Real-time AI agents break traditional request-response load balancing paradigms because they rely on long-lived, stateful bidirectional streams that obscure true server capacity. To solve this, developers must implement application-level session tracking directly within the runtime to accurately measure the committed concurrent workload of active conversations. By feeding these precise session counts alongside standard CPU utilization metrics into a hybrid routing algorithm, infrastructure can effectively distribute stateful AI traffic and prevent individual backend bottlenecks.

Distributed AI training is notoriously fragile because losing a single machine typically crashes the entire multi-node job, forcing a time-consuming, full-workload infrastructure restart. To address this, Google’s JAX ecosystem utilizes elastic training via Pathways, which converts a hardware failure into a catchable Python exception so the running process can survive. When an unplanned failure occurs, the system automatically replaces only the broken worker, restores the last viable checkpoint from Cloud Storage, and resumes training in place—minimizing total downtime to under two minutes without ever restarting the main controller process.

The 2026-07-28 Model Context Protocol (MCP) specification replaces legacy stateful constraints with a fully stateless core, enabling cloud-native horizontal scaling, serverless deployments, and standard round-robin load balancing. This architectural shift introduces standardized HTTP headers for efficient routing without deep packet inspection, caching controls, and Multi Round-Trip Requests (MRTR) to handle interactive and long-running tasks without blocking connections. Developers can immediately begin migrating their agentic applications to this highly scalable infrastructure using the newly available beta SDKs for Python, TypeScript, Go, and C#.

Tunix is Google’s new JAX-native post-training library designed to eliminate TPU idling bottlenecks when training multi-turn, tool-using LLM reasoning agents. It maximizes hardware throughput by combining highly concurrent, asynchronous rollouts with a decoupled producer-consumer pipeline, ensuring the trainer is constantly fed even while agents wait on network I/O or environment steps. Additionally, Tunix provides plug-and-play abstractions and continuous macro-level profiling, allowing developers to easily integrate custom open-source environments and optimize complex distributed workflows without massive code rewrites.

On May 23, 2026, fresh off the stage at Google I/O, our Google Developer Experts (GDEs) converged on...

The open-source Genkit framework has introduced the Agents API, a full-stack tool designed to simplify the complex plumbing of conversational AI by packaging message history, tool loops, and streaming into a single interface. The API supports flexible, server- or client-managed state persistence—allowing for advanced workflows like history branching, long-running detached tasks, and multi-agent coordination—while seamlessly connecting backends to frontends via a unified wire protocol. Currently available in preview for TypeScript and Go, it also integrates with the Genkit Developer UI to allow developers to easily test, debug, and inspect agent snapshots without writing client code.

Answering the questions of "why we built ADK 2.0". This explains the rationale, some of the features, and why a developer should consider upgrading. This will be published the day after ADK go 2.0 launches.

The Google Cloud Workbench Notebooks extension for VS Code has officially launched, allowing developers to connect their local IDE to scalable, cloud-based Jupyter environments. This integration streamlines the machine learning lifecycle by eliminating context switching and providing direct access to high-performance Google Cloud infrastructure. To support transparency and community-driven innovation, the newly released extension is fully open-sourced and available on GitHub and the VS Code Marketplace.

Taiwan’s latest crackdown targets 17 Chinese-funded companies accused of using hidden ownership and unauthorized offices to recruit high-tech engineers.

The post Taiwan Investigates Chinese Firms for Poaching Tech Talent appeared first on TechRepublic.

New leaks show the Samsung Galaxy S26 FE in three apparent finishes as certification records and prelaunch sightings reveal more about its design, charging and expected specifications.

The post Samsung Galaxy S26 FE Color Leak Shows Three Finishes appeared first on TechRepublic.

Here is a recap of what happened in the search forums today...

Thousands of chatbot conversations began producing the same strange ideas about AI consciousness, identity, and “The Spiral.” Researchers still do not know exactly why.

The post What Is Spiralism? The Strange AI Chatbot Movement Explained appeared first on TechRepublic.

OnePlus 10T security support has ended. Here’s how owners can check their patch level, understand the risks, and decide when to replace the phone.

The post OnePlus 10T Is Out of Security Support: Should You Keep Using Yours? appeared first on TechRepublic.

Google is adding agentic AI and Personal Intelligence to Maps, helping users plan, order, and discover while keeping final approvals in their hands.

The post Google Maps Gets New Gemini Agent Features for Orders, Hotels, and Events appeared first on TechRepublic.

Google has yet to confirm Pixel 11 pricing, while Samsung’s Galaxy S26 is already selling across major APAC markets. Here’s how the known prices, storage, promotions, and enterprise considerations compare ahead of Google’s Aug. 12 launch.

The post Google Pixel 11 vs. Samsung Galaxy S26: APAC Price Guide Ahead of Aug. 12 Launch appeared first on TechRepublic.

Denmark is adding oral defenses and tighter exam controls in upper secondary schools as officials move to curb AI-assisted cheating and verify student work.

The post Denmark Adds Oral Defenses to Curb AI Cheating in High Schools appeared first on TechRepublic.

This week, we covered two unconfirmed Google search ranking updates, one mid-week and one over the weekend - some were pretty big. Google said Reddit gets no special preference in its search rankings or AI results...

Google Ads is rolling out a new customer acquisition option named "Report on new customers acquired." This lets you "Drive purchases from new and existing customers without changing bidding," according to Google.

Earlier this week, OpenAI sent an email to advertisers about new ChatGPT Ads Manager product updates. These updates include testing a new multi-product carousel format for product feed campaigns, plus a number of updates to the ad manager itself.