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InfoQ

@infoq@techhub.social
mastodon 4.7.2
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Helping dev teams adopt new technologies and practices for 16 years. Written by software engineers. Read by over 1.5 m devs worldwide.

https://linktr.ee/infoq

1088 Followers
233 Following
23 Posts
Joined November 24, 2022
InfoQ:
https://www.infoq.com/
QCon:
https://qconferences.com/
Open post
InfoQ @infoq@techhub.social
· 6mo ago

Meet TigerFS - an experimental #filesystem that mounts a database as a directory, storing files directly in PostgreSQL.

This #opensource project lets developers & AI agents interact with it using common Unix tools such as ls, cat, find, and grep, rather than via APIs or SDKs.

Discover more: https://bit.ly/3NXmkwl

#InfoQ #AI #AIagents #Database #Postgres

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

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

TigerFS is a new experimental filesystem that mounts a database as a directory and stores files directly in PostgreSQL. The open source project exposes database data through a standard filesystem interface, allowing developers and AI agents to interact with it using common Unix tools such as ls, cat, find, and grep, rather than via APIs or SDKs.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

As 𝐈𝐧𝐟𝐨𝐐 𝐜𝐞𝐥𝐞𝐛𝐫𝐚𝐭𝐞𝐬 𝐢𝐭𝐬 𝟐𝟎𝐭𝐡 𝐚𝐧𝐧𝐢𝐯𝐞𝐫𝐬𝐚𝐫𝐲 this year, we are marking the milestone by highlighting the voices of the editors who drive our community forward.

𝐀𝐥𝐦𝐢𝐫 𝐕𝐮𝐤’s journey with InfoQ began as a dedicated reader long before he joined our editorial team. Today, based in Sarajevo, he serves as our InfoQ Lead .NET Editor.

In this video, Almir shares how this transition provided him with the platform to evolve both as a software engineer and as a public speaker.

The reader who becomes the editor is one of our favorite InfoQ stories. Thank you, Almir.

🎂 𝐇𝐚𝐩𝐩𝐲 𝟐𝟎𝐭𝐡 𝐀𝐧𝐧𝐢𝐯𝐞𝐫𝐬𝐚𝐫𝐲, 𝐈𝐧𝐟𝐨𝐐! 𝐒𝐫𝐞𝐭𝐚𝐧 𝐫𝐨𝐝𝐣𝐞𝐧𝐝𝐚𝐧!

#InfoQ20 #DotNet #DevCommunity

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

#Netflix’s Service Topology builds and maintains a live dependency graph across thousands of microservices.

By combining 3 separate data sources into a single queryable graph, it gives engineers a real-time view of service dependencies, helping them identify issues and accelerate troubleshooting.

Read more on #InfoQ ⇨ https://bit.ly/43hw4FM

#DevOps #Microservices #Observability

How Netflix Maps Thousands of Microservices in Real-Time
InfoQ

How Netflix Maps Thousands of Microservices in Real-Time

Netflix has shared details about Service Topology. This internal system creates and updates a live dependency graph for thousands of microservices. It helps engineers see how services connect and resolve issues more quickly. The system merges three separate data sources into a single, queryable graph. It updates almost in real-time as traffic patterns shift.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

The new #GoogleWorkspace CLI provides a unified interface to Drive, Gmail, Calendar, Sheets, Docs, Chat, Admin & other Google Workspace APIs.

⇨ Built in #RustLang
⇨ Designed for humans & AI agent workflows
⇨ Structured JSON output
⇨ 100+ bundled agent skills

Full details on #InfoQ ⇨ https://bit.ly/4dOf0gH

#WebDevelopment #CLI #SoftwareDevelopment #AIAgents

Google Workspace CLI: Unified Command-Line Tool Built for Humans and AI Agents
InfoQ

Google Workspace CLI: Unified Command-Line Tool Built for Humans and AI Agents

Google has released a new CLI for Google Workspace, offering a unified interface for various services like Drive, Gmail, and Calendar. Built in Rust, the tool dynamically adjusts to API changes and features over 100 bundled skills. It requires Node.js and a Google Cloud project for setup. Initial community feedback is mixed, highlighting both its dynamic capabilities and setup challenges.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

The AI productivity paradox suggests that AI amplifies the abstractions it is built upon. If that abstraction is structurally brittle, it scales structural brittleness.

To build a future of reliable, high-velocity automation, we must stop scaling DOM-centric abstractions. Instead, we need a new testing paradigm grounded in Perception & Intent.

Read the #InfoQ article for a deep dive: https://bit.ly/43dcDxN

#WebDevelopment #JavaScript #HTML #AI #LLMs #Testing #QA

The AI Productivity Paradox in Test Automation: Moving beyond Structural Validation to Perception and Intent
InfoQ

The AI Productivity Paradox in Test Automation: Moving beyond Structural Validation to Perception and Intent

The AI productivity paradox states that AI scales whatever abstraction it is built on. If that abstraction is structurally brittle, it scales structural brittleness. This article shows that to build a future of reliable, AI-driven test automation, we must stop scaling DOM-centric abstractions and build a new testing paradigm grounded in perception and intent.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

#DuckDB has announced Quack - a new remote protocol over HTTP that enables multiple DuckDB instances to connect to and work with the same database across a network.

Quack brings client-server capabilities to a database that has traditionally been local and embedded.

🔗 Learn more: https://bit.ly/4foyrOp

#InfoQ #AI #DataAnalytics #DistributedData

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Open post
InfoQ @infoq@techhub.social
· 6mo ago

#Vercel just open-sourced json-render, and the numbers are staggering: 200 releases & 13k stars since launching in January 2026!

json-render is a framework that enables AI models to create structured user interfaces directly from natural language prompts.

🔗 Find out more: https://bit.ly/3PBNYPQ

#InfoQ #WebDevelopment #JSON #AI #GenerativeAI #OpenSource

Vercel Releases JSON-Render: a Generative UI Framework for AI-Driven Interface Composition
InfoQ

Vercel Releases JSON-Render: a Generative UI Framework for AI-Driven Interface Composition

Vercel has open-sourced json-render, a framework that enables AI models to create structured user interfaces from natural language prompts. Released under the Apache 2.0 license, it supports multiple frontend frameworks and features a catalog of components defined by developers. Community feedback includes both support and skepticism, highlighting its differences from existing standards.

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Open post
InfoQ @infoq@techhub.social
· 28mo ago

Thinking about #ArchitectureModernization?

Listen to the #InfoQ #podcast with Thomas Betts & Nick Tune as they explore the essentials:
✅ when it makes sense to invest
✅ how to get started
✅ expected benefits
✅ measuring success.

🎧 Listen now 👉 https://bit.ly/3KkPZtZ

#SoftwareArchitecture #DomainDrivenDesign

Architecture Modernization with Nick Tune
InfoQ

Architecture Modernization with Nick Tune

In this episode, Thomas Betts talks with Nick Tune, co-author of the book Architecture Modernization - Socio-Technical Alignment of Software, Strategy, and Structure. The discussion includes how to know if it makes sense to invest in an architecture modernization journey, how to get started, what benefits you can expect to achieve, and how to measure the improvements.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

"As part of our 20th-anniversary celebration, we are sharing insights from the editors who shape InfoQ every day.

Meet Olimpiu Pop, InfoQ editor and the facilitator of the Transylvania JUG.

For Olimpiu, the true value of InfoQ lies in the community itself - a space where senior and junior developers connect, collaborate, and learn from one another.

In his video, he highlights InfoQ as a vital resource for technologists looking to stay ahead of the curve.

Thank you, Olimpiu!

🎂 Happy 20th anniversary, InfoQ! La mulți ani!

#InfoQ20 #Java #DevCommunity

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

#Cloudflare traced a slowdown in its billing pipeline to contention in ClickHouse's query planning stage.

After profiling the bottleneck, the team contributed fixes to #ClickHouse that:
➤ Replaced an exclusive lock with a shared lock
➤ Eliminated per-query copying of the parts list
➤ Improved part filtering

Learn more: https://bit.ly/4fB9HCD

#InfoQ #Database

Cloudflare Identifies Query Planning Bottleneck in ClickHouse
InfoQ

Cloudflare Identifies Query Planning Bottleneck in ClickHouse

Cloudflare recently described how a slowdown in its billing pipeline was traced to contention inside the query planning stage of ClickHouse. The team profiled the bottleneck and patched ClickHouse to replace an exclusive lock with a shared lock, drop the per-query copy of the parts list, and improve part filtering.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

𝟐𝟎 𝐲𝐞𝐚𝐫𝐬 𝐚𝐠𝐨 𝐭𝐨𝐝𝐚𝐲, 𝐈𝐧𝐟𝐨𝐐 𝐥𝐚𝐮𝐧𝐜𝐡𝐞𝐝 𝐰𝐢𝐭𝐡 𝐚 𝐬𝐢𝐦𝐩𝐥𝐞 𝐛𝐞𝐭: don't chase hype—follow the innovators & early adopters before they become the mainstream.

𝟐 𝐝𝐞𝐜𝐚𝐝𝐞𝐬 𝐥𝐚𝐭𝐞𝐫: the tools have changed. The frameworks have changed. The architectural nightmares? Still here.

Our 20th-anniversary look at the technology adoption curve cuts through the noise, shows where the tech stack really sits today, and what's coming next:
https://bit.ly/4uVxdPg

🎂 𝐇𝐚𝐩𝐩𝐲 𝟐𝟎𝐭𝐡 𝐀𝐧𝐧𝐢𝐯𝐞𝐫𝐬𝐚𝐫𝐲, 𝐈𝐧𝐟𝐨𝐐!

#InfoQ20 #TechTrends

The Technology Adoption Curve, Twenty Years On
InfoQ

The Technology Adoption Curve, Twenty Years On

Today, June 8th, InfoQ celebrates 20 years. This is not a comprehensive history, but a deliberately selective look at the technologies and practices InfoQ identified early, where they sit on the adoption curve in 2026, and how that curve may evolve over the next five to ten years.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

𝐖𝐞 𝐚𝐫𝐞 𝐭𝐮𝐫𝐧𝐢𝐧𝐠 𝟐𝟎 this year, and we're marking the occasion by hearing from our editors.

Renato Losio is an InfoQ Staff Editor, a principal cloud architect, and an AWS Data Hero. He describes his time writing for InfoQ as the best of his career.
In this video, he talks about learning to dig past the surface and stay focused on what matters to practitioners, while looking ahead to the next 20 years.

𝐁𝐮𝐨𝐧 𝐜𝐨𝐦𝐩𝐥𝐞𝐚𝐧𝐧𝐨 𝐚𝐧𝐝 𝐭𝐡𝐚𝐧𝐤 𝐲𝐨𝐮, 𝐑𝐞𝐧𝐚𝐭𝐨. 🎂 𝐇𝐚𝐩𝐩𝐲 𝟐𝟎𝐭𝐡, 𝐈𝐧𝐟𝐨𝐐!

#InfoQ20 #Cloud #DevCommunity

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

#SoftwareArchitecture is never static - every architecture evolves over time.

The real question isn’t whether change will happen, but whether that change is intentional or accidental.

Architectural Change Cases help teams make more deliberate decisions by clarifying exactly where and how a system is expected to evolve.

📰 Check out this #InfoQ article by Pierre Pureur & Kurt Bittner to learn more: https://bit.ly/3ROXMqU

#ADR #ArchitectureDocumentation #ArchitectureEvaluation #EvolutionaryArchitecture

Architectural Change Cases: a Practical Tool for Evolutionary Architectures
InfoQ

Architectural Change Cases: a Practical Tool for Evolutionary Architectures

Architectural change cases extend architecture decision record (ADR) thinking by evaluating how decisions may evolve over time. Change cases expose hidden assumptions and help teams estimate the reversibility and cost of change.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

#NextJS 16.2 is now available, bringing major performance improvements, including up to 400% faster development startup times & up to 60% faster rendering.

The release also introduces AI-assisted development features, Turbopack optimizations, and improved error reporting.

More details on #InfoQ 👉 https://bit.ly/4ukyHSm

#WebDevelopment #JavaScript #TypeScript #React

Next.js 16.2: 400% Faster Dev Startup, Faster Rendering, and Deeper Tooling for AI Agents
InfoQ

Next.js 16.2: 400% Faster Dev Startup, Faster Rendering, and Deeper Tooling for AI Agents

Vercel has released Next.js 16.2, featuring performance enhancements that make development startup 400% faster and rendering up to 60% quicker. The update includes AI-assisted development tools, improved Turbopack efficiency, and better error reporting. Migration from Next.js 15 is supported, and compatibility is set for Node.js 20.9 and TypeScript 5.1 or newer.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

If you are running a #RAG pipeline on embeddings alone, you are leaving retrieval quality on the table.

To maximize accuracy, you need to:
➤ Add BM25
➤ Fuse with Reciprocal Rank Fusion (RRF)
➤ Consider a cross-encoder re-ranking stage

📰 Read the #InfoQ article by Aaditya Chauhan for more information: https://bit.ly/4o8GnoZ

#AI #GenerativeAI #LLMs #VectorDatabases

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

Arm has open-sourced Metis - an #AgenticAI security framework built to autonomously identify complex software vulnerabilities.

Metis uses semantic reasoning to analyze cross-component dependencies and provides clear, natural language explanations for its findings.

🔗 Learn more: https://bit.ly/4uTai7o

#InfoQ #AI #OpenSource #LLMs #AIagents #SecurityVulnerabilities

Arm Open-Sources Metis, an AI Security Framework Outperforming Traditional SAST Tools
InfoQ

Arm Open-Sources Metis, an AI Security Framework Outperforming Traditional SAST Tools

Arm has open-sourced Metis, an agentic AI security framework designed to autonomously uncover complex software vulnerabilities. Unlike traditional pattern-based tools, Metis applies semantic reasoning to analyze cross-component dependencies and provides clear, natural language explanations for its findings.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

#OpenTelemetry just launched Blueprints - a new initiative designed to reduce the growing complexity of deploying & operating observability systems at scale.

It provides:
🔹 Prescriptive guidance
🔹 Architectural patterns
🔹 Reference implementations

Teams can deploy OpenTelemetry consistently across Kubernetes, infrastructure, applications & cloud-native environments.

Learn more via #InfoQ ➤ https://bit.ly/3ShF6A8

#Observability #DevOps

OpenTelemetry Launches “Blueprints” Initiative to Simplify Enterprise Observability Adoption
InfoQ

OpenTelemetry Launches “Blueprints” Initiative to Simplify Enterprise Observability Adoption

OpenTelemetry has introduced a new "Blueprints" initiative aimed at reducing the growing complexity of deploying and operating observability systems at scale.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

#GoogleCloud’s automated systems incorrectly suspended Railway's production account, triggering an ~8-hour platform-wide outage.

The incident completely took down:
🛑 The main dashboard & API
🛑 Code deployments
🛑 Active databases
... impacting ~3M users!

More details on #InfoQ ⇨ https://bit.ly/3QgyotG

#CloudComputing #SRE

Google Cloud Suspends Railway's Production Account, Causing Eight-Hour Platform-Wide Outage
InfoQ

Google Cloud Suspends Railway's Production Account, Causing Eight-Hour Platform-Wide Outage

Google Cloud's automated systems suspended Railway's production account without notice, triggering an eight-hour platform-wide outage affecting 3 million users. The cascade took down workloads across all providers including AWS and bare metal because Railway's control plane was hosted on GCP. Railway is demoting GCP to backup-only status.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

Software architecture is as much about people and business as it is about technology.

This #InfoQ podcast breaks down the critical intersection of technical and social architecture.

Key takeaways:
• Business > Tech: How the company operates matters
• Focus on Outcomes: Good requirements look at problems to solve
• Embrace Constraints: Boundaries eliminate decision fatigue

🎧 Listen now: https://bit.ly/4uOK8mn

#SoftwareArchitecture #RequirementsEngineering #DDD #TechLeadership

Requirements Analysis for Architects: a Conversation with Sonya Natanzon
InfoQ

Requirements Analysis for Architects: a Conversation with Sonya Natanzon

Michael Stiefel spoke to Sonya Natanzon, about the intersection of technical and social aspects of software architecture. Understanding the business and how a company operates is more important than the specific technologies used. Effective requirements analysis requires focusing on problems to be solved that describe good and bad outcomes, rather than statements of need or solution statements.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

Dynamic Workflows - a new capability in #ClaudeCode for handling complex software engineering tasks through coordinated AI agent workflows.

The feature enables Claude to:
• Generate orchestration scripts dynamically
• Break work into subtasks
• Execute tasks in parallel
• Validate results before delivering a final answer

Details here 👉 https://bit.ly/4x0rSru

#InfoQ #AI #AIAgents

Claude Code Adds Dynamic Workflows for Parallel Agent Coordination
InfoQ

Claude Code Adds Dynamic Workflows for Parallel Agent Coordination

Anthropic introduced Dynamic Workflows, a new capability for Claude Code designed to handle complex software engineering tasks by coordinating large numbers of AI agents within a single workflow. The feature allows Claude to dynamically create orchestration scripts, break work into subtasks, run them in parallel, and validate results before presenting a final answer.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

Shopify has unveiled GraphQL Cardinal, a new execution engine replacing depth-first traversal with breadth-first execution.

Cardinal delivers performance improvements:
⚡ Up to 15× faster field execution
⚡ 6× lower garbage collection overhead
⚡ More than 4 seconds improvement in P50 latency

🔗 Learn more about the engineering behind GraphQL Cardinal: https://bit.ly/3RHwvXm

#InfoQ #SoftwareArchitecture #DistributedSystems #Performance #LowLatency #GraphQL #Microservices

Shopify Reports 15X Faster Graphql Execution with Breadth First Engine
InfoQ

Shopify Reports 15X Faster Graphql Execution with Breadth First Engine

Shopify introduced GraphQL Cardinal, a new execution engine replacing depth-first traversal with breadth-first execution. The redesign improves large-scale GraphQL performance with up to 15x faster field execution, 6x lower GC overhead, and +4s P50 latency gains. It focuses on execution-layer efficiency and batched resolver processing for high-cardinality commerce queries.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

It’s been a busy week in the #Java ecosystem!

Highlights include:
➤ Lifecycle changes with two of the JEPs that were targeted for JDK 27; the GA release of Koog 1.0; point releases of Hazelcast, Quarkus, Hibernate and JHipster; the 8th milestone release of Spring AI 2.0; and introducing Endive, a JVM-native WebAssembly (Wasm) runtime.

🔗#InfoQ News Roundup: https://bit.ly/4vIiYxB

#JDK27 #SpringAI #Quarkus #JHipster #Hibernate #WebAssembly #Wasm

Java News Roundup: OpenJDK JEPs, Hazelcast, Quarkus, Hibernate, Koog, JHipster, Introducing Endive
InfoQ

Java News Roundup: OpenJDK JEPs, Hazelcast, Quarkus, Hibernate, Koog, JHipster, Introducing Endive

This week's Java roundup for May 25th, 2026, features news highlighting: lifecycle changes with two of the JEPs that were targeted for JDK 27; the GA release of Koog 1.0; point releases of Hazelcast, Quarkus, Hibernate and JHipster; the eighth milestone release of Spring AI 2.0; and introducing Endive, a JVM-native WebAssembly (Wasm) runtime.

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Open post
InfoQ @infoq@techhub.social
· 4mo ago

Learn how #Meta migrated a data ingestion platform that transfers several petabytes of MySQL social graph data every day to improve reliability and operational efficiency.

The team used techniques such as reverse shadowing and continuous checksum monitoring to execute the migration with zero downtime.

🔗 Discover more: https://bit.ly/3RwcYsZ

#AI #MySQL #Migration #Scalability #InfoQ

How Meta Rebuilt Data Ingestion for Petabyte-Scale Reliability
InfoQ

How Meta Rebuilt Data Ingestion for Petabyte-Scale Reliability

The engineering team at Meta recently outlined how the company migrated a data ingestion platform that transfers several petabytes of MySQL social graph data daily to improve reliability and operational efficiency. The team used techniques like reverse shadowing and continuous checksum monitoring to ensure zero downtime during the transition.

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