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Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

The focus is on how to seamlessly integrate existing powerful models with Android, Workspace, and search engines through proxy mechanisms.

Author: Mash Yang
2026-05-20
in exhibition, Market dynamics, Life, network, observe, software
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The first day of Google I/O 2026's developer conference has officially concluded, and as expected, AI remained the absolute core theme throughout. However, those who anticipated Google unveiling a next-generation "Gemini 4.0" at this conference may be somewhat disappointed. Instead of engaging in an arms race over model version numbers, Google opted for more pragmatic, routine updates to its core models, officially launching the Gemini 3.5 series, which boasts powerful "agentic" capabilities.

Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

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Continuing the trend of AI agent development that Google has been pushing hard for in enterprise and cloud applications, the most obvious thread at Google I/O 2026 is that Google is ready to fully extend the concept of "Agentic Assistant" to the terminal devices and daily services of ordinary consumers.

Say Goodbye to Simple Q&A: The Proxy Ecosystem Built by Gemini Spark and Android Halo

In the past, AI mostly remained in a passive "you ask, I answer" stage, but this time, with...Gemini 3.5 series (including debuts)Gemini 3.5 FlashGoogle has introduced Gemini, empowering AI with the ability to proactively perform tasks. The most representative example is the newly upgraded Gemini App and the accompanying fully automated agent assistant service.Gemini Spark. "

However, when AI has the ability to automatically handle complex tasks for users, "trust" and "control" become the biggest challenges. To address this issue, Google Preview...The all-new Android Halo interfaceThe ingenious aspect of this interface is that it can seamlessly track the status of Gemini Spark in the background, making it "clear at a glance" what operations the AI ​​is performing in the background and what progress it has reached, greatly reducing users' doubts about the black box operation of AI.

Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

Disrupting 25-Year Habits: A Dual Revolution in Search and E-commerce Experience

As the foundation of Google's services, Google Search, now in its 25th year, has undergone its most significant overhaul to date. The newly integrated Gemini 3.5 Flash search engine no longer simply displays webpage links in a list format, but has entered an era of "24/7 proxy" and customized UI, meaning that the search engine has transformed into a research assistant that is always on standby.

Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

At the same time, this agency revolution has also spread to e-commerce. Google's recent announcement...Universal CartThe universal shopping cart is a major highlight. Through alliances with major brands like Nike and Target, Google is driving a new type of "agency-based e-commerce." Users will no longer need to shuttle between different shopping websites to check out; an AI agent can consolidate purchasing needs and complete all transactions through a single entry point, which will completely change the existing online shopping experience.

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Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

An explosion of creative and productivity tools: Challenging Canva and reshaping Workspace

In content creation and productivity, Google's offensive this time is equally impressive. Targeting the design field, Google has launched a series of...Pics, Stitch, and Pomelli are three AI creative tools that utilize natural language processing.It directly challenges Canva and Figma, allowing non-professional designers to complete complex designs through dialogue.

In addition, last year's highly anticipatedAI Audio-Visual Creative Studio FlowIt has also received a major upgrade, transforming into a "video version" of the Nano Banana after importing the Gemini Omni all-in-one model, becoming a comprehensive assistant for creators. In terms of daily learning and work, Google Workspace has added a brand-new Live real-time interactive feature, and YouTube has also launched...Ask YouTubeThis allows users to directly interact with the video content, completely ending the past predicament of "finding a needle in a haystack" in searching for information. Users can get answers or quickly complete document drafts simply by speaking.

Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

As for the entertainment and wearable ecosystemGoogle Project GenieIt incorporates Street View service, allowing users to transform the real world into a fantastical parallel universe game stage with just one click;WearOS 7This further paves the way for Gemini Intelligence by introducing dynamic widgets and real-time news updates, making wrist-based computing even smarter.

The dual highlight of physical hardware and scientific applications

On the hardware front, the smart glasses that stunned everyone last year are confirmed to be released this fall.Officially launched into the marketAlthough the actual price was kept strictly confidential during the presentation, current market trends suggest that more details about the collaboration may be revealed at an upcoming Samsung event.

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Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

The real highlight of this year's conference was delivered by Google DeepMind CEO Demis Hassabis, who gave the closing keynote address.Gemini for Science"When Nobel laureates have already begun using AI assistants to accelerate scientific discovery, Google is proving to the world that Gemini is not just a consumer tool, but a scientific research engine that drives human civilization forward."

Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

Analysis and Feedback: Focus on "Usability" and "Business Model," not Benchmark Scores

Based on current industry and developer feedback on the first day of Google I/O 2026, while some tech enthusiasts expressed disappointment at the absence of Gemini 4.0, the majority of feedback has been positive. The market has gradually shifted from a period of showcasing the power of AI to a more practical focus on what tasks AI can accomplish. The combination of the Gemini 3.5 series and Spark proxy represents Google's answer to this question.

It's worth noting that Google has also updated its AI subscription billing mechanism: on the one hand, it lowered the threshold for the top-tier plan, and on the other hand, it added a new $100 subscription tier, and fully implemented the "computing power consumption billing" mechanism. This clearly shows that as AI agent functions become more powerful, the underlying computing power costs are also quite staggering, and Google is seeking a healthier and more sustainable business model for AI monetization.

Observation/No Gemini 4.0, but more practical? Google I/O 2026 fully ushers in the era of AI agents.

Overall, this year's Google I/O didn't offer many vague future promises, but instead focused on how to seamlessly integrate existing powerful models with Android, Workspace, and search engines through proxy mechanisms. This "ecosystem-level" integration is clearly Google's most difficult-to-replicate advantage in the generative AI arena.

Tags: GoogleGoogle I/OGoogle I/O 2026
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Mash Yang

Mash Yang

Founder and editor of mashdigi.com, and student of technology journalism.

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