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- What are your main interests in software development?
- Triyock BPO, established in the year 2017, is an emerging global leader in providing expert data collection services and research outsourcing. We offer back office support, Data Annotation, Video Annotation, Image Annotation, Text Annotation, data entry, document conversion, web research, and scraping services. We emphasize innovation and use the best technology available. We are dedicated to delivering quality, speed, and integrated approaches through outstanding service and solutions.
- Do you have a website?
- http://https://www.triyock.com/
Happy 10th year, JCertif!
Notes
Welcome to Codetown!
Codetown is a social network. It's got blogs, forums, groups, personal pages and more! You might think of Codetown as a funky camper van with lots of compartments for your stuff and a great multimedia system, too! Best of all, Codetown has room for all of your friends.
Created by Michael Levin Dec 18, 2008 at 6:56pm. Last updated by Michael Levin May 4, 2018.
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InfoQ Reading List
GitHub Actions Runner Controller 0.15.0 Targets Reliability at Scale
GitHub has released Actions Runner Controller (ARC) 0.15.0, introducing reliability, scalability, and observability improvements for organisations running self-hosted GitHub Actions runners on Kubernetes.
By Craig RisiPresentation: Beyond the Prototype: Scaling Framework Agnostic AI Agent Infrastructure with Ray
The speakers discuss transitioning AI agents from local FastAPI prototypes to resilient production systems on Kubernetes using Ray. They share operational insights on RayCluster topology, stateful memory handling, auto-scaling on dynamic traffic, and robust control plane designs, while highlighting critical guardrails, multi-region setups, and LLM-as-a-judge evaluation pipelines.
By Deepak Mohanakumar Chandramouli, Bhumik Vinodkumar ThakkarJava News Roundup: JEPs for JDK 28, Azul Payara, Gatherers4j, Google ADK, Yupiik, Apache Camel CVEs
This week's Java roundup for October 12th, 2026, features news highlighting: three OpenJDK JEPs targeted for JDK 28; the October 2026 edition of Azul Payara; point releases of Gatherers4j, Yupiik Fusion, Google ADK for Java and Google ADK for Kotlin; and 38 CVEs resolved in Apache Camel.
By Michael RedlichPinterest Uses Event Time Watermarks to Finalize Petabyte Scale Data Partitions
Pinterest has introduced event time-based partition finalization for its database ingestion framework. The mechanism uses Apache Flink to track event time and Apache Iceberg metadata to publish a non-regressing watermark, helping downstream jobs determine when continuously ingested CDC data is sufficiently complete for processing.
By Leela KumiliJEP 543 Finalizes Structured Concurrency in JDK 28, Ending Seven Preview Rounds
JDK 28 finalizes structured concurrency through JEP 543, with no API changes from JDK 27. Teams on JDK 27 only need to drop --enable-preview and recompile. Code written for JDK 25 or 26 must adapt to the R_X exception type parameter, ExecutionException wrapping, and the abstract timeout() joiner callback.
By A N M Bazlur Rahman
© 2026 Created by Michael Levin.
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