Apple’s $599 Mac mini is now sold out, with shortages spreading across configurations amid supply and demand pressures.

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Here is a recap of what happened in the search forums today, through the eyes of the Search Engine Roundtable and other search forums on the web. We are seeing Google volatility get heated again...

Danny Sullivan from Google spoke at the Google Search Central event in Toronto a couple of days ago and a few of his slides spoke about it is important to produce "unique, authentic and non-commodity content." And then Sullivan dug into what commodity content is.

Google may now hold your review replies for approval before showing them in Google Maps or Google Search. Previously, those replies were immediately shown but that may have changed.

I know it has been a while since I covered the Google Search ranking volatility and algorithm twitches but I am now seeing signs of the volatility heating up. These signs are mostly coming from the tools; the community seems busier with other things.

Google is experimenting with the new tab view in Chrome. This view brings more Gemini features to the forefront, such as Deep Search and Create Images.

Google recently posted a new job listing for a GEO Partner Manager. The position calls for you to be responsible for the "transition Google's engagement model from Generative Engine Optimization (GEO) discovery to formal ecosystem advocacy."

Google has released version 24 of the Google Ads API, this is a major release with dozens of updates. This update includes changes to Demand Gen, travel feeds, conversion types, shopping, reporting, videos, and much more.

The Google Cloud AI Agent Bake-Off highlights a shift from simple prompt engineering to rigorous agentic engineering, emphasizing that production-ready AI requires a modular, multi-agent architecture. The post outlines five key developer tips, including decomposing complex tasks into specialized sub-agents and using deterministic code for execution to prevent probabilistic errors. Furthermore, it advises developers to prioritize multimodality and open-source protocols like MCP to ensure agents are scalable, integrated, and future-proof against rapidly evolving model capabilities.

Square is a payment processing platform with built-in POS and business management tools for in-person and online sales. Here’s how it works, what it costs, and its ideal use cases.

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Google I/O returns May 19–20 to showcase major updates in AI, Android, Chrome, and Cloud, beginning with a keynote on the "agentic era" of development. The event will focus on new tools designed to automate complex workflows and simplify the creation of high-quality, AI-ready applications. Attendees can register to access live sessions, technical demos, and professional development resources both live and on-demand.

Google has released version 1.0.0 of the Agent Development Kit (ADK) for Java, introducing powerful new features like Google Maps grounding, built-in URL fetching, and a standardized Agent2Agent protocol for cross-framework collaboration. The update enhances agent control through a new "App" and "Plugin" architecture, which allows for global logging, automated context window management via event compaction, and "Human-in-the-Loop" workflows for action confirmations. Additionally, the release provides robust session and memory services using Google Cloud integrations like Firestore and Vertex AI to manage long-term state and large data artifacts.

MaxText has introduced new support for Supervised Fine-Tuning (SFT) and Reinforcement Learning (RL) on single-host TPU configurations, leveraging JAX and the Tunix library for high-performance model refinement. These features enable developers to easily adapt pre-trained models for specialized tasks and complex reasoning using efficient algorithms like GRPO and GSPO. This update streamlines the post-training workflow, offering a scalable path from single-host setups to larger multi-host configurations.

The Agent Development Kit (ADK) SkillToolset introduces a "progressive disclosure" architecture that allows AI agents to load domain expertise on demand, reducing token usage by up to 90% compared to traditional monolithic prompts. Through four distinct patterns—ranging from simple inline checklists to "skill factories" where agents write their own code—the system enables agents to dynamically expand their capabilities at runtime using the universal agentskills.io specification. This modular approach ensures that complex instructions and external resources are only accessed when relevant, creating a scalable and self-extending framework for modern AI development.

More than 1,300 internet-exposed SharePoint servers remain unpatched against CVE-2026-32201, a spoofing flaw Microsoft says was exploited as a zero-day.

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At Data Center World, experts explain how generative and agentic AI are reshaping data center power, cooling, and infrastructure demands.

The post AI Demand Is Forcing a Rethink of Data Center Power, Cooling appeared first on TechRepublic.

Vonage’s partnership with Girls Who Code is more than feel-good philanthropy; it’s a blueprint for building diverse AI talent pipelines.

The post Vonage, Girls Who Code Show What ‘Responsible AI’ Looks Like appeared first on TechRepublic.

Mozilla says Firefox 150 patches 271 vulnerabilities found with Anthropic’s restricted Mythos AI, highlighting how quickly AI-driven bug hunting is accelerating.

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Google Cloud has introduced the Agents CLI, a specialized tool designed to bridge the gap between local development and production-grade AI agent deployment. The CLI provides coding assistants with machine-readable access to the full Google Cloud stack, reducing context overload and token waste during the scaffolding process. By streamlining evaluation, infrastructure provisioning, and deployment into a single programmatic backbone, the tool enables developers to move from initial concept to a live service in hours rather than weeks.

Fake Antigravity downloads are enabling fast account takeovers using hidden malware and stolen session cookies.

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