# Google

Google is a technology company that operates developer resources and platforms.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## \[Aug 2026\] AI Community -- Activity Highlights and Achievements

DevFeed: [\[Aug 2026\] AI Community -- Activity Highlights and Achievements](<https://devfeed.tech/articles/aug-2026-ai-community-activity-highlights-and-achievements-41358.md>)

Original publisher: [Read original article](<https://medium.com/google-developer-experts/aug-2026-ai-community-activity-highlights-and-achievements-25e3b1ee42b1?source=rss----a67bd6fa7d58---4>)

Author: Nari Yoon

Published: 2026-09-17T05:12:15Z

Content type: article

Language: en

Sources: [Google Developer Experts - Medium](<https://devfeed.tech/sources/google-developer-experts-medium.md>)

Topics: [Google AI](<https://devfeed.tech/topics/google-ai.md>), [Google](<https://devfeed.tech/topics/google.md>), [google-antigravity](<https://devfeed.tech/topics/google-antigravity.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [computer-use](<https://devfeed.tech/topics/computer-use.md>), [Fine-tuning](<https://devfeed.tech/topics/fine-tuning.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding-agents](<https://devfeed.tech/tags/ai-coding-agents.md>), [ai-studio](<https://devfeed.tech/tags/ai-studio.md>), [antigravity](<https://devfeed.tech/tags/antigravity.md>), [api](<https://devfeed.tech/tags/api.md>), [automation](<https://devfeed.tech/tags/automation.md>), [community](<https://devfeed.tech/tags/community.md>), [computer-use](<https://devfeed.tech/tags/computer-use.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [google](<https://devfeed.tech/tags/google.md>), [google-ai](<https://devfeed.tech/tags/google-ai.md>), [google-cloud](<https://devfeed.tech/tags/google-cloud.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [multi-agent](<https://devfeed.tech/tags/multi-agent.md>), [ocr](<https://devfeed.tech/tags/ocr.md>), [paper](<https://devfeed.tech/tags/paper.md>), [pitfalls](<https://devfeed.tech/tags/pitfalls.md>)

### AI overview

A monthly roundup of Google AI community activities and achievements, covering Antigravity prototyping and engineering, AI coding agents, MCP-based remote control, computer-use agent orchestration, earthquake research, and TPU fine-tuning and migration guidance.

### Source excerpt

We love sharing the accomplishments of the Google AI communities over the month. We appreciate all the hard work and dedication of our community members. Without further ado, here are the key highlights by products! Agentic DevelopmentAntigravityPrototype App: OCR and Text Extraction by the author Prototyping and Bringing Ideas to Application Using Google AI Studio and Antigravity 2.0 by AI GDE Joan Santoso (Indonesia) shares a rapid prototyping workflow building an AI-powered Form Extractor using the Gemini API, featuring a lightweight OCR and text extraction workflow. Antigravity Engineering Series by GDE Amulya Bhatia (Germany) focuses on key features of Antigravity 2.0 across 10 articles covering topics such as multi-agent orchestration, safety architecture, and workflow automation, accompanied by source code examples. (image soruce) Remote Control for Google Antigravity: Drive Your AI Coding Agent From Telegram 🛰 by GDE Nicola Guglielmi (Italy) introduces an open-source MCP server that turns Telegram into a remote control surface for AI coding agents. Before the Quake: How Antigravity CLI's AI Agents & IoT Data Predict Earthquakes by GDE Kanshi Tanaike (Japan) introduces the paper establishing Unified LAIC-AGW Theory by integrating ultra-dense IoT weather data with seismic moment tensors. It demonstrates a pre-seismic early warning capability by capturing enthalpy anomalies and acoustic-gravity waves. ADKAI GDE Henry Ruiz (US) and AI GDE Margaret Maynard-Reid (US) AI GDE Henry Ruiz (US) and AI GDE Margaret Maynard-Reid (US) introduced UISurf: An Operator-Centric Multi-Agent Platform for Observable and Cross-Environment UI Automation at the Agentic AI Summit 2026. They highlighted how the model-agnostic framework leverages the Google Cloud and Gemini ecosystems, such as GEAP and ADK, to orchestrate and evaluate computer-use agents across web, desktop, and mobile environments. Frameworks and ResearchTPU Introduction to SFT on TPU with Tunix -- 10 pitfalls until 2

## Samsung Gallery получит синхронизацию с Google Photos

DevFeed: [Samsung Gallery получит синхронизацию с Google Photos](<https://devfeed.tech/articles/samsung-gallery-google-photos-40900.md>)

Original publisher: [Read original article](<https://habr.com/ru/news/1083146/>)

Author: daniilshat

Published: 2026-09-16T20:04:07Z

Content type: news

Language: ru

Sources: [Tagir Valeev](<https://devfeed.tech/sources/tagir-valeev.md>)

Topics: [samsung](<https://devfeed.tech/topics/samsung.md>), [Google](<https://devfeed.tech/topics/google.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [google](<https://devfeed.tech/tags/google.md>), [google-photos](<https://devfeed.tech/tags/google-photos.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [one-ui](<https://devfeed.tech/tags/one-ui.md>), [photos](<https://devfeed.tech/tags/photos.md>), [samsung](<https://devfeed.tech/tags/samsung.md>), [sync](<https://devfeed.tech/tags/sync.md>), [tag-37307bce20f9](<https://devfeed.tech/tags/tag-37307bce20f9.md>), [tag-53d931f324ab](<https://devfeed.tech/tags/tag-53d931f324ab.md>), [tag-757d0d281abb](<https://devfeed.tech/tags/tag-757d0d281abb.md>), [tag-d14eb265d33e](<https://devfeed.tech/tags/tag-d14eb265d33e.md>)

### AI overview

Samsung is preparing to integrate Samsung Gallery with Google Photos, potentially replacing its existing OneDrive synchronization. The feature has appeared in a Galaxy Store update and can be activated by some enthusiasts, but Samsung has not announced a public launch date.

### Source excerpt

Samsung готовит интеграцию фирменного приложения "Галерея" с Google Photos. Информацию об этом нашли в обновлении внутреннего сервиса Gallery Cloud Sync. Интеграция заменит собой уже существующую синхронизацию с Microsoft OneDrive. Читать далее

## Google introduces Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking

DevFeed: [Google introduces Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking](<https://devfeed.tech/articles/google-gemini-3-8-live-40886.md>)

Original publisher: [Read original article](<https://habr.com/ru/companies/selectel/news/1082998/>)

Author: techno\_mot (Selectel)

Published: 2026-09-16T13:40:43Z

Content type: news

Language: ru

Sources: [Tagir Valeev](<https://devfeed.tech/sources/tagir-valeev.md>)

Topics: [Google](<https://devfeed.tech/topics/google.md>), [speech-to-speech](<https://devfeed.tech/topics/speech-to-speech.md>), [Google AI](<https://devfeed.tech/topics/google-ai.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [api](<https://devfeed.tech/tags/api.md>), [audio](<https://devfeed.tech/tags/audio.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [google](<https://devfeed.tech/tags/google.md>), [llm](<https://devfeed.tech/tags/llm.md>), [realtime](<https://devfeed.tech/tags/realtime.md>), [selectel](<https://devfeed.tech/tags/selectel.md>), [speech-to-speech](<https://devfeed.tech/tags/speech-to-speech.md>), [synthid](<https://devfeed.tech/tags/synthid.md>), [tag-efc6fa45f1fe](<https://devfeed.tech/tags/tag-efc6fa45f1fe.md>), [voice](<https://devfeed.tech/tags/voice.md>)

### AI overview

Google introduced two native speech-to-speech models: Gemini 3.8 Live, focused on scale and cost, and Gemini 3.8 Live Extended Thinking, designed for multi-step tasks with reasoning during dialogue. The article discusses direct audio processing, asynchronous function calls, visual context, multilingual conversations, SynthID watermarking, pricing, and availability through the Gemini API and Google AI Studio.

### Source excerpt

15 сентября Google представила две нативные speech-to-speech модели, Gemini 3.8 Live и Gemini 3.8 Live Extended Thinking. Первая заточена под масштаб и цену, вторая -- под многошаговые задачи с рассуждением прямо в диалоге. Интереснее баллов то, что голосовые агенты наконец получили признаки продакшен-продукта. Асинхронные вызовы функций, предсказуемая цена, интеграции с тем, на чем такие системы реально собирают. Хочу напомнить, как это делалось раньше. Голосовой бот -- конвейер из трех сервисов. Распознавание речи, языковая модель и синтез. Задержки складываются, а вместе с текстом может потеряться все остальное -- интонация, скорость речи, эмоция, шум на фоне. Модель получает расшифровку и не знает, что собеседник злится. Проблемным было и перебивание. Пока распознавание не закрыло фразу, система вообще не понимает, что ее прервали. Нативная speech-to-speech модель работает с аудио напрямую и снимает оба ограничения разом. Читать далее

## Emerald AI, Google and NVIDIA Launch Alliance to Advance Flexible AI Data Centers

DevFeed: [Emerald AI, Google and NVIDIA Launch Alliance to Advance Flexible AI Data Centers](<https://devfeed.tech/articles/emerald-ai-google-and-nvidia-launch-alliance-to-advance-flexible-ai-data-centers-30916.md>)

Original publisher: [Read original article](<https://blogs.nvidia.com/blog/ai-energy-management-alliance/>)

Author: Josh Parker

Published: 2026-09-16T13:00:33Z

Content type: news

Language: en

Sources: [NVIDIA Blog](<https://devfeed.tech/sources/nvidia-blog.md>)

Topics: [data centers](<https://devfeed.tech/topics/data-centers.md>), [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [Google](<https://devfeed.tech/topics/google.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>), [Requirements](<https://devfeed.tech/topics/requirements.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-data-centers](<https://devfeed.tech/tags/ai-data-centers.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [capacity](<https://devfeed.tech/tags/capacity.md>), [corporate](<https://devfeed.tech/tags/corporate.md>), [data-centers](<https://devfeed.tech/tags/data-centers.md>), [energy](<https://devfeed.tech/tags/energy.md>), [google](<https://devfeed.tech/tags/google.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [launch](<https://devfeed.tech/tags/launch.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [performance-metrics](<https://devfeed.tech/tags/performance-metrics.md>), [requirements](<https://devfeed.tech/tags/requirements.md>), [resource](<https://devfeed.tech/tags/resource.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

Emerald AI, Google and NVIDIA announced the AI Energy Management Alliance, a coalition focused on flexible AI data centers that can dynamically adjust electricity use in response to grid conditions. The article describes technology-neutral, performance-based requirements covering response speed, duration, predictability and emergency behavior.

### Source excerpt

AI factories are the infrastructure of the intelligence era. Scaling them responsibly will depend as much on innovation across the grid as inside the data center. Today, Emerald AI, Google and NVIDIA announced the launch of the AI Energy Management Alliance (AEMA), a first-of-its-kind coalition advancing data centers that can dynamically manage their electricity use [...]

## Google's September 2026 Pixel update addresses a modem vulnerability reportedly under limited, targeted exploitation

DevFeed: [Google's September 2026 Pixel update addresses a modem vulnerability reportedly under limited, targeted exploitation](<https://devfeed.tech/articles/google-pixel-owners-urged-to-patch-actively-exploited-modem-flaw-30920.md>)

Original publisher: [Read original article](<https://www.malwarebytes.com/blog/mobile/2026/09/google-pixel-owners-urged-to-patch-actively-exploited-modem-flaw>)

Author: Pieter Arntz

Published: 2026-09-16T10:39:04Z

Content type: news

Language: en

Sources: [Malwarebytes](<https://devfeed.tech/sources/malwarebytes.md>)

Topics: [Google](<https://devfeed.tech/topics/google.md>), [pixel](<https://devfeed.tech/topics/pixel.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [Android Security](<https://devfeed.tech/topics/android-security.md>), [Security & Privacy](<https://devfeed.tech/topics/security-privacy.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>)

Tags: [android-security](<https://devfeed.tech/tags/android-security.md>), [bugs](<https://devfeed.tech/tags/bugs.md>), [cve-2026-58704](<https://devfeed.tech/tags/cve-2026-58704.md>), [google](<https://devfeed.tech/tags/google.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [modem](<https://devfeed.tech/tags/modem.md>), [news](<https://devfeed.tech/tags/news.md>), [pixel](<https://devfeed.tech/tags/pixel.md>), [security](<https://devfeed.tech/tags/security.md>), [update](<https://devfeed.tech/tags/update.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>), [vulnerability](<https://devfeed.tech/tags/vulnerability.md>)

### AI overview

Google's September 2026 Pixel security update fixes 110 vulnerabilities, including CVE-2026-58704, a high-severity cellular modem permission-bypass flaw that may be under limited, targeted exploitation. Pixel users should install the update and verify that their device shows the September 5, 2026 security patch level or later.

### Source excerpt

Google's September Pixel update fixes 110 vulnerabilities, including a modem flaw being used in limited, targeted attacks.

## The User Write Lock: an Alternative to Transactions for Google App Engine

DevFeed: [The User Write Lock: an Alternative to Transactions for Google App Engine](<https://devfeed.tech/articles/the-user-write-lock-an-alternative-to-transactions-for-google-app-engine-27418.md>)

Original publisher: [Read original article](<http://engineering.khanacademy.org/posts/user-write-lock.htm>)

Author: Khan Academy

Published: 2016-06-20T22:00:00Z

Content type: tutorial

Language: en

Sources: [Khan Academy](<https://devfeed.tech/sources/khan-academy.md>)

Topics: [Transactions](<https://devfeed.tech/topics/transactions.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [caching](<https://devfeed.tech/tags/caching.md>), [databases](<https://devfeed.tech/tags/databases.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [google](<https://devfeed.tech/tags/google.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [news](<https://devfeed.tech/tags/news.md>), [processes](<https://devfeed.tech/tags/processes.md>), [retry](<https://devfeed.tech/tags/retry.md>), [transactions](<https://devfeed.tech/tags/transactions.md>)

### AI overview

This developer article explains how transactions in Google App Engine's datastore provide atomicity for single-entity and multi-entity writes, but can introduce frozen datastore state, retries, idempotence requirements, and restrictions on datastore queries. It presents the User Write Lock as an alternative, although the supplied text ends before describing that alternative.

### Source excerpt

By Craig Silverstein Transactions are the standard method in Google App Engine's datastore -- as in many databases ... Read more

## Ensuring transaction-safety in Google App Engine

DevFeed: [Ensuring transaction-safety in Google App Engine](<https://devfeed.tech/articles/ensuring-transaction-safety-in-google-app-engine-27414.md>)

Original publisher: [Read original article](<http://engineering.khanacademy.org/posts/transaction-safety.htm>)

Author: Khan Academy

Published: 2016-06-27T22:00:00Z

Content type: article

Language: en

Sources: [Khan Academy](<https://devfeed.tech/sources/khan-academy.md>)

Topics: [Transactions](<https://devfeed.tech/topics/transactions.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [Code](<https://devfeed.tech/topics/code.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [cache](<https://devfeed.tech/tags/cache.md>), [code](<https://devfeed.tech/tags/code.md>), [database](<https://devfeed.tech/tags/database.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [google](<https://devfeed.tech/tags/google.md>), [hooks](<https://devfeed.tech/tags/hooks.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [news](<https://devfeed.tech/tags/news.md>), [tracing](<https://devfeed.tech/tags/tracing.md>), [transactions](<https://devfeed.tech/tags/transactions.md>)

### AI overview

The article explains how Khan Academy uses transactions and user-write locks with Google App Engine to prevent database corruption caused by concurrent requests overwriting one another. It describes hooks that detect transaction-safety violations and highlights caching and code-path mistakes that can cause stale data to be used inside transactions.

### Source excerpt

By Craig Silverstein In last week's exciting post, I described an alternative to transactions that we use at ... Read more

## Linux 7.4 slated to merge AVX-512 optimization for xor\_gen()

DevFeed: [Linux 7.4 slated to merge AVX-512 optimization for xor\_gen()](<https://devfeed.tech/articles/linux-7-4-slated-to-land-the-avx-512-optimized-xor-gen-for-a-big-performance-win-26997.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/Linux-7.4-Land-AVX-512-xor-gen>)

Author: Michael Larabel

Published: 2026-09-16T00:53:15Z

Content type: news

Language: en

Sources: [Phoronix](<https://devfeed.tech/sources/phoronix.md>)

Topics: [Linux](<https://devfeed.tech/topics/linux.md>), [Kernel](<https://devfeed.tech/topics/kernel.md>), [patches](<https://devfeed.tech/topics/patches.md>), [Code](<https://devfeed.tech/topics/code.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [intel](<https://devfeed.tech/topics/intel.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [amd](<https://devfeed.tech/tags/amd.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [google](<https://devfeed.tech/tags/google.md>), [intel](<https://devfeed.tech/tags/intel.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [linux](<https://devfeed.tech/tags/linux.md>), [linux-benchmarking](<https://devfeed.tech/tags/linux-benchmarking.md>), [linux-hardware-benchmarks](<https://devfeed.tech/tags/linux-hardware-benchmarks.md>), [linux-hardware-reviews](<https://devfeed.tech/tags/linux-hardware-reviews.md>), [linux-how-to](<https://devfeed.tech/tags/linux-how-to.md>), [linux-kernel](<https://devfeed.tech/tags/linux-kernel.md>), [linux-performance](<https://devfeed.tech/tags/linux-performance.md>), [linux-server-benchmarks](<https://devfeed.tech/tags/linux-server-benchmarks.md>), [open-source-graphics](<https://devfeed.tech/tags/open-source-graphics.md>), [patches](<https://devfeed.tech/tags/patches.md>), [phoronix](<https://devfeed.tech/tags/phoronix.md>), [phoronix-test-suite](<https://devfeed.tech/tags/phoronix-test-suite.md>), [server-cpus](<https://devfeed.tech/tags/server-cpus.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>), [xor](<https://devfeed.tech/tags/xor.md>)

### AI overview

Linux 7.4 is slated to merge an AVX-512 optimization for xor_gen(), a function used by Linux software RAID to generate and validate parity blocks for RAID5 and RAID6. The patches report performance gains on AMD Zen 4 and newer CPUs and current Intel server CPUs with AVX-512, subject to final merge-window changes.

### Source excerpt

Over the past few months there have been patches floating around for an AVX-512 optimized xor_gen() for the Linux kernel for that functuon used by the Linux software RAID code. It's been shhowing very nice performance gains with this function being used for generating and validating parity blocks such as for RAID5 and RAID6. The upcoming Linux 7.4 cycle is slated to merge this nice enhancement for benefiting AMD Zen 4 and newer or current Intel server CPUs with AVX-512...

## Google tag gateway: Now on Webflow

DevFeed: [Google tag gateway: Now on Webflow](<https://devfeed.tech/articles/google-tag-gateway-now-on-webflow-34915.md>)

Original publisher: [Read original article](<https://webflowmarketingmain.com/blog/google-tag-gateway-now-on-webflow>)

Author: Webflow Team

Published: 2026-09-16T00:00:00Z

Content type: release

Language: en

Sources: [Webflow Blog](<https://devfeed.tech/sources/webflow-blog.md>)

Topics: [gateway](<https://devfeed.tech/topics/gateway.md>), [webflow](<https://devfeed.tech/topics/webflow.md>), [Google](<https://devfeed.tech/topics/google.md>), [Confidential Computing](<https://devfeed.tech/topics/confidential-computing.md>), [data](<https://devfeed.tech/topics/data.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [confidential-computing](<https://devfeed.tech/tags/confidential-computing.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [conversion](<https://devfeed.tech/tags/conversion.md>), [data](<https://devfeed.tech/tags/data.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [development](<https://devfeed.tech/tags/development.md>), [gateway](<https://devfeed.tech/tags/gateway.md>), [google](<https://devfeed.tech/tags/google.md>), [measurement](<https://devfeed.tech/tags/measurement.md>), [webflow](<https://devfeed.tech/tags/webflow.md>)

### AI overview

Webflow announces Google tag gateway, which routes conversion data through a site's first-party infrastructure. Existing native Google tag integration users can activate it by republishing their site, while new users can follow a code-free setup workflow.

### Source excerpt

When you build on Webflow, you're creating experiences designed to help your business stand out and grow. Underpinning those experiences with a strong measurement foundation can help you understand what's driving results and make more informed marketing decisions. Now, Webflow makes it easier to strengthen your measurement foundation.

## Bypassing inference bottlenecks: Accelerating complex AI search with Retrieve-for-Train

DevFeed: [Bypassing inference bottlenecks: Accelerating complex AI search with Retrieve-for-Train](<https://devfeed.tech/articles/bypassing-inference-bottlenecks-accelerating-complex-ai-search-with-retrieve-for-train-26972.md>)

Original publisher: [Read original article](<https://research.google/blog/bypassing-inference-bottlenecks-accelerating-complex-ai-search-with-retrieve-for-train/>)

Published: 2026-09-15T20:00:35Z

Content type: article

Language: en

Sources: [The latest research from Google](<https://devfeed.tech/sources/the-latest-research-from-google.md>)

Topics: [AI search](<https://devfeed.tech/topics/ai-search.md>), [Reinforcement learning](<https://devfeed.tech/topics/reinforcement-learning.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Google](<https://devfeed.tech/topics/google.md>), [LLMs](<https://devfeed.tech/topics/llms.md>), [Algorithms & Theory](<https://devfeed.tech/topics/algorithms-theory.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-search](<https://devfeed.tech/tags/ai-search.md>), [algorithms-theory](<https://devfeed.tech/tags/algorithms-theory.md>), [data-mining-modeling](<https://devfeed.tech/tags/data-mining-modeling.md>), [diffusion](<https://devfeed.tech/tags/diffusion.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [google](<https://devfeed.tech/tags/google.md>), [icml](<https://devfeed.tech/tags/icml.md>), [icml-2026](<https://devfeed.tech/tags/icml-2026.md>), [reinforcement-learning](<https://devfeed.tech/tags/reinforcement-learning.md>), [research](<https://devfeed.tech/tags/research.md>), [retrieval](<https://devfeed.tech/tags/retrieval.md>), [rl](<https://devfeed.tech/tags/rl.md>), [search](<https://devfeed.tech/tags/search.md>)

### AI overview

Google Research presents Retrieve-for-Train, a framework that uses offline reinforcement learning to compile reward-aligned query fan-outs into training data for a lightweight diffusion retriever. The approach is intended to produce diverse, complementary, and coherent search-result sets in a single inference pass, reducing reliance on expensive inference-time reasoning.

### Source excerpt

Algorithms & Theory

## Introducing Gemini 3.8 Live and 3.8 Live Extended Thinking

DevFeed: [Introducing Gemini 3.8 Live and 3.8 Live Extended Thinking](<https://devfeed.tech/articles/introducing-gemini-3-8-live-and-3-8-live-extended-thinking-26922.md>)

Original publisher: [Read original article](<https://deepmind.google/blog/introducing-gemini-3-8-live-and-3-8-live-extended-thinking/>)

Author: Tom Ouyang

Published: 2026-09-15T17:05:57Z

Content type: release

Language: en

Sources: [Google DeepMind News](<https://devfeed.tech/sources/google-deepmind-news.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [speech-to-speech](<https://devfeed.tech/topics/speech-to-speech.md>), [Google](<https://devfeed.tech/topics/google.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [api](<https://devfeed.tech/tags/api.md>), [audio](<https://devfeed.tech/tags/audio.md>), [cost](<https://devfeed.tech/tags/cost.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [google](<https://devfeed.tech/tags/google.md>), [none](<https://devfeed.tech/tags/none.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [speech-to-speech](<https://devfeed.tech/tags/speech-to-speech.md>), [tools](<https://devfeed.tech/tags/tools.md>)

### AI overview

Google introduces Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking, two models designed for near-real-time voice interaction and reasoning. The release describes visual grounding, multilingual conversation, background tool and API execution, and deeper reasoning for complex workflows.

### Source excerpt

Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking are our most advanced live dialogue models yet, built for natural conversation.

## Switching from Microsoft 365 to Google is unlikely to deliver significant savings, Gartner says

DevFeed: [Switching from Microsoft 365 to Google is unlikely to deliver significant savings, Gartner says](<https://devfeed.tech/articles/most-people-who-quit-m365-for-google-do-it-out-of-spite-but-there-s-no-roi-in-that-26625.md>)

Original publisher: [Read original article](<https://www.theregister.com/saas/2026/09/15/most-people-who-quit-m365-for-google-do-it-out-of-spite-but-theres-no-roi-in-that/5296460>)

Author: Simon Sharwood

Published: 2026-09-15T07:23:34Z

Content type: news

Language: en

Sources: [www.theregister.com - Articles](<https://devfeed.tech/sources/www-theregister-com-articles.md>)

Topics: [Google](<https://devfeed.tech/topics/google.md>), [Microsoft](<https://devfeed.tech/topics/microsoft.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [ai-and-ml](<https://devfeed.tech/tags/ai-and-ml.md>), [alternatives](<https://devfeed.tech/tags/alternatives.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [copilot](<https://devfeed.tech/tags/copilot.md>), [gartner](<https://devfeed.tech/tags/gartner.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [google](<https://devfeed.tech/tags/google.md>), [google-workspace](<https://devfeed.tech/tags/google-workspace.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [microsoft-365](<https://devfeed.tech/tags/microsoft-365.md>), [saas](<https://devfeed.tech/tags/saas.md>)

### AI overview

The article reports that organizations switching from Microsoft 365 to Google are unlikely to save much money, according to Gartner.

### Source excerpt

Nor are you likely to save much by making the move, says Gartner

## New in Symfony 8.2: KeyManagement Component

DevFeed: [New in Symfony 8.2: KeyManagement Component](<https://devfeed.tech/articles/new-in-symfony-8-2-keymanagement-component-26604.md>)

Original publisher: [Read original article](<https://symfony.com/blog/new-in-symfony-8-2-keymanagement-component>)

Author: Javier Eguiluz

Published: 2026-09-15T07:11:00Z

Content type: release

Language: en

Sources: [Symfony Blog](<https://devfeed.tech/sources/symfony-blog.md>)

Topics: [Symfony](<https://devfeed.tech/topics/symfony.md>), [Encryption](<https://devfeed.tech/topics/encryption.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Azure](<https://devfeed.tech/topics/azure.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [api](<https://devfeed.tech/tags/api.md>), [article](<https://devfeed.tech/tags/article.md>), [aws](<https://devfeed.tech/tags/aws.md>), [azure](<https://devfeed.tech/tags/azure.md>), [backend](<https://devfeed.tech/tags/backend.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [features](<https://devfeed.tech/tags/features.md>), [google](<https://devfeed.tech/tags/google.md>), [hashicorp-vault](<https://devfeed.tech/tags/hashicorp-vault.md>), [kms](<https://devfeed.tech/tags/kms.md>), [new-features](<https://devfeed.tech/tags/new-features.md>), [openssl](<https://devfeed.tech/tags/openssl.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [symfony](<https://devfeed.tech/tags/symfony.md>)

### AI overview

Symfony 8.2 introduces an experimental KeyManagement component that provides one API for AWS KMS, Azure Key Vault, Google Cloud KMS, and HashiCorp Vault. It supports direct and envelope encryption, local development backends, provider bridges, console commands, debug-toolbar integration, and Doctrine support.

### Source excerpt

This is the first article in a series showcasing the most important new features introduced by Symfony 8.2, which will be released at the end of November 2026. Contributed...

## AI

DevFeed: [AI](<https://devfeed.tech/articles/ai-23741.md>)

Original publisher: [Read original article](<https://cockroachlabs.com/blog/ai>)

Published: 2026-09-15T02:59:12.316196Z

Content type: article

Language: en

Sources: [Cockroach Labs](<https://devfeed.tech/sources/cockroach-labs.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Security](<https://devfeed.tech/topics/security.md>), [Google](<https://devfeed.tech/topics/google.md>), [Protocol (disambiguation)](<https://devfeed.tech/topics/protocol.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [CockroachDB](<https://devfeed.tech/topics/cockroachdb.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [cockroachdb](<https://devfeed.tech/tags/cockroachdb.md>), [databases](<https://devfeed.tech/tags/databases.md>), [google](<https://devfeed.tech/tags/google.md>), [security](<https://devfeed.tech/tags/security.md>), [vector-search](<https://devfeed.tech/tags/vector-search.md>)

### AI overview

An AI-focused Cockroach Labs blog category page listing articles about agent-to-agent communication, AI agent security, database isolation, compliance, resilience, identity, vector search, operations automation, and durable execution with CockroachDB.

### Source excerpt

Blog ai A2A Is Now an Open Standard. The Data Layer Underneath It Isn't. In April 2025, Google released a protocol for agent-to-agent communication. Within three months, Google had donated it to the Linux Foundation... Quentin Packard August 19, 2026 Multi-Tenant AI Agents: Why Data Isolation Starts at the Database Most SaaS teams shipping agentic features focus on prompt safety and API-layer filtering. But effective AI agent security also depends on...

## Gemini 3.8 Live models now available on AI Gateway

DevFeed: [Gemini 3.8 Live models now available on AI Gateway](<https://devfeed.tech/articles/gemini-3-8-live-models-now-available-on-ai-gateway-26924.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/gemini-3-8-live-models-now-available-on-ai-gateway>)

Author: Jerilyn Zheng

Published: 2026-09-15T00:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [real-time](<https://devfeed.tech/topics/real-time.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [API](<https://devfeed.tech/topics/api.md>), [Google](<https://devfeed.tech/topics/google.md>), [WebSocket](<https://devfeed.tech/topics/websocket.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [api](<https://devfeed.tech/tags/api.md>), [cost](<https://devfeed.tech/tags/cost.md>), [failover](<https://devfeed.tech/tags/failover.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [google](<https://devfeed.tech/tags/google.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [realtime](<https://devfeed.tech/tags/realtime.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [websocket](<https://devfeed.tech/tags/websocket.md>)

### AI overview

Vercel announces that Google's Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking models are available on AI Gateway. The models support real-time spoken interactions, audio and visual grounding, multilingual switching, background tool calls, and parallel reasoning through the AI SDK's realtime API.

### Source excerpt

Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking from Google are now available on AI Gateway. Both models support real-time spoken interactions for voice assistants, conversational experiences, and applications that respond through audio. google/gemini-3.8-live supports real-time audio, visual grounding, automatic switching across 97 languages, and background tool calls while the conversation continues. google/gemini-3.8-live-extended-thinking adds multi-step reasoning that runs in parallel with speech, allowing it to acknowledge requests and narrate progress without interrupting the conversation. Use either model through the AI SDK's realtime API. Install the Gateway provider and a WebSocket client: Mint a short-lived token, open the WebSocket, and use the model adapter to serialize and parse realtime events: See the realtime quickstart for more details on realtime events and WebSocket connections. Try Gemini 3.8 Live or Gemini 3.8 Live Extended Thinking in the model playground. AI Gateway provides a unified API for calling models, tracking usage and cost, and configuring retries, failover, and performance optimizations for higher-than-provider uptime. Read more

## Google's new search redirects make links harder to check before you click

DevFeed: [Google's new search redirects make links harder to check before you click](<https://devfeed.tech/articles/google-s-new-search-redirects-make-links-harder-to-check-before-you-click-21602.md>)

Original publisher: [Read original article](<https://www.malwarebytes.com/blog/news/2026/09/googles-new-search-redirects-make-links-harder-to-check-before-you-click>)

Author: Pieter Arntz

Published: 2026-09-14T14:17:44Z

Content type: news

Language: en

Sources: [Malwarebytes](<https://devfeed.tech/sources/malwarebytes.md>)

Topics: [Google](<https://devfeed.tech/topics/google.md>), [Google Search](<https://devfeed.tech/topics/google-search.md>), [Search engine optimization (SEO)](<https://devfeed.tech/topics/seo.md>), [Security](<https://devfeed.tech/topics/security.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [Reddit](<https://devfeed.tech/topics/reddit.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [data](<https://devfeed.tech/tags/data.md>), [google](<https://devfeed.tech/tags/google.md>), [google-search](<https://devfeed.tech/tags/google-search.md>), [goto-url](<https://devfeed.tech/tags/goto-url.md>), [news](<https://devfeed.tech/tags/news.md>), [reddit](<https://devfeed.tech/tags/reddit.md>), [search](<https://devfeed.tech/tags/search.md>), [security](<https://devfeed.tech/tags/security.md>), [seo](<https://devfeed.tech/tags/seo.md>), [serp](<https://devfeed.tech/tags/serp.md>)

### AI overview

Google is routing some search result links through opaque, Google-specific redirects instead of linking directly to destinations. The change may make bulk URL extraction harder, but it also limits legitimate tools and makes it more difficult for users to verify a link's destination by hovering before clicking.

### Source excerpt

Google says its new opaque redirects tackle evolving abuse, but they also prevent users from checking a result's destination by hovering over it.

## Are Browser-Based Apps Enough for Web Designers?

DevFeed: [Are Browser-Based Apps Enough for Web Designers?](<https://devfeed.tech/articles/are-browser-based-apps-enough-for-web-designers-9285.md>)

Original publisher: [Read original article](<https://speckyboy.com/browser-based-apps-enough-web-designers/>)

Author: Eric Karkovack

Published: 2026-09-13T19:09:47Z

Content type: opinion

Language: en

Sources: [Speckyboy Design Magazine](<https://devfeed.tech/sources/speckyboy-design-magazine.md>)

Topics: [web applications](<https://devfeed.tech/topics/web-applications.md>), [Web platform](<https://devfeed.tech/topics/web-platform.md>), [web-standards](<https://devfeed.tech/topics/web-standards.md>), [Figma](<https://devfeed.tech/topics/figma.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [apps](<https://devfeed.tech/tags/apps.md>), [browser](<https://devfeed.tech/tags/browser.md>), [collaboration](<https://devfeed.tech/tags/collaboration.md>), [design](<https://devfeed.tech/tags/design.md>), [design-business](<https://devfeed.tech/tags/design-business.md>), [freelance-career](<https://devfeed.tech/tags/freelance-career.md>), [freelance-design](<https://devfeed.tech/tags/freelance-design.md>), [privacy](<https://devfeed.tech/tags/privacy.md>), [software](<https://devfeed.tech/tags/software.md>), [tools](<https://devfeed.tech/tags/tools.md>), [web](<https://devfeed.tech/tags/web.md>), [web-apps](<https://devfeed.tech/tags/web-apps.md>), [web-design](<https://devfeed.tech/tags/web-design.md>), [web-designers](<https://devfeed.tech/tags/web-designers.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

Browser-based apps have matured enough to handle serious design, editing, and productivity work. The article considers their convenience and collaboration benefits, while also examining privacy concerns and cases where desktop tools remain preferable.

### Source excerpt

Browser-based apps can now handle serious design, editing, and productivity work. We take a look at their convenience, collaboration benefits, privacy risks, and where desktop tools still make sense. The post Are Browser-Based Apps Enough for Web Designers? appeared first on Speckyboy Design Magazine.

## AP2 Protocol Explained: How Agent Payments Get Authorized

DevFeed: [AP2 Protocol Explained: How Agent Payments Get Authorized](<https://devfeed.tech/articles/ap2-protocol-explained-how-agent-payments-get-authorized-9636.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/ap2-protocol-agent-payments/>)

Author: Ayush Agarwal

Published: 2026-09-13T00:00:00Z

Content type: article

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Authorization](<https://devfeed.tech/topics/authorization.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [JSON Web Tokens](<https://devfeed.tech/topics/jwt.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [cryptographic](<https://devfeed.tech/tags/cryptographic.md>), [google](<https://devfeed.tech/tags/google.md>), [payments](<https://devfeed.tech/tags/payments.md>), [tokens](<https://devfeed.tech/tags/tokens.md>)

### AI overview

A practical explanation of AP2, an authorization and evidence protocol for AI agent payment transactions. It describes cryptographic proof, verifiable digital credentials, SD-JWTs, and separate checkout and payment mandates.

### Source excerpt

A practical guide to AP2, the Agent Payments Protocol: checkout and payment mandates, open versus closed authorization, verifiable digital credentials, and what it means for merchants.

## HeyGen x Google Cloud: Bringing Avatar IV to TPUs

DevFeed: [HeyGen x Google Cloud: Bringing Avatar IV to TPUs](<https://devfeed.tech/articles/heygen-x-google-cloud-bringing-avatar-iv-to-tpus-4211.md>)

Original publisher: [Read original article](<https://developers.googleblog.com/heygen-x-google-cloud-bringing-avatar-iv-to-tpus/>)

Published: 2026-09-12T11:04:33.891311Z

Content type: article

Language: en

Sources: [Google Developers Blog](<https://devfeed.tech/sources/google-developers-blog.md>)

Topics: [Google](<https://devfeed.tech/topics/google.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Optimization](<https://devfeed.tech/topics/optimization.md>), [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [Transformer](<https://devfeed.tech/topics/transformer.md>), [PyTorch](<https://devfeed.tech/topics/pytorch.md>), [Compiler](<https://devfeed.tech/topics/compiler.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [api](<https://devfeed.tech/tags/api.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [code](<https://devfeed.tech/tags/code.md>), [compiler](<https://devfeed.tech/tags/compiler.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [generation](<https://devfeed.tech/tags/generation.md>), [google](<https://devfeed.tech/tags/google.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [model](<https://devfeed.tech/tags/model.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [performance](<https://devfeed.tech/tags/performance.md>), [pytorch](<https://devfeed.tech/tags/pytorch.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [time](<https://devfeed.tech/tags/time.md>), [tpu](<https://devfeed.tech/tags/tpu.md>), [transformers](<https://devfeed.tech/tags/transformers.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

HeyGen and Google Cloud describe porting the 18B+ parameter Avatar IV talking-head video generation pipeline to an eight-chip Trillium TPU host. Using torchax, JAX, XLA, FSDP sharding, Ulysses sequence parallelism, and custom Pallas kernels, the team improved performance by 1.86x for real-time chunked streaming while preserving output quality through strict quality gates.

### Source excerpt

HeyGen ported their 18B+ parameter Avatar IV video generation model to Google Cloud's Trillium (v6e) TPUs via torchax and XLA, utilizing FSDP and Ulysses sequence parallelism across an eight-chip mesh. To achieve a 1.86x speedup for real-time streaming, the engineering team pipelined exposed all-to-all collectives, aligned sparse attention block sizes to eliminate mask padding, and bypassed softmax serial dependencies using a precomputed Cauchy-Schwarz upper bound. These custom Pallas kernel and compiler optimizations were deployed only after passing rigorous two-tier quality gates to guarantee byte-identical or mathematically equivalent pixel outputs.

## Model routing with Google Cloud API Gateway

DevFeed: [Model routing with Google Cloud API Gateway](<https://devfeed.tech/articles/model-routing-with-google-cloud-api-gateway-4201.md>)

Original publisher: [Read original article](<https://developers.googleblog.com/a-unified-api-for-ai-model-routing/>)

Author: Mak Ahmad; Sanjay Pujare

Published: 2026-09-12T11:04:33.891311Z

Content type: article

Language: en

Sources: [Google Developers Blog](<https://devfeed.tech/sources/google-developers-blog.md>)

Topics: [Amazon API Gateway](<https://devfeed.tech/topics/amazon-api-gateway.md>), [Model Routing](<https://devfeed.tech/topics/model-routing.md>), [Google](<https://devfeed.tech/topics/google.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [OpenAPI Specification](<https://devfeed.tech/topics/openapi.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [Claude](<https://devfeed.tech/topics/claude.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>)

Tags: [ai-gateway](<https://devfeed.tech/tags/ai-gateway.md>), [api-gateway](<https://devfeed.tech/tags/api-gateway.md>), [claude](<https://devfeed.tech/tags/claude.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [google](<https://devfeed.tech/tags/google.md>), [model-routing](<https://devfeed.tech/tags/model-routing.md>), [models](<https://devfeed.tech/tags/models.md>), [openai](<https://devfeed.tech/tags/openai.md>), [openapi](<https://devfeed.tech/tags/openapi.md>), [serverless](<https://devfeed.tech/tags/serverless.md>)

### AI overview

Google Cloud API Gateway adds model routing in Public Preview, providing a serverless, OpenAI-compatible endpoint that dynamically routes requests to Gemini, Claude, or OpenAI OSS-GPT. Developers can configure routing in OpenAPI specifications, centralize model changes, and separate application authentication from backend model credentials.

### Source excerpt

Google Cloud API Gateway now offers a model routing feature in Public Preview, allowing developers to dynamically route traffic to models like Gemini, Claude, or OpenAI OSS-GPT without hardcoding endpoints or managing open-source proxies. Developers can easily configure these routing rules directly within their OpenAPI 3.x specifications by mapping virtual model names to specific backend targets on a shared host. Once deployed, the Gateway acts as a serverless ingress layer that accepts standard OpenAI-compatible requests, automatically transcodes the payload to the native schema of the target model, and routes the traffic on the fly.

## Enterprise-Grade Precision for Long-Context Multimodal Embedding Inference on Cloud TPU

DevFeed: [Enterprise-Grade Precision for Long-Context Multimodal Embedding Inference on Cloud TPU](<https://devfeed.tech/articles/enterprise-grade-precision-for-long-context-multimodal-embedding-inference-on-cloud-tpu-4210.md>)

Original publisher: [Read original article](<https://developers.googleblog.com/enterprise-grade-precision-for-long-context-multimodal-embedding-inference-on-cloud-tpu/>)

Author: Anthony Su; Injae Kwak

Published: 2026-09-12T11:04:33.891311Z

Content type: article

Language: en

Sources: [Google Developers Blog](<https://devfeed.tech/sources/google-developers-blog.md>)

Topics: [Embeddings](<https://devfeed.tech/topics/embeddings.md>), [vllm](<https://devfeed.tech/topics/vllm.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [long-context](<https://devfeed.tech/topics/long-context.md>), [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Google](<https://devfeed.tech/topics/google.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [model-deployment](<https://devfeed.tech/topics/model-deployment.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [embedding](<https://devfeed.tech/tags/embedding.md>), [github](<https://devfeed.tech/tags/github.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [inference](<https://devfeed.tech/tags/inference.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [long-context](<https://devfeed.tech/tags/long-context.md>), [multimodal](<https://devfeed.tech/tags/multimodal.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [retrieval](<https://devfeed.tech/tags/retrieval.md>), [tpu](<https://devfeed.tech/tags/tpu.md>), [vllm](<https://devfeed.tech/tags/vllm.md>)

### AI overview

This article explains how Google Cloud integrated native TPU support into vLLM to serve long-context, multimodal embedding models at production scale. It describes elastic TPU provisioning with Google Kubernetes Engine, autoscaling across accelerator types, and TPU-specific optimizations for long sequences and chunked prefill. The resulting setup is designed to preserve numerical parity with GPU reference baselines while supporting high-throughput semantic retrieval applications.

### Source excerpt

Google Cloud has natively integrated TPU support into the vLLM serving engine, allowing developers to elastically scale high-demand embedding pipelines using Google Kubernetes Engine (GKE). To handle massive 15K+ token contexts for models like Qwen3-Embedding-8B, the engineering team implemented TPU-specific optimizations such as hardware-safe tensor alignment, JAX/XLA compilation pre-warming, and a hybrid StepPool architecture for chunked prefill management. These enhancements achieve near-perfect numerical parity with reference GPU baselines, and developers can immediately leverage the open-sourced setup recipes on the AI-Hypercomputer GitHub to build their own high-throughput semantic retrieval applications.

## Build zero-trust AI agents with Google's Agent Development Kit

DevFeed: [Build zero-trust AI agents with Google's Agent Development Kit](<https://devfeed.tech/articles/build-zero-trust-ai-agents-with-google-s-agent-development-kit-4206.md>)

Original publisher: [Read original article](<https://developers.googleblog.com/build-zero-trust-ai-agents-with-googles-agent-development-kit/>)

Author: Shubham Saboo; Eric Dong

Published: 2026-09-12T11:04:33.891311Z

Content type: article

Language: en

Sources: [Google Developers Blog](<https://devfeed.tech/sources/google-developers-blog.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Security](<https://devfeed.tech/topics/security.md>), [Zero Trust](<https://devfeed.tech/topics/zero-trust.md>), [Google](<https://devfeed.tech/topics/google.md>), [prompt injection](<https://devfeed.tech/topics/prompt-injection.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Code](<https://devfeed.tech/topics/code.md>), [Python](<https://devfeed.tech/topics/python.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [code](<https://devfeed.tech/tags/code.md>), [google](<https://devfeed.tech/tags/google.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [prompt-injection](<https://devfeed.tech/tags/prompt-injection.md>), [python](<https://devfeed.tech/tags/python.md>), [sandboxes](<https://devfeed.tech/tags/sandboxes.md>), [security](<https://devfeed.tech/tags/security.md>), [zero-trust](<https://devfeed.tech/tags/zero-trust.md>)

### AI overview

This article explains how to build zero-trust AI agents with Google's Agent Development Kit (ADK). It presents an autonomous customer support and returns agent as an example and recommends hard infrastructure-level controls: cryptographic signatures for database writes, kernel-level sandboxing with gVisor for dynamic code execution, and deterministic gateways for validating I/O, business logic, and data leakage. These controls address prompt injection, unauthorized state changes, credential leakage, and host compromise.

### Source excerpt

Building autonomous AI agents that mutate production state requires moving beyond soft system prompts to a robust zero-trust architecture. To secure Google Agent Development Kit (ADK) workflows against prompt injections and malicious execution, developers must implement hardware-backed cryptographic signatures for database writes, kernel-level sandboxing with gVisor for dynamic code, and deterministic semantic gateways for I/O validation. By enforcing these hard security boundaries at the infrastructure level, you can safely deploy multi-tool AI agents without risking unauthorized data manipulation or server compromise.

## Autonomous LLM post-training with Tunix on TPUs

DevFeed: [Autonomous LLM post-training with Tunix on TPUs](<https://devfeed.tech/articles/autonomous-llm-post-training-with-tunix-on-tpus-4205.md>)

Original publisher: [Read original article](<https://developers.googleblog.com/autonomous-llm-post-training-with-tunix-on-tpus/>)

Author: Wei Wei

Published: 2026-09-12T11:04:33.891311Z

Content type: article

Language: en

Sources: [Google Developers Blog](<https://devfeed.tech/sources/google-developers-blog.md>)

Topics: [post-training](<https://devfeed.tech/topics/post-training.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Fine-tuning](<https://devfeed.tech/topics/fine-tuning.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [grpo](<https://devfeed.tech/topics/grpo.md>), [lora](<https://devfeed.tech/topics/lora.md>), [gemma](<https://devfeed.tech/topics/gemma.md>), [Google](<https://devfeed.tech/topics/google.md>), [Reinforcement learning](<https://devfeed.tech/topics/reinforcement-learning.md>), [dataset](<https://devfeed.tech/topics/dataset.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>)

Tags: [autonomous](<https://devfeed.tech/tags/autonomous.md>), [cli](<https://devfeed.tech/tags/cli.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [gemma](<https://devfeed.tech/tags/gemma.md>), [git](<https://devfeed.tech/tags/git.md>), [google](<https://devfeed.tech/tags/google.md>), [grpo](<https://devfeed.tech/tags/grpo.md>), [llm](<https://devfeed.tech/tags/llm.md>), [lora](<https://devfeed.tech/tags/lora.md>), [post-training](<https://devfeed.tech/tags/post-training.md>), [reinforcement-learning](<https://devfeed.tech/tags/reinforcement-learning.md>), [training](<https://devfeed.tech/tags/training.md>)

### AI overview

This article presents autofinetune, an autonomous research loop for LLM post-training. Using AI agents and Google's AI stack, including Tunix, Gemma, Cloud TPUs, Antigravity CLI, and Gemini Flash 3.7, it automates supervised fine-tuning and reinforcement learning with GRPO, exploring hyperparameters such as LoRA configurations, learning rates, batch sizes, and rollout settings.

### Source excerpt

Imagine going to sleep after writing a single Markdown specification and waking up to find that an A...

## Agent Plugins package your skills, tools, and more

DevFeed: [Agent Plugins package your skills, tools, and more](<https://devfeed.tech/articles/agent-plugins-package-your-skills-tools-and-more-4203.md>)

Original publisher: [Read original article](<https://developers.googleblog.com/agent-plugins-package-your-skills-tools-and-more/>)

Author: Kevin Hou; Haoyu Wang; Alan Blount

Published: 2026-09-12T11:04:33.891311Z

Content type: article

Language: en

Sources: [Google Developers Blog](<https://devfeed.tech/sources/google-developers-blog.md>)

Topics: [Agent Skills](<https://devfeed.tech/topics/agent-skills.md>), [Model Context Protocol (MCP)](<https://devfeed.tech/topics/model-context-protocol-mcp.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [Google](<https://devfeed.tech/topics/google.md>), [amazon](<https://devfeed.tech/topics/amazon.md>), [Microsoft](<https://devfeed.tech/topics/microsoft.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [Vercel](<https://devfeed.tech/topics/vercel.md>)

Tags: [agent-skills](<https://devfeed.tech/tags/agent-skills.md>), [amazon](<https://devfeed.tech/tags/amazon.md>), [google](<https://devfeed.tech/tags/google.md>), [maintainers](<https://devfeed.tech/tags/maintainers.md>), [manifest](<https://devfeed.tech/tags/manifest.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [openai](<https://devfeed.tech/tags/openai.md>), [plugin](<https://devfeed.tech/tags/plugin.md>), [portable](<https://devfeed.tech/tags/portable.md>), [skills](<https://devfeed.tech/tags/skills.md>), [vercel](<https://devfeed.tech/tags/vercel.md>)

### AI overview

The article introduces Agent Plugins 1.0.0, a vendor-neutral specification for packaging Agent Skills and MCP servers into portable plugins. It standardizes the manifest and directory layout so developers can distribute one package across clients while preserving client-specific flexibility. Google is joining the Core Maintainers and beginning support in its products.

### Source excerpt

Agent Plugins 1.0.0 is a new, vendor-neutral directory specification--backed by Google, Amazon, Microsoft, and others--for packaging Agent Skills and MCP servers into a single portable unit. By standardizing the manifest (plugin.json) and utilizing a fixed directory layout, it eliminates the need for developers to maintain separate wrappers or configurations to support different AI coding agents and IDEs. Google has officially joined as a Core Maintainer and already rolled out support in the Agents CLI and Data Agent Kit, allowing developers to start building and distributing interoperable plugins today.

[Next page](<https://devfeed.tech/topics/google.md?cursor=WyIyMDI2LTA5LTEyVDExOjA0OjMzLjg5MTMxMSswMDowMCIsICI2ZWNmYWI3Yi1kMmVmLTRkZjYtYWUwYy0zMDBmMzAwZjAyMTIiXQ%3D%3D>)