Future of Autonomous Coding](<https://devfeed.tech/articles/snyk-and-cline-securing-the-future-of-autonomous-coding-8117.md>)

Original publisher: [Read original article](<https://snyk.io/blog/snyk-cline-partnership/>)

Author: Carey Stanton

Published: 2026-02-18T05:00:00Z

Content type: news

Language: en

Sources: [Blog RSS Feed | Snyk](<https://devfeed.tech/sources/blog-rss-feed-snyk.md>)

Topics: [agentic-coding](<https://devfeed.tech/topics/agentic-coding.md>), [Security](<https://devfeed.tech/topics/security.md>), [ai-coding](<https://devfeed.tech/topics/ai-coding.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [coding](<https://devfeed.tech/topics/coding.md>), [Pull Request](<https://devfeed.tech/topics/pull-request.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-coding](<https://devfeed.tech/tags/agentic-coding.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [americas](<https://devfeed.tech/tags/americas.md>), [application-security](<https://devfeed.tech/tags/application-security.md>), [autonomous](<https://devfeed.tech/tags/autonomous.md>), [blog](<https://devfeed.tech/tags/blog.md>), [code-security](<https://devfeed.tech/tags/code-security.md>), [coding](<https://devfeed.tech/tags/coding.md>), [developer](<https://devfeed.tech/tags/developer.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [enablement](<https://devfeed.tech/tags/enablement.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [executive](<https://devfeed.tech/tags/executive.md>), [external](<https://devfeed.tech/tags/external.md>), [integration](<https://devfeed.tech/tags/integration.md>), [interest](<https://devfeed.tech/tags/interest.md>), [model-context-protocol](<https://devfeed.tech/tags/model-context-protocol.md>), [pmm](<https://devfeed.tech/tags/pmm.md>), [pull-request](<https://devfeed.tech/tags/pull-request.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [related-content](<https://devfeed.tech/tags/related-content.md>), [review](<https://devfeed.tech/tags/review.md>), [scm](<https://devfeed.tech/tags/scm.md>), [security](<https://devfeed.tech/tags/security.md>), [snyk-code](<https://devfeed.tech/tags/snyk-code.md>), [snyk-platform](<https://devfeed.tech/tags/snyk-platform.md>), [snyk-security-intel](<https://devfeed.tech/tags/snyk-security-intel.md>), [tech](<https://devfeed.tech/tags/tech.md>), [vs-code](<https://devfeed.tech/tags/vs-code.md>)

### AI overview

Snyk and Cline announce a partnership to integrate enterprise security intelligence into autonomous coding workflows. Using the Model Context Protocol, Snyk Studio guides Cline's agent in real time, helping enforce security standards before generated code reaches a pull request.

### Source excerpt

Snyk and Cline have partnered to integrate enterprise-grade security directly into autonomous coding loops. By bridging the trust gap, Snyk and Cline enable teams to innovate faster while maintaining rigid security and compliance standards.

## Live From Davos: The End of Human-Speed Security

DevFeed: [Live From Davos: The End of Human-Speed Security](<https://devfeed.tech/articles/live-from-davos-the-end-of-human-speed-security-8004.md>)

Original publisher: [Read original article](<https://snyk.io/blog/live-from-davos/>)

Author: Peter McKay

Published: 2026-01-20T05:00:00Z

Content type: article

Language: en

Sources: [Blog RSS Feed | Snyk](<https://devfeed.tech/sources/blog-rss-feed-snyk.md>)

Topics: [Security](<https://devfeed.tech/topics/security.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Generative AI](<https://devfeed.tech/topics/generative-ai.md>), [AI Strategy](<https://devfeed.tech/topics/ai-strategy.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [attacks](<https://devfeed.tech/tags/attacks.md>), [autonomous](<https://devfeed.tech/tags/autonomous.md>), [awareness](<https://devfeed.tech/tags/awareness.md>), [blog](<https://devfeed.tech/tags/blog.md>), [executive](<https://devfeed.tech/tags/executive.md>), [generative](<https://devfeed.tech/tags/generative.md>), [incident](<https://devfeed.tech/tags/incident.md>), [interest](<https://devfeed.tech/tags/interest.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

Snyk's Davos article argues that AI has moved beyond being merely a productivity tool: it is increasingly acting as a quasi-autonomous actor in enterprise environments. Citing Snyk research, it reports that 50% of security leaders see AI operating in this way, while automated AI-enabled attacks are increasing the scale and speed of cyber risk. The article calls for machine-speed defense, stronger visibility, and technical governance.

### Source excerpt

Our latest report highlights the urgent need for machine-speed defense as AI shifts from a tool to an autonomous actor in the face of automated cyberattacks. Learn the key strategies for leaders to bridge the visibility gap and implement technical governance in the age of AI agents.

## afterRenderEffect, afterNextRender, afterEveryRender & Renderer2

DevFeed: [afterRenderEffect, afterNextRender, afterEveryRender & Renderer2](<https://devfeed.tech/articles/afterrendereffect-afternextrender-aftereveryrender-renderer2-37458.md>)

Original publisher: [Read original article](<https://www.angularspace.com/afterrendereffect-afternextrender-aftereveryrender-renderer2/>)

Author: Eduard Krivanek

Published: 2025-09-16T11:29:19Z

Content type: tutorial

Language: en

Sources: [Daniel Glejzner](<https://devfeed.tech/sources/daniel-glejzner.md>)

Topics: [Angular](<https://devfeed.tech/topics/angular.md>), [Document Object Model (DOM)](<https://devfeed.tech/topics/dom.md>), [Server-side rendering](<https://devfeed.tech/topics/server-side-rendering.md>), [reactive](<https://devfeed.tech/topics/reactive.md>)

Tags: [angular](<https://devfeed.tech/tags/angular.md>), [articles](<https://devfeed.tech/tags/articles.md>), [browser](<https://devfeed.tech/tags/browser.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [rxjs](<https://devfeed.tech/tags/rxjs.md>), [ssr](<https://devfeed.tech/tags/ssr.md>), [state](<https://devfeed.tech/tags/state.md>)

### AI overview

This Angular tutorial compares effect, afterRenderEffect, afterNextRender, afterEveryRender, and Renderer2. It explains how effects respond to signal dependencies, how they interact with server-side rendering, when browser-only work should run, and how cleanup helps prevent leaks from listeners, intervals, and external libraries.

### Source excerpt

Recently I've been playing around with some Angular functionalities, which are: effect, afterRenderEffect, afterNextRender, afterEveryRender and Renderer2. You don't see them used much compared to signals or computed. Maybe only effect is more common, however how and when to use the rest? I wanted to write

## Real-time AI: what is it and why it needs streaming data

DevFeed: [Real-time AI: what is it and why it needs streaming data](<https://devfeed.tech/articles/real-time-ai-what-is-it-and-why-it-needs-streaming-data-12729.md>)

Original publisher: [Read original article](<https://www.redpanda.com/blog/real-time-ai-streaming-data>)

Author: Jenny Medeiros

Published: 2025-09-04T00:00:00Z

Content type: article

Language: en

Sources: [Redpanda](<https://devfeed.tech/sources/redpanda.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [autonomous vehicles](<https://devfeed.tech/topics/autonomous-vehicles.md>), [Transactions](<https://devfeed.tech/topics/transactions.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [autonomous-vehicles](<https://devfeed.tech/tags/autonomous-vehicles.md>), [batch](<https://devfeed.tech/tags/batch.md>), [latency](<https://devfeed.tech/tags/latency.md>), [rag](<https://devfeed.tech/tags/rag.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [thought-leadership](<https://devfeed.tech/tags/thought-leadership.md>), [transactions](<https://devfeed.tech/tags/transactions.md>)

### AI overview

The article explains real-time AI as systems that perceive, interpret, and act on streaming events with minimal delay. It contrasts this approach with batch-oriented AI and describes applications such as autonomous-vehicle navigation, fraud detection, and emergency-room prioritization.

### Source excerpt

Learn how streaming data takes your AI from reactive to proactive and the real-world applications driving instant intelligence.

[Next page](<https://devfeed.tech/tags/reactive.md?cursor=WyIyMDI1LTA5LTA0VDAwOjAwOjAwKzAwOjAwIiwgImUzNGFkYThhLWM0M2UtNDI5YS1hN2Y3LTQ3OWM1ZTMxMWJjYyJd>)