#Microservices decompose functionality. #AgenticAI decomposes decisions. What does this shift mean for the future of #DistributedSystems? Explore the new architectural challenges in observability, reliability, and non-deterministic execution: bit.ly/4zIipWu #InfoQ

When #Spotify standardized their codebase, their #AIagents started generating more correct code. 1️⃣ Predictable code → Faster automated checks 2️⃣ Less review load → Expanded team capacity 3️⃣ More capacity → Exponential output 🔗 bit.ly/4xihOcO #CodeReview #InfoQ

#AWS introduces the Well-Architected Agent in preview. The AI agent evaluates AWS environments, prioritizes recommendations across cost, security, performance, and reliability, and reviews infrastructure-as-code before deployment. 🔗 bit.ly/4yYHQmx #AI #InfoQ

GitHub Actions Runner Controller 0.15.0 Targets Reliability at Scale bit.ly/4i4ab3z by @RisiCraig

Beyond the Prototype: Scaling Framework Agnostic AI Agent Infrastructure with Ray bit.ly/4yVaftF by Deepak Mohanakumar Chandramouli, Bhumik Vinodkumar Thakkar

Helidon 27 is out! Aligned with JDK 27, this release introduces Helidon’s new Messaging and Data JDBC modules and adopts Oracle’s Tip & Tail model, while Helidon 4.5.5 stays on JDK 21. 🔗 Read the full story on InfoQ: bit.ly/4egOmNa #InfoQ #Java #Helidon #JDK27

Brendan O’Leary analyzed 40T+ tokens across 500+ models to reveal: • Why single-model setups fail • The 4 rungs of the AI Trust Ladder • How to build reliable agentic workflows 🎥 Watch now: bit.ly/4say3HD #AI #AIagents #SoftwareEngineering #InfoQ

Java News Roundup: JEPs for JDK 28, Azul Payara, Gatherers4j, Google ADK, Yupiik, Apache Camel CVEs bit.ly/4dQVBvc by @mpredli

Reverse Engineer Anything (REA), an #opensource project with 200K+ GitHub stars, connects coding agents like Claude Code & Codex to tools like Ghidra, Hopper & IDA. 👉 Learn more: bit.ly/47nPNpl #InfoQ #AI #AIagents #StaticAnalysis #ReverseEngineering

Pinterest Uses Event Time Watermarks to Finalize Petabyte Scale Data Partitions bit.ly/4iu6PIA by @KumiliLeela

JEP 543 Finalizes Structured Concurrency in JDK 28, Ending Seven Preview Rounds bit.ly/4yOwEIx by @bazlur_rahman

Finding bugs AFTER shipping code is expensive. Finding bugs BEFORE writing code is pure magic. Hillel Wayne explains how testing systems before they exist can prevent costly mistakes and save months of development time. 🔗 bit.ly/4k3UWdB #Debugging #InfoQ

From Microservices to Agents: The Next Evolution of Distributed Systems bit.ly/4yraVpu by Mallika Rao, reviewed by @RafalGancarz

The Future of Web Apps: Will AI Agents Generate UIs on the Fly? bit.ly/481sRwa by Rachel Lee Nabors

EmbeddingGemma 2 Expands Beyond Text to Support Code, Images, Video, and Audio bit.ly/4hOXrPy by Sergio De Simone

#Cloudflare’s OHTTP Gateway is in closed beta, with 1 notable restriction: it won’t decrypt requests from Cloudflare Workers or Cloudflare-proxied hosts. Why? To prevent client identifiers and request contents from ending up in the same hands. 🔎 bit.ly/4eFjPZv #InfoQ

Buildkite Adds Scoped Secrets and New Agentic CI Tools bit.ly/3VXUmnK by Matt Saunders

.NET 11 Release Candidate 2: Go-Live License and Updates Across Libraries, F#, MAUI, and WinForms bit.ly/3WyvhQp by @almirvuk

NestJS 12: ESM Packages, Standard Schema Validation and Native Observability bit.ly/3VJ321l by Daniel Curtis

#EvolutionaryArchitecture isn’t just about making change easier. It’s about making change safe, deliberate, and sustainable. Discover practical strategies for managing change in this #InfoQ eMag. 📘 Download for FREE ⇨ bit.ly/4BaKBmi #SoftwareArchitecture