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Created by Michael Levin Dec 18, 2008 at 6:56pm. Last updated by Michael Levin May 4, 2018.
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In this article, the author diagnoses common failures in ML initiatives, including weak problem framing and the persistent prototype-to-production gap. The piece provides practical, experience-based guidance on setting clear business goals, treating data as a product, and aligning cross-functional teams for reliable, production-ready ML delivery.
By Wenjie ZiErica Pisani, host of the Performance and Sustainability track at QCon London 2025, reflects on lessons from assembling the track and from attending the talks. She touches on the importance of the environmental and social aspects of software and hints at how developers can improve them through small steps in the architecture and practices of software development.
By Erica Pisani
OpenAI's Open Responses standardizes agentic AI workflows, tackling API fragmentation and enabling seamless transitions between proprietary and open-source models. Supported by partners like Hugging Face and Vercel, this specification enhances reasoning visibility and tool execution, streamlining complex workflows and boosting productivity for developers. Empower your AI integration today!
By Hien Luu
A Cloudflare blog post claiming a "production-grade" Matrix homeserver on Workers didn't survive community scrutiny. Missing federation, incomplete encryption, and TODO comments in authentication logic pointed to unreviewed AI output. Matrix's Matthew Hodgson welcomed the effort but noted the implementation "doesn't yet constitute a functional Matrix server."
By Steef-Jan Wiggers
This week's Java roundup for January 26th, 2026, features news highlighting: an update on milestone and GA release schedule for Jakarta EE 12; the January 2026 edition of Open Liberty; a point release of Quarkus; maintenance releases of Spring Shell, Apache Tomcat and Gradle; and the first and second beta releases of JHipster 9.0.
By Michael Redlich
© 2026 Created by Michael Levin.
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