December 2015 Blog Posts (4)

Hadoop and big data - believe the hype?

Ok, don't shoot the messenger: http://www.infoworld.com/article/3013151/hadoop/report-dont-believe-the-hype-about-hadoop-usage.html

What do you think? True or hype, in your experience?

Added by Michael Levin on December 22, 2015 at 1:38pm — No Comments

Learning JavaScript?

If you're learning JavaScript or just interested in how it's moving along, this survey has some nuggets to glean like what the most popular tools are these days. Have a look: https://ponyfoo.com/articles/javascript-developer-survey-results

Added by Michael Levin on December 16, 2015 at 9:30pm — No Comments

new JUG Africa social group

The new JUG Africa social group is live! Check it out here: https://community.oracle.com/groups/jug-africa-social-group



http://medianetwork.oracle.com/video/player/4640558532001

And more…

Continue

Added by Michael Levin on December 7, 2015 at 10:30am — No Comments

Early-access build b95 of JDK 9 is available for download

Hi All,



Early-access builds of JDK 9 with Project Verona in b95 are

available for download here https://jdk9.java.net/download



The goal of this Project is to implement the new JDK version string as

described in JEP-223. http://openjdk.java.net/jeps/223



The new version-string scheme is designed to easily distinguish major,

minor, and security-update… Continue

Added by Michael Levin on December 7, 2015 at 10:30am — No Comments

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InfoQ Reading List

Airbnb Implements Context-Aware Identity Model to Support Privacy-First Social Features

Airbnb has redesigned its identity system to support privacy-first social features in Experiences. The platform introduces context-specific profiles that separate global user identity from externally visible profiles, preventing cross-context linkage. The migration leveraged automated auditing, manual validation, and AI-assisted refactoring to enforce correct identity usage across services.

By Leela Kumili

JEP 533 Tightens Exception Handling in Java's Structured Concurrency for JDK 27

JEP 533, Structured Concurrency, has reached integrated status for JDK 27. It refines exception handling and type safety in its API, particularly focusing on exception flow with a new ExecutionException type. Changes include an updated Joiner interface and a new open overload for easier configuration. The steady evolution signals ongoing development as feedback shapes the API.

By A N M Bazlur Rahman

Presentation: What I Learned Building Multi-Agent Systems From Scratch

Paulo Arruda discusses Shopify’s evolution in AI adoption, moving from simple chat tools to a sophisticated swarm of specialized agents. He explains the transition from massive "all-in-one" prompts to lean, narrow-focused agent microservices that slash task times from hours to minutes. He also shares a future-looking hypothesis on using filesystem-based adapters to solve context bloat.

By Paulo Arruda

Article: The Mathematics of Backlogs: Capacity Planning for Queue Recovery

Backlogs in distributed systems are arithmetic problems, not mysteries. This article provides practical formulas for calculating backlog drain time, sizing consumer headroom, and setting auto-scaling triggers. It covers key failure modes — retry amplification, metastable states, and cascading pipeline bottlenecks — plus when to shed load instead of draining.

By Rajesh Kumar Pandey

Grafana's Pyroscope 2.0 Makes Continuous Profiling Practical at Scale

Grafana Labs has launched Pyroscope 2.0, a rearchitected open-source continuous profiling database. This version improves storage costs, query performance, and operational complexity. Key changes include single write paths for profiles, stateless query processing, and enhanced capabilities for profiling data. It supports the OpenTelemetry Protocol, aligning with current trends in observability.

By Matt Saunders

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