I picked interest on you after going through your short profile and demand it necessary to write you immediately. I have something very vital to disclose to you, but I found it difficult to express myself here, since it's a public site.Could you please get back to me on (Jonathanbewes9@gmail.com) for the full
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Pratik Rasam discusses how Spotify Ads Manager runs production-grade multi-agent systems at scale using Google ADK Java. He shares key architectural patterns, domain ownership models, deterministic guardrails, and tracing-based evaluation strategies, detailing hard-learned lessons on drawing agent boundaries, optimizing tool schemas, and managing costs while avoiding monolithic agent pitfalls.
European organisations can enhance their technological sovereignty by developing credible alternatives and acquiring necessary skills, rather than completely avoiding global providers. A panel discussion at the OSS EU highlighted the importance of understanding dependencies in cloud and hardware, and emphasized the need for practical choices in software for effective operational sovereignty.
During its recent “Birthday Week”, Cloudflare announced Clef, a set of open-weight AI models designed to choose between predefined options rather than generate text. Cloudflare released 9B- and 27B-parameter models, along with a platform for adapting them to specific decision-making tasks.
A survey conducted by independent research firm Coleman Parkes on behalf of Undo, a company focused on scaling AI-powered root-cause analysis, found that while AI coding agents have accelerated code generation, they have shifted the primary bottleneck to debugging, code comprehension, and maintenance.
At Embedded Linux Conference Europe 2026, Wolfram Sang discussed the Linux building blocks for asymmetric multiprocessing (AMP). He highlighted the solid foundation but noted challenges like limited contributor coverage and fragmented testing. Sang's work on a hardware-spinlock driver revealed maintenance complexities and the need for more reviewers and testers to support evolving AMP systems.
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Good day,
I picked interest on you after going through your short profile and demand it necessary to write you
immediately. I have something very vital to disclose to you, but I found it difficult to express myself
here, since it's a public site.Could you please get back to me on (Jonathanbewes9@gmail.com) for the full
details.
Have a nice day.
Jonathan
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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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Presentation: Multi-Agent Patterns from Spotify’s AI Powered Advertising Platform
Pratik Rasam discusses how Spotify Ads Manager runs production-grade multi-agent systems at scale using Google ADK Java. He shares key architectural patterns, domain ownership models, deterministic guardrails, and tracing-based evaluation strategies, detailing hard-learned lessons on drawing agent boundaries, optimizing tool schemas, and managing costs while avoiding monolithic agent pitfalls.
By Pratik RasamTechnological Sovereignty Requires Choice, Skills, and Support, Panelists Say During OSS EU
European organisations can enhance their technological sovereignty by developing credible alternatives and acquiring necessary skills, rather than completely avoiding global providers. A panel discussion at the OSS EU highlighted the importance of understanding dependencies in cloud and hardware, and emphasized the need for practical choices in software for effective operational sovereignty.
By Olimpiu PopCloudflare Open Sources Decision Models for AI Agents
During its recent “Birthday Week”, Cloudflare announced Clef, a set of open-weight AI models designed to choose between predefined options rather than generate text. Cloudflare released 9B- and 27B-parameter models, along with a platform for adapting them to specific decision-making tasks.
By Renato LosioSurvey Finds AI-Generated Code Increases Debugging and Failure Rates and Creates a Comprehension Gap
A survey conducted by independent research firm Coleman Parkes on behalf of Undo, a company focused on scaling AI-powered root-cause analysis, found that while AI coding agents have accelerated code generation, they have shifted the primary bottleneck to debugging, code comprehension, and maintenance.
By Sergio De SimoneThe Async Multiprocessing Has Sound Foundations in Linux, But Further Testing Is Needed
At Embedded Linux Conference Europe 2026, Wolfram Sang discussed the Linux building blocks for asymmetric multiprocessing (AMP). He highlighted the solid foundation but noted challenges like limited contributor coverage and fragmented testing. Sang's work on a hardware-spinlock driver revealed maintenance complexities and the need for more reviewers and testers to support evolving AMP systems.
By Olimpiu Pop