#go-projects
#go-projects

DevOps

Understanding Kubernetes Architecture is a MUST

DevOps

Lens Launches MCP Server to Connect AI Coding Assistants with Kubernetes

Kubernetes Autoscaling Demands New Observability Focus Beyond Vendor Tooling

Kubernetes autoscalers like Karpenter require new observability practices focusing on provisioning behavior, scheduling latency, and cost efficiency.

DevOps

Kubescape 4.0 Brings Runtime Security and AI Agent Scanning to Kubernetes

Kubescape 4.0 introduces runtime threat detection and AI security features, enhancing Kubernetes security for AI agents and improving scanning capabilities.

Kubernetes Scared Me Too - Until I Actually Understood It A no-fluff intro for devs who keep

Kubernetes simplifies container orchestration, managing deployment, scaling, and traffic routing for applications across multiple servers.

Understanding Kubernetes Architecture is a MUST

Understanding Kubernetes architecture is essential for effective cloud-native deployment and troubleshooting.

Lens Launches MCP Server to Connect AI Coding Assistants with Kubernetes

Lens by Mirantis integrates a Model Context Protocol server, simplifying AI coding assistants' access to Kubernetes clusters.

Kubernetes Autoscaling Demands New Observability Focus Beyond Vendor Tooling

Kubernetes autoscalers like Karpenter require new observability practices focusing on provisioning behavior, scheduling latency, and cost efficiency.

Kubescape 4.0 Brings Runtime Security and AI Agent Scanning to Kubernetes

Kubescape 4.0 introduces runtime threat detection and AI security features, enhancing Kubernetes security for AI agents and improving scanning capabilities.

TigerFS Mounts PostgreSQL Databases as a Filesystem for Developers and AI Agents

TigerFS is an experimental filesystem that integrates PostgreSQL, allowing file operations through a standard filesystem interface.

36 Malicious npm Packages Exploited Redis, PostgreSQL to Deploy Persistent Implants

36 malicious npm packages disguised as Strapi CMS plugins facilitate exploitation and credential harvesting.

Information security

fromSecurityWeek

TeamPCP Moves From OSS to AWS Environments

TeamPCP has exploited compromised credentials to target open source software, leading to significant data exfiltration and supply chain attacks.

Node JS

fromThe Hacker News

10 hours ago

36 Malicious npm Packages Exploited Redis, PostgreSQL to Deploy Persistent Implants

36 malicious npm packages disguised as Strapi CMS plugins facilitate exploitation and credential harvesting.

Information security

fromSecurityWeek

TeamPCP Moves From OSS to AWS Environments

TeamPCP has exploited compromised credentials to target open source software, leading to significant data exfiltration and supply chain attacks.

Panel: Taking Architecture Out of the Echo Chamber

Architecture's importance is growing, necessitating a shift in practice to avoid past mistakes and engage with broader conversations.

fromScala.js

Announcing Scala.js 1.21.0

Scala.js 1.21.0 introduces compatibility changes, deprecates JDK < 17, disables Google Closure Compiler by default, and includes performance improvements.

#ai-in-development

Most Developers Are Using AI Wrong.

Using AI in coding can create an illusion of speed, leading to a lack of understanding and ownership of the code.

QCon London 2026: Tools That Enable the Next 1B Developers

AI tooling is transforming web development, leading to a surge in new builders who are not traditional developers.

Most Developers Are Using AI Wrong.

Using AI in coding can create an illusion of speed, leading to a lack of understanding and ownership of the code.

QCon London 2026: Tools That Enable the Next 1B Developers

AI tooling is transforming web development, leading to a surge in new builders who are not traditional developers.

more#ai-in-development

Angular

Swift 6.3 Stabilizes Android SDK, Extends C Interop, and More

Swift 6.3 introduces official Android support, enhances C interoperability, and improves embedded programming capabilities with a unified build system and low-level performance control.

Agile

Best Way to Onboard Team To Claude Code

Onboarding a team to Claude Code enhances efficiency in design and development tasks, optimizing its use for prototyping and code reviews.

Scala

Beyond RAG: Architecting Context-Aware AI Systems with Spring Boot

Context-Augmented Generation (CAG) enhances Retrieval-Augmented Generation (RAG) by managing runtime context for enterprise applications without requiring model retraining.

fromRubyflow

Ruby on Rails

Internator now runs on OpenCode (bye Codex)

Internator is a Ruby CLI that automates code changes and now operates on OpenCode for enhanced flexibility and efficiency.

Data science

fromScalac - Software Development Company - Akka, Kafka, Spark, ZIO

Datadog launches Experiments for A/B testing in observability

Datadog Experiments integrates A/B testing and product analytics into a single platform, addressing fragmentation in product development tools.

Python

AI on the JVM: Multi-Agent Architecture with Apache Pekko, Java, and Rust

LLM models require data access and integration with external systems to function effectively.

Web frameworks

PEP 816: How Python is getting serious about Wasm

Python will now formally support WebAssembly standards through PEP 816, enhancing its usability in browser applications.

Roam Research

fromGitHub

GitHub - emil-celestix/celestix-ifr: Meet IFR: a bio-inspired engine solving RAG's biggest flaws. It achieves true O(1) scaling latency stays <5ms even as data grows 1000x. With +14% accuracy over RAG-rerank, it uncovers multi-hop links standard search misses. Patent-pending tech for enterprise-scale discovery. All benchmark JSONs and test results are now live on GitHub.

Induced-Fit Retrieval (IFR) enhances multi-hop reasoning by dynamically mutating query vectors during information retrieval.

Django

fromPycoders

PyCoder's Weekly | Issue #728

Django projects can be improved with Alpine AJAX and friendly classes for better code quality and maintainability.

Contracts are in C++26 despite disagreement over their value

Contracts are a means of setting preconditions and postconditions on function declarations, and adding assertion statements within functions. The feature is intended to help make C++ code safer and more reliable.

Intellectual property law

Mobile UX

Google Unveils AppFunctions to Connect AI Agents and Android Apps

Google is transforming Android into an 'agent-first' OS with new features for task-centric app integration using AI agents.

Node JS

fromFrontendmasters

What To Know in JavaScript (2026 Edition)

JavaScript's ECMAScript 2025 introduces new iterator methods and improved set functionalities, enhancing performance and usability for developers.

fromFuturism

Say a Prayer for This Startup That's Replacing Its Developers With OpenClaw

OpenClaw is being used to create autonomous AI teams, raising concerns about job security for human developers.

The Open-Source AI Agent Frameworks That Deserve More Stars on GitHub

Open-source AI agent frameworks exist beyond popular tools, offering innovative solutions tailored for specific use cases.

Helidon 4.4.0 Introduces Alignment with OpenJDK Cadence and Support via Java Verified Portfolio

Helidon 4.4.0 introduces alignment with OpenJDK, new features, and support for LangChain4j, changing its versioning to match OpenJDK's release cadence.

Scala

fromScala-lang

Scala 3.8.3 is now available!

Scala 3.8.3 introduces local coverage exclusions and a safe mode for capability-safe code, enhancing code safety and coverage measurement.

Replacing Database Sequences at Scale Without Breaking 100+ Services

Validating requirements can simplify complex problems, and embedding sequence generation reduces network calls, enhancing performance and reliability.

fromYcombinator

Show HN: QuickBEAM - run JavaScript as supervised Erlang/OTP processes | Hacker News

QuickBEAM runs JavaScript inside OTP supervision trees, allowing each runtime to function as a process with a `Beam` global that can call Elixir code and send/receive messages.

#ai

What can you build with ChatGPT in 48 hours

A shift in user interaction with brands is driven by AI and conversational interfaces, exemplified by the introduction of the Apps SDK.

How to switch from ChatGPT to Gemini - without starting from scratch

Gemini now allows memory and chat transfers from other AIs like ChatGPT and Claude for personalized responses.

The AI Revolution in Development: Why Outer Loop Agents Are the Next Big Thing

AI is set to revolutionize post-code push processes, automating tasks like security fixes, error logging, and code reviews.

AI software development: It works, but it's finicky

AI can write code, but expert developers are essential to correct its errors and ensure quality.

What can you build with ChatGPT in 48 hours

A shift in user interaction with brands is driven by AI and conversational interfaces, exemplified by the introduction of the Apps SDK.

How to switch from ChatGPT to Gemini - without starting from scratch

Gemini now allows memory and chat transfers from other AIs like ChatGPT and Claude for personalized responses.

The AI Revolution in Development: Why Outer Loop Agents Are the Next Big Thing

AI is set to revolutionize post-code push processes, automating tasks like security fixes, error logging, and code reviews.

AI software development: It works, but it's finicky

AI can write code, but expert developers are essential to correct its errors and ensure quality.

more#ai

fromComputerWeekly.com

Online Community Development

AI-driven operating model key to cloud-native, autonomous networks | Computer Weekly

Agentic AI can transform telecom networks if operators establish cloud-native maturity and integrate autonomy while maintaining reliability.

Platform Engineering as a Practice of Sociotechnical Excellence

Platform engineering drives sociotechnical change by integrating social and technical systems within organizations for improved collaboration and reliability.

Node JS

fromTreehouse Blog

How to Build Your First Full Stack App as a Beginner

Building a simple full stack project enhances understanding of front end, back end, and database interactions beyond theoretical knowledge.

Fair Multitenancy-Beyond Simple Rate Limiting

Fair multitenancy ensures equitable infrastructure access for customers, balancing simplicity, performance, and safety in shared environments.

How Apache Kafka flexed to support queues

Apache Kafka has cemented itself as the de facto platform for event streaming, often referred to as the 'universal data substrate' due to its extensive ecosystem that enables connectivity and processing capabilities.

Scala

Java News Roundup: GraalVM Build Tools, EclipseLink, Spring Milestones, Open Liberty, Quarkus

Multiple Java frameworks and tools have released updates and new features, enhancing performance and fixing issues.

Artificial intelligence

Spring AI tutorial: How to develop AI agents with Spring

Java vs Kotlin vs Scala: Which to Choose in 2026

Java, Kotlin, and Scala serve different audiences and problems despite running on the JVM.

Java

Survey Surfaces Massive Amount of Java Technical Debt

Dead and unused code and frequent Java CVEs reduce developer productivity; Java remains widely used with growing AI use and many migrating from Oracle Java.

Java News Roundup: GraalVM Build Tools, EclipseLink, Spring Milestones, Open Liberty, Quarkus

Multiple Java frameworks and tools have released updates and new features, enhancing performance and fixing issues.

Spring AI tutorial: How to develop AI agents with Spring

Java developers can now build AI agents using Spring AI, leveraging familiar Spring conventions and advanced capabilities.

Java vs Kotlin vs Scala: Which to Choose in 2026

Java, Kotlin, and Scala serve different audiences and problems despite running on the JVM.

Java

Survey Surfaces Massive Amount of Java Technical Debt

Cursor updates its platform with a focus on autonomous AI agents

Cursor 3 enhances software development by integrating AI agents for collaborative coding, reducing manual programming and streamlining workflows.

Tech industry

3 weeks ago

Netflix Uncovers Kernel-Level Bottlenecks While Scaling Containers on Modern CPUs

Netflix discovered that container scaling bottlenecks stem from CPU architecture and Linux kernel mount lock contention, not container runtimes, with performance varying significantly across different hardware topologies.

fromScalac - Software Development Company - Akka, Kafka, Spark, ZIO

SIGNAL: What matters in distributed systems

Akka launches its Agentic AI platform on MCP amidst growing backlash against the protocol from Perplexity's CTO.

Why Code Validation is the Next Frontier - DevOps.com

Shared staging environments are inadequate for modern development; isolated, on-demand setups are needed for effective validation.

#aws

fromAmazon Web Services

DevOps

Streamlining Cloud Compliance at GoDaddy Using CDK Aspects | Amazon Web Services

CDK Aspects enable organization-wide policy enforcement in AWS infrastructure as code, enhancing compliance and security during the development process.

What front-end engineers need to know about AWS

Understanding AWS infrastructure improves front-end debugging and UI performance.

fromAmazon Web Services

Streamlining Cloud Compliance at GoDaddy Using CDK Aspects | Amazon Web Services

CDK Aspects enable organization-wide policy enforcement in AWS infrastructure as code, enhancing compliance and security during the development process.

What front-end engineers need to know about AWS

Understanding AWS infrastructure improves front-end debugging and UI performance.

Ex-Microsoft engineer blames Azure problems on talent exodus

Microsoft 365 GCC High was dismissed by federal evaluators due to foundational issues in Azure's infrastructure and rushed market entry.

Scala

QCon London 2026: Introducing Tansu.io -- Rethinking Kafka for Lean Operations

Tansu is an open-source, stateless messaging broker that replaces Kafka's complex architecture with a simpler, durable storage model.

Zero-Effort Production Debugging: How I Automated Bug Fixes for My Side Project

Automating bug fixes with an AI agent streamlines maintenance for full-stack applications, enabling zero-effort management of errors.

OpenStack Gazpacho simplifies operations and VMware migrations

OpenStack 2026.1 emphasizes operational simplicity, live migration for VMware workloads, and hardware flexibility, positioning itself as a sovereign alternative to major cloud providers.

I built two apps with just my voice and a mouse - are IDEs already obsolete?

AI coding transforms development by replacing traditional editing and debugging with instructive guidance.

Miscellaneous

Google Cloud Brings Full OpenTelemetry Support to Cloud Monitoring Metrics

Google Cloud now supports OpenTelemetry Protocol (OTLP) for metrics in Cloud Monitoring, enabling vendor-agnostic telemetry collection alongside traces and logs through a unified pipeline.

9 reasons Java is still great

Java maintains prominence through balancing stability with innovation, community-driven governance via the Java Community Process, and continuous evolution incorporating functional programming, concurrency, and cloud computing advances.

I Asked This Linux Question in Every Interview-And Here's the Catch

Linux knowledge is crucial for DevOps roles, impacting job performance and work-life balance.

OutSystems focuses on control and consistency in AI projects

OutSystems introduces Agentic Systems Engineering to enhance coherence and control in AI development, addressing fragmentation and integration challenges.

fromDEV Community

From Maintaining Open Source Libraries to Building an AI-Powered Tools OS with Rust and WebAssembly

Kitmul evolved from a modest project to a platform offering over 300 tools, leveraging AI to enhance development speed and user accessibility.

OutSystems focuses on control and consistency in AI projects

OutSystems introduces Agentic Systems Engineering to enhance coherence and control in AI development, addressing fragmentation and integration challenges.

fromDEV Community

From Maintaining Open Source Libraries to Building an AI-Powered Tools OS with Rust and WebAssembly

Kitmul evolved from a modest project to a platform offering over 300 tools, leveraging AI to enhance development speed and user accessibility.

more#ai-development

QCon London: AI for developers is in a 'dangerous state'

AI is too useful to avoid using, but developers risk losing critical experience needed to review and understand AI-generated code, creating a dangerous dependency cycle.

#software-development

What next for junior developers?

Software development companies must adapt to the impending retirement of senior developers and the need for wisdom in coding.

Stop worrying: Instead, imagine software developers' next great pivot

Worrying about worst-case scenarios is unnecessary; choose to imagine positive outcomes instead.

Software development

When writing code is no longer the bottleneck

What next for junior developers?

Software development companies must adapt to the impending retirement of senior developers and the need for wisdom in coding.

Stop worrying: Instead, imagine software developers' next great pivot

Worrying about worst-case scenarios is unnecessary; choose to imagine positive outcomes instead.

more#software-development

Software development

When writing code is no longer the bottleneck

Java 26 Arrives With AI Integration and a New Ecosystem Portfolio - What It Means for DevOps Teams - DevOps.com

Java 26 positions Java as the infrastructure layer for AI workloads, with 73 billion active JVMs already running enterprise systems where agentic AI will operate.

Observability warehouses, the next structural evolution for telemetry

Observability is essential for real-time insights in cloud systems, helping to reduce downtime and improve performance.

How AI has suddenly become much more useful to open-source developers

AI tools are becoming increasingly useful for open-source maintainers, but legal and quality issues remain.

Github Integrates AI to Improve Accessibility Issue Management and Automate Feedback Triage

GitHub has launched an AI-powered workflow to streamline accessibility feedback into prioritized engineering tasks.

Memo: Red Hat Global Engineering plans to lean in to AI

Red Hat is pushing AI tooling within its Global Engineering department, evolving roles to prioritize AI automation for customer value delivery.

Red Hat and Google Cloud expand OpenShift partnership

Red Hat and Google Cloud expand partnership to modernize applications and migrate VM workloads with OpenShift integration.

Memo: Red Hat Global Engineering plans to lean in to AI

Red Hat is pushing AI tooling within its Global Engineering department, evolving roles to prioritize AI automation for customer value delivery.

Red Hat and Google Cloud expand OpenShift partnership

Red Hat and Google Cloud expand partnership to modernize applications and migrate VM workloads with OpenShift integration.

more#red-hat

Go developer questions effectiveness of Dependabot

Dependabot sounded the alarm on a large scale. Thousands of repositories automatically received pull requests and warnings, including a high vulnerability score and signals about possible compatibility issues. According to Valsorda, this shows that the tool mainly checks whether a dependency is present, without analyzing whether the vulnerable code is actually accessible within a project.

Information security

Cloudflare Launches Dynamic Workers Open Beta: Isolate-Based Sandboxing for AI Agent Code Execution

Dynamic Worker allows Cloudflare Workers to run AI-generated code in isolated sandboxes, improving performance and efficiency over traditional containers.

fromDeveloper Tech News

Google releases Agent Development Kit for Java

Google's Agent Development Kit for Java streamlines AI integration into existing architectures, enhancing multi-language support and reducing integration friction.

Web frameworks

fromLoicpoullain

The future of web frameworks in the age of AI

AI agents now generate 90-95% of production code, requiring frameworks to be AI-understandable with comprehensive documentation and clear examples to remain competitive.

fromAmazon Web Services

Securely connect AWS DevOps Agent to private services in your VPCs | Amazon Web Services

AWS DevOps Agent enhances operational efficiency by securely connecting to private resources in VPCs, optimizing performance and incident management.

The Trust Tax Framework: Measuring Developer Confidence in CI/CD Systems - DevOps.com

Test infrastructure credibility is crucial; developers lose trust when re-run rates exceed 30% and override rates surpass 5%.

4 months ago

Software development

CI/CD and Gitops with Microservices: Open Ecosystem vs AWS Native

The Trust Tax Framework: Measuring Developer Confidence in CI/CD Systems - DevOps.com

Test infrastructure credibility is crucial; developers lose trust when re-run rates exceed 30% and override rates surpass 5%.

4 months ago

Software development

CI/CD and Gitops with Microservices: Open Ecosystem vs AWS Native

Harness adds four capabilities to close AI delivery gap

Harness is launching four new capabilities to enhance its Continuous Delivery platform, addressing the gap between code writing speed and release reliability.

fromDanielwestheide

Software development

Pair Programming Considered Unnecessary: The Costs of Productive Solitude

JetBrains is discontinuing Code With Me due to declining demand for remote collaborative coding post-pandemic.

Using Azure Copilot for migration and modernization

Azure Copilot simplifies application migration to Azure while leveraging GitHub Copilot for updates.

fromRealpython

How to Use Ollama to Run Large Language Models Locally - Real Python

Ollama allows local running of large language models without API keys or ongoing costs.

#event-driven-architecture

How to build an enterprise-grade MCP registry

MCP registries are essential for integrating AI agents with enterprise systems, requiring semantic discovery, governance, and developer-friendly controls.

Event-Driven Patterns for Cloud-Native Banking: Lessons from What Works and What Hurts

Event-driven architecture introduces complexity and requires careful implementation, especially in regulated environments, to ensure reliability and system evolution.

QCon London 2026: Managing Asynchronous APIs at Scale

Event-driven architectures require explicit specifications, governance, and provisioning practices to scale beyond informal ad-hoc approaches, using tools like AsyncAPI to enable discovery, schema consistency, and automated infrastructure deployment.

Event-Driven Patterns for Cloud-Native Banking: Lessons from What Works and What Hurts

Event-driven architecture introduces complexity and requires careful implementation, especially in regulated environments, to ensure reliability and system evolution.

more#event-driven-architecture

QCon London 2026: Managing Asynchronous APIs at Scale

KubeVirt v1.8 Brings Multi-Hypervisor Support and Confidential Computing to Kubernetes

KubeVirt v1.8 introduces a Hypervisor Abstraction Layer, enabling support for multiple backends beyond KVM, enhancing its functionality for VM workloads.

fromwww.sitepoint.com

Software Development

1. What Are the Key Features Every Modern Business Website Should Have Today? Perfect for UX, performance, and custom web development discussion.

Web design

From AI Code to Production: The Case for FeatureOps - DevOps.com

AI coding tools are widely used, but increased usage leads to decreased delivery stability and a control gap in understanding code impact.

Five Great DevOps Job Opportunities - DevOps.com

DevOps.com is launching a weekly jobs report to highlight opportunities for DevOps professionals amid a constrained talent pool.

Configuration as a Control Plane: Designing for Safety and Reliability at Scale

Configuration in cloud-native systems is a dynamic control plane that directly influences system behavior and reliability at runtime.

3 weeks ago

Coding for agents

AI agents reward explicit, consistent, well-documented code over clever or personally-preferred approaches, fundamentally changing software engineering standards toward machine-legibility.

QCon London 2026: Uncorking Queueing Bottlenecks with OpenTelemetry

Distributed tracing with OpenTelemetry enables engineers to identify root causes across service boundaries by maintaining hierarchical visibility of operations, while SLOs based on latency provide more reliable alerting than infrastructure metrics.

Generic methods approved for Go, devs miss other features

Go has approved generic methods, reversing its previous position, though generic methods cannot implement interfaces.

8 reasons developers love Go-and 8 reasons they don't

Go is a simple, C-like programming language created at Google to simplify building concurrent, networked, large-scale software with safety, performance, and easy learning.

Which development platforms and tools should you learn now?

Software development used to be simpler, with fewer choices about which platforms and languages to learn. You were either a Java, .NET, or LAMP developer. You focused on AWS, Azure, or Google Cloud. Full-stack developers learned the intricacies of selected JavaScript frameworks, relational databases, and CI/CD tools. In the best of times, developers advanced their technology skills with their employer's funding and time to experiment. They attended conferences, took courses, and learned the low-code development platforms their employers invested in.

Software development

What is GitOps? Extending devops to Kubernetes and beyond

Over the past decade, software development has been shaped by two closely related transformations. One is the rise of devops and continuous integration and continuous delivery (CI/CD), which brought development and operations teams together around automated, incremental software delivery. The other is the shift from monolithic applications to distributed, cloud-native systems built from microservices and containers, typically managed by orchestration platforms such as Kubernetes.

Software development