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        <title>Antigravity on KnightLi Blog</title>
        <link>https://knightli.com/en/tags/antigravity/</link>
        <description>Recent content in Antigravity on KnightLi Blog</description>
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        <lastBuildDate>Thu, 21 May 2026 08:33:14 +0800</lastBuildDate><atom:link href="https://knightli.com/en/tags/antigravity/index.xml" rel="self" type="application/rss+xml" /><item>
        <title>After Google I/O, Should You Subscribe to GPT or Gemini? A Comparison for Regular Users and Developers</title>
        <link>https://knightli.com/en/2026/05/21/gpt-vs-gemini-subscription-after-google-io-2026/</link>
        <pubDate>Thu, 21 May 2026 08:33:14 +0800</pubDate>
        
        <guid>https://knightli.com/en/2026/05/21/gpt-vs-gemini-subscription-after-google-io-2026/</guid>
        <description>&lt;p&gt;After Google I/O 2026, choosing an AI subscription has become more complicated.&lt;/p&gt;
&lt;p&gt;The old question was simpler: for writing, Q&amp;amp;A, coding, and file analysis, most people looked at ChatGPT first; if they were deeply tied to Google Search, Android, Gmail, Docs, or YouTube, they would then consider Gemini. That has changed. At I/O, Google put Gemini 3.5 Flash, Gemini Omni, Antigravity 2.0, Gemini API Managed Agents, Google AI Studio, and AI Ultra into one broader subscription story. Gemini is no longer just an optional alternative; it has become a serious competing ecosystem.&lt;/p&gt;
&lt;p&gt;This article does not compare abstract benchmark scores. It answers a practical question: should regular users, developers, content creators, and enterprise users subscribe to GPT / ChatGPT, or to Gemini / Google AI?&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;Note: AI subscription prices, quotas, regions, and model availability change quickly. This article was written on May 21, 2026. Before subscribing, always check the current OpenAI and Google pages.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h2 id=&#34;the-short-answer&#34;&gt;The Short Answer
&lt;/h2&gt;&lt;p&gt;If you only want one primary subscription, use this logic:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Daily writing, Q&amp;amp;A, file analysis, office work, and mixed Chinese-English tasks: prioritize ChatGPT Plus.&lt;/li&gt;
&lt;li&gt;Heavy coding, Codex usage, complex reasoning, and project-level code tasks: prioritize ChatGPT Plus / Pro, then decide whether to upgrade based on quota.&lt;/li&gt;
&lt;li&gt;Deep use of the Google ecosystem, including Gmail, Docs, Drive, Android, and Search: prioritize Gemini / Google AI Pro.&lt;/li&gt;
&lt;li&gt;Video, AI imagery, Google Flow, YouTube Shorts, and Gemini Omni: prioritize Google AI Pro / Ultra.&lt;/li&gt;
&lt;li&gt;Antigravity, Gemini API Managed Agents, and workflows from AI Studio to Android: focus on Google AI Pro / Ultra.&lt;/li&gt;
&lt;li&gt;Enterprise teams: do not compare only personal plans; look at Business / Enterprise, Workspace, permissions, audit, and data boundaries.&lt;/li&gt;
&lt;li&gt;Limited budget: one paid primary subscription plus another platform&amp;rsquo;s free tier or pay-as-you-go API is usually better than two high-end subscriptions.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;In one sentence: GPT is still the stronger default productivity and coding assistant; after Google I/O, Gemini looks more like a system-level AI suite inside the Google ecosystem.&lt;/p&gt;
&lt;h2 id=&#34;what-changed-for-gemini-after-google-io&#34;&gt;What Changed for Gemini After Google I/O
&lt;/h2&gt;&lt;p&gt;Google I/O 2026 made Gemini&amp;rsquo;s value depend on much more than the Gemini App itself.&lt;/p&gt;
&lt;p&gt;Several changes matter:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;Gemini 3.5 Flash&lt;/code&gt;: Google positions it as a fast model for prompt-to-action workflows and real agent tasks.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Gemini Omni&lt;/code&gt;: creates content from arbitrary input, currently starting with video, with multimodal creation and natural-language iterative editing.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Google Antigravity 2.0&lt;/code&gt;: an agent-first development platform for multi-agent orchestration and coding.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Gemini API Managed Agents&lt;/code&gt;: lets developers create hosted agents that can reason, use tools, and execute code through the API.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Google AI Studio&lt;/code&gt;: moves from a prompt playground toward mobile, Android native app generation, and Antigravity project export.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Google AI Ultra&lt;/code&gt;: a new $100/month tier after I/O, aimed at developers, technical leads, knowledge workers, and advanced creators.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;More importantly, Google moved Gemini App usage from traditional daily prompt limits toward a &lt;code&gt;compute-used&lt;/code&gt; model. Complex video, code, and long-context tasks consume more quota, while simple text tasks consume less. Quotas refresh every five hours until weekly limits are reached.&lt;/p&gt;
&lt;p&gt;That shows Google is trying to package Gemini subscriptions as an entry point for &amp;ldquo;model + app + creation + development tools + Google ecosystem.&amp;rdquo;&lt;/p&gt;
&lt;h2 id=&#34;who-is-chatgpt--gpt-best-for-now&#34;&gt;Who Is ChatGPT / GPT Best For Now?
&lt;/h2&gt;&lt;p&gt;ChatGPT remains very strong, especially for people who treat AI as a daily workhorse.&lt;/p&gt;
&lt;p&gt;According to OpenAI&amp;rsquo;s current pricing page and help documentation, ChatGPT Free includes basic capabilities such as GPT-5.5 Instant. Plus provides GPT-5.5 Thinking, higher message and upload limits, stronger image generation, deep research, agent mode, projects, tasks, custom GPTs, and expanded Codex usage. Pro provides higher limits, GPT-5.5 Pro, higher Codex usage, and the largest deep research and agent mode capacity.&lt;/p&gt;
&lt;p&gt;ChatGPT is especially suitable for:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Writing, summarizing, translation, and editing.&lt;/li&gt;
&lt;li&gt;Complex Q&amp;amp;A and structured analysis.&lt;/li&gt;
&lt;li&gt;File upload, spreadsheet analysis, and research reports.&lt;/li&gt;
&lt;li&gt;Coding Q&amp;amp;A, code review, and refactoring advice.&lt;/li&gt;
&lt;li&gt;Using Codex for repository-level tasks.&lt;/li&gt;
&lt;li&gt;Multilingual content production.&lt;/li&gt;
&lt;li&gt;Users who care about model quality and response stability but are not deeply tied to Google products.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;For regular users, ChatGPT Plus is still the safest primary subscription. It covers a wide range of work, has a low learning curve, and handles Chinese and English tasks evenly.&lt;/p&gt;
&lt;p&gt;For developers, the key part of ChatGPT is not only chat, but Codex. OpenAI&amp;rsquo;s help documentation says Codex can be used with eligible ChatGPT plans, with usage limits varying by plan. If you use Codex heavily for code edits, PRs, refactoring, or test fixes, you need to include Codex quota in your subscription decision.&lt;/p&gt;
&lt;h2 id=&#34;who-is-gemini--google-ai-best-for-now&#34;&gt;Who Is Gemini / Google AI Best For Now?
&lt;/h2&gt;&lt;p&gt;After Google I/O, Gemini&amp;rsquo;s advantage is clearer: it is more deeply bound to the Google ecosystem.&lt;/p&gt;
&lt;p&gt;Google AI subscriptions are no longer only model quota inside the Gemini App. They also include Gemini Omni, Google Flow, Antigravity, AI Studio, some YouTube Premium / Lite benefits, and Workspace / Android / Search ecosystem capabilities. Google also expanded AI Ultra into a $100 and higher-tier subscription line, emphasizing developers, technical leads, knowledge workers, and advanced creators.&lt;/p&gt;
&lt;p&gt;Gemini is especially suitable if:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;You deeply use Gmail, Docs, Drive, Sheets, Slides, and Android.&lt;/li&gt;
&lt;li&gt;You want AI inside Google Search, YouTube, and Workspace.&lt;/li&gt;
&lt;li&gt;You care about Gemini Omni, Google Flow, video generation, and video editing.&lt;/li&gt;
&lt;li&gt;You want to try Antigravity, Gemini API Managed Agents, and AI Studio mobile.&lt;/li&gt;
&lt;li&gt;You need ultra-long-context document understanding.&lt;/li&gt;
&lt;li&gt;You build Google ecosystem apps, Android native apps, or Workspace automation.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Google&amp;rsquo;s help page says Gemini Apps context windows increase with subscription level: 32K without an AI plan, 128K with AI Plus, and 1 million with AI Pro and AI Ultra. AI Pro / Ultra also provides higher usage limits, more features, and some early access capabilities.&lt;/p&gt;
&lt;p&gt;If your work already lives in the Google ecosystem, Gemini&amp;rsquo;s value becomes much larger. Otherwise, subscribing to Gemini only as &amp;ldquo;another chatbot&amp;rdquo; may not be more cost-effective than ChatGPT.&lt;/p&gt;
&lt;h2 id=&#34;how-regular-users-should-choose&#34;&gt;How Regular Users Should Choose
&lt;/h2&gt;&lt;p&gt;The easiest trap for regular users is subscribing to multiple platforms just because a new model was announced.&lt;/p&gt;
&lt;p&gt;A more rational choice starts with your main use case.&lt;/p&gt;
&lt;p&gt;If you mainly do:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Writing.&lt;/li&gt;
&lt;li&gt;Research.&lt;/li&gt;
&lt;li&gt;Summaries.&lt;/li&gt;
&lt;li&gt;Reading PDFs.&lt;/li&gt;
&lt;li&gt;Email.&lt;/li&gt;
&lt;li&gt;Resume editing.&lt;/li&gt;
&lt;li&gt;Language learning.&lt;/li&gt;
&lt;li&gt;Daily Q&amp;amp;A.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Choose ChatGPT Plus first. It is more general-purpose, has clearer task boundaries, and does not require deep ecosystem lock-in.&lt;/p&gt;
&lt;p&gt;If you mainly do:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Heavy Gmail / Docs / Drive / YouTube / Android use.&lt;/li&gt;
&lt;li&gt;Want AI directly inside Google&amp;rsquo;s ecosystem.&lt;/li&gt;
&lt;li&gt;Want to try Gemini App, Daily Brief, Google Search AI, and YouTube content Q&amp;amp;A.&lt;/li&gt;
&lt;li&gt;Need long-context reading of Google documents.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Choose Google AI Pro first.&lt;/p&gt;
&lt;p&gt;If you are a light user, start with the free tiers on both platforms and pay only after you clearly hit limits. Do not subscribe to a high-end plan just because you might use it someday.&lt;/p&gt;
&lt;h2 id=&#34;how-developers-should-choose&#34;&gt;How Developers Should Choose
&lt;/h2&gt;&lt;p&gt;Developers fall into two broad groups.&lt;/p&gt;
&lt;p&gt;The first group mainly asks coding questions, fixes bugs, writes scripts, and reads repositories. For them, start with ChatGPT Plus / Pro + Codex.&lt;/p&gt;
&lt;p&gt;Reasons:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Codex is tied to the ChatGPT account.&lt;/li&gt;
&lt;li&gt;ChatGPT is stable for code explanation, refactoring, tests, and error analysis.&lt;/li&gt;
&lt;li&gt;Plus already covers many daily development tasks.&lt;/li&gt;
&lt;li&gt;Pro is better for high-frequency, long-running, complex repository tasks.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;The second group builds around the Google ecosystem, agent platforms, Android, Workspace, or Gemini API. For them, start with Google AI Pro / Ultra.&lt;/p&gt;
&lt;p&gt;Reasons:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Gemini 3.5 Flash is a key post-I/O model for agent workflows.&lt;/li&gt;
&lt;li&gt;Antigravity 2.0 is Google&amp;rsquo;s agent-first development platform.&lt;/li&gt;
&lt;li&gt;Managed Agents can create tool-using agents with isolated Linux environments through the API.&lt;/li&gt;
&lt;li&gt;AI Studio connects more naturally with Android, Workspace, and Antigravity.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;For full-stack developers, the most practical combination is usually:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;ChatGPT Plus as the main tool for daily code and documentation.&lt;/li&gt;
&lt;li&gt;Gemini free tier or AI Pro for Google ecosystem tasks, long context, and new video / agent capabilities.&lt;/li&gt;
&lt;li&gt;Use APIs pay-as-you-go, and do not treat a personal subscription as a production API budget.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;how-content-creators-should-choose&#34;&gt;How Content Creators Should Choose
&lt;/h2&gt;&lt;p&gt;For content creators, the answer depends on what you create.&lt;/p&gt;
&lt;p&gt;If you mainly do:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Copywriting.&lt;/li&gt;
&lt;li&gt;Headlines.&lt;/li&gt;
&lt;li&gt;Scripts.&lt;/li&gt;
&lt;li&gt;Articles.&lt;/li&gt;
&lt;li&gt;Image-and-text content.&lt;/li&gt;
&lt;li&gt;Research organization.&lt;/li&gt;
&lt;li&gt;Multilingual rewriting.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;ChatGPT Plus is still very reliable.&lt;/p&gt;
&lt;p&gt;If you mainly do:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Video generation.&lt;/li&gt;
&lt;li&gt;Short-video ideas.&lt;/li&gt;
&lt;li&gt;AI imagery.&lt;/li&gt;
&lt;li&gt;YouTube Shorts.&lt;/li&gt;
&lt;li&gt;Google Flow workflows.&lt;/li&gt;
&lt;li&gt;Multimodal asset assembly.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Gemini / Google AI Pro or Ultra deserves more attention. After I/O, Gemini Omni and Google Flow are Google&amp;rsquo;s core offerings for creation.&lt;/p&gt;
&lt;p&gt;If your budget is limited, subscribe to one text-first primary tool, then use the other platform&amp;rsquo;s free tier or a short-term subscription to test video capabilities. Video model quotas, queues, duration, resolution, and regional limits change quickly, so do not plan long-term production around them too early.&lt;/p&gt;
&lt;h2 id=&#34;how-enterprises-and-teams-should-choose&#34;&gt;How Enterprises and Teams Should Choose
&lt;/h2&gt;&lt;p&gt;Enterprises should not choose like individual users.&lt;/p&gt;
&lt;p&gt;What enterprises really need to examine is not &amp;ldquo;which model is stronger this week,&amp;rdquo; but:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Whether data is used for training.&lt;/li&gt;
&lt;li&gt;Whether SSO, MFA, and RBAC are available.&lt;/li&gt;
&lt;li&gt;Whether audit logs exist.&lt;/li&gt;
&lt;li&gt;Whether internal knowledge connections are supported.&lt;/li&gt;
&lt;li&gt;Whether plugins, connectors, and agent permissions can be controlled.&lt;/li&gt;
&lt;li&gt;Whether the product meets compliance requirements.&lt;/li&gt;
&lt;li&gt;Whether it integrates with the existing office suite.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;If a company already heavily uses Google Workspace, Gemini enterprise plans are naturally worth evaluating. If the team has already built processes around ChatGPT, Codex, OpenAI API, and internal toolchains, OpenAI Business / Enterprise is the more natural fit.&lt;/p&gt;
&lt;p&gt;Engineering teams also need to separately evaluate Codex, Antigravity, Gemini API Managed Agents, MCP, CI/CD, code permissions, repository access, and audit.&lt;/p&gt;
&lt;h2 id=&#34;when-you-need-pro--ultra&#34;&gt;When You Need Pro / Ultra
&lt;/h2&gt;&lt;p&gt;Many people do not actually need a high-end tier.&lt;/p&gt;
&lt;p&gt;Typical signs that you need ChatGPT Pro:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;You use ChatGPT for long periods every day.&lt;/li&gt;
&lt;li&gt;Plus limits are often insufficient.&lt;/li&gt;
&lt;li&gt;You use Codex heavily.&lt;/li&gt;
&lt;li&gt;You often run deep research, agent mode, and complex reasoning.&lt;/li&gt;
&lt;li&gt;You need higher-end models such as GPT-5.5 Pro.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Typical signs that you need Google AI Ultra:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;You use Gemini, Flow, and Antigravity frequently.&lt;/li&gt;
&lt;li&gt;You need higher Gemini / Antigravity usage limits.&lt;/li&gt;
&lt;li&gt;You create videos, AI imagery, or long-context research.&lt;/li&gt;
&lt;li&gt;You deeply depend on the Google ecosystem and early access to new features.&lt;/li&gt;
&lt;li&gt;You need Gemini Spark, Project Genie, or higher-tier subscription benefits.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;If you only ask a few questions a day or occasionally write articles or edit code, Plus / Pro or AI Pro / Ultra may not be necessary.&lt;/p&gt;
&lt;h2 id=&#34;the-most-cost-effective-subscription-strategy&#34;&gt;The Most Cost-Effective Subscription Strategy
&lt;/h2&gt;&lt;p&gt;This combination is usually better:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Choose one paid primary subscription first.&lt;/li&gt;
&lt;li&gt;Use the other platform&amp;rsquo;s free tier.&lt;/li&gt;
&lt;li&gt;Pay for API only when you actually need API usage.&lt;/li&gt;
&lt;li&gt;Turn high-consumption features such as video, agents, and deep research on and off monthly instead of subscribing all year blindly.&lt;/li&gt;
&lt;li&gt;Review once a month: did you really use the quota?&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;Common combinations:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;General office work: ChatGPT Plus + Gemini free tier.&lt;/li&gt;
&lt;li&gt;Google ecosystem users: Google AI Pro + ChatGPT free tier.&lt;/li&gt;
&lt;li&gt;Developers: ChatGPT Plus/Pro + Gemini API/AI Studio as needed.&lt;/li&gt;
&lt;li&gt;Video creators: Google AI Pro/Ultra + ChatGPT free tier or Plus.&lt;/li&gt;
&lt;li&gt;Enterprise teams: do not piece together personal plans; evaluate Business / Enterprise / Workspace plans directly.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;checklist-before-subscribing&#34;&gt;Checklist Before Subscribing
&lt;/h2&gt;&lt;p&gt;Before paying, confirm these points:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Is the plan available in your region?&lt;/li&gt;
&lt;li&gt;Is the model you need included in the plan?&lt;/li&gt;
&lt;li&gt;Are Codex, Antigravity, Flow, and Omni actually available?&lt;/li&gt;
&lt;li&gt;Do video features have region, age, queue, or resolution limits?&lt;/li&gt;
&lt;li&gt;Is API usage included in the subscription, or billed separately?&lt;/li&gt;
&lt;li&gt;Do file upload, context window, agent mode, and deep research have limits?&lt;/li&gt;
&lt;li&gt;Do the privacy settings meet your project requirements?&lt;/li&gt;
&lt;li&gt;Do you already have Google One, Workspace, ChatGPT Business, or school / company benefits?&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Be especially careful: a personal subscription does not mean free API usage, unlimited commercial use, or enterprise compliance.&lt;/p&gt;
&lt;h2 id=&#34;summary&#34;&gt;Summary
&lt;/h2&gt;&lt;p&gt;After Google I/O, Gemini is much more competitive, especially in video, multimodality, the Google ecosystem, Android, AI Studio, and Antigravity. But ChatGPT remains the steadier general-purpose choice, especially for daily writing, complex Q&amp;amp;A, file analysis, coding assistance, and Codex workflows.&lt;/p&gt;
&lt;p&gt;The simplest judgment is:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;If you do not know which to choose: start with ChatGPT Plus.&lt;/li&gt;
&lt;li&gt;If you are a deep Google user: choose Google AI Pro.&lt;/li&gt;
&lt;li&gt;If you are a heavy developer: compare Codex and Antigravity against your actual workflow.&lt;/li&gt;
&lt;li&gt;If you are a video creator: look first at Gemini Omni, Flow, and Google AI Pro / Ultra.&lt;/li&gt;
&lt;li&gt;If you are an enterprise user: choose by compliance, permissions, audit, and existing office ecosystem, not model hype.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;More AI subscriptions are not automatically better. The more economical path is to define one primary workflow, then use other platforms as supplements instead of opening a long-term subscription after every product keynote.&lt;/p&gt;
&lt;p&gt;References:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://chatgpt.com/pricing/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;OpenAI: ChatGPT Pricing&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://help.openai.com/en/articles/11369540-using-codex-with-your-chatgpt-plan&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;OpenAI Help: Using Codex with your ChatGPT plan&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://blog.google/products-and-platforms/products/google-one/google-ai-subscriptions/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Google Blog: Everything new in Google AI subscriptions from I/O 2026&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://blog.google/innovation-and-ai/technology/developers-tools/google-io-2026-developer-highlights/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Google Blog: I/O 2026 developer highlights&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://support.google.com/gemini/answer/16275805&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Google Help: Gemini Apps limits and upgrades for Google AI subscribers&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
</description>
        </item>
        <item>
        <title>Google I/O 2026 Summary: Gemini 3.5, Omni, Antigravity, and System-Level Agents</title>
        <link>https://knightli.com/en/2026/05/21/google-io-2026-gemini-agentic-ai-summary/</link>
        <pubDate>Thu, 21 May 2026 00:07:06 +0800</pubDate>
        
        <guid>https://knightli.com/en/2026/05/21/google-io-2026-gemini-agentic-ai-summary/</guid>
        <description>&lt;p&gt;The main line of Google I/O 2026 is clear: Google is moving Gemini from &amp;ldquo;model&amp;rdquo; and &amp;ldquo;chat assistant&amp;rdquo; into a fuller Agent ecosystem. It is not only answering questions. It is entering Search, Android, developer tools, video creation, shopping, Workspace, hardware, and enterprise platforms to help users complete longer task chains.&lt;/p&gt;
&lt;p&gt;This article summarizes the main Google I/O 2026 announcements from official releases and a developer perspective. For real development, always follow the official Google, Android Developers, and Gemini API documentation.&lt;/p&gt;
&lt;h2 id=&#34;one-sentence-summary&#34;&gt;One-Sentence Summary
&lt;/h2&gt;&lt;p&gt;The keyword for Google I/O 2026 is &lt;code&gt;agentic Gemini era&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;Google announced or strengthened several lines:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;Gemini 3.5 Flash&lt;/code&gt;: speed, action capability, and Agent workflows.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Gemini Omni&lt;/code&gt;: creating content from any input, starting with video creation and editing.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Gemini app&lt;/code&gt;: moving from chat assistant to proactive, always-on, task-capable personal Agent.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Google Antigravity 2.0&lt;/code&gt;: evolving from an AI coding tool into an Agent-first development platform.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Gemini API Managed Agents&lt;/code&gt;: creating hosted Agents through APIs that can reason, use tools, and execute code.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Google AI Studio&lt;/code&gt;: expanding to mobile, native Android support, and project export to Antigravity.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;Search&lt;/code&gt;, &lt;code&gt;Shopping&lt;/code&gt;, &lt;code&gt;YouTube&lt;/code&gt;, &lt;code&gt;Workspace&lt;/code&gt;, and &lt;code&gt;Android&lt;/code&gt;: all gaining stronger Gemini and Agent capabilities.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;In other words, Google is no longer only showing &amp;ldquo;how smart the model is.&amp;rdquo; It is showing how models enter products, tools, and systems to actually execute tasks for users.&lt;/p&gt;
&lt;h2 id=&#34;gemini-35-flash-from-prompt-to-action&#34;&gt;Gemini 3.5 Flash: From Prompt to Action
&lt;/h2&gt;&lt;p&gt;Gemini 3.5 is Google&amp;rsquo;s new model family at I/O 2026, with &lt;code&gt;Gemini 3.5 Flash&lt;/code&gt; as the first public focus.&lt;/p&gt;
&lt;p&gt;Google does not position it as simply a &amp;ldquo;faster chat model,&amp;rdquo; but as a high-speed engine for real Agent workflows. Google&amp;rsquo;s developer article describes 3.5 Flash as combining frontier intelligence and high speed to support the shift from prompt to action.&lt;/p&gt;
&lt;p&gt;Its main significance:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Optimized for Agent and coding scenarios.&lt;/li&gt;
&lt;li&gt;Supports longer task chains and tool use.&lt;/li&gt;
&lt;li&gt;Available through Antigravity, Gemini API, Google AI Studio, Android Studio, Gemini Enterprise, and other entry points.&lt;/li&gt;
&lt;li&gt;Better suited for applications that need fast responses, multi-turn execution, and frequent tool calls.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;For developers, Gemini 3.5 Flash is not just another model option. It is one of the default engines for Google&amp;rsquo;s new Agent toolchain.&lt;/p&gt;
&lt;h2 id=&#34;gemini-omni-video-and-world-model-capabilities&#34;&gt;Gemini Omni: Video and World-Model Capabilities
&lt;/h2&gt;&lt;p&gt;&lt;code&gt;Gemini Omni&lt;/code&gt; is another core I/O 2026 announcement. Google describes it as creating content from any input, with the current focus starting from video.&lt;/p&gt;
&lt;p&gt;Its highlights fall into three areas:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Multimodal input: text, images, video, audio, and more can be used as references.&lt;/li&gt;
&lt;li&gt;Video editing: users can modify video over multiple turns with natural language instead of stopping after one generation.&lt;/li&gt;
&lt;li&gt;World understanding: it emphasizes consistency in physics, scenes, actions, narrative, and audiovisual output.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;This means AI video tools are moving from &amp;ldquo;enter one prompt to generate a clip&amp;rdquo; toward &amp;ldquo;revise step by step as if talking to an editor.&amp;rdquo; For creators, the real value is not one-shot generation, but a controllable, traceable, and iterative editing process.&lt;/p&gt;
&lt;h2 id=&#34;gemini-app-from-chat-assistant-to-always-on-personal-agent&#34;&gt;Gemini App: From Chat Assistant to Always-On Personal Agent
&lt;/h2&gt;&lt;p&gt;Google is also pushing Gemini app in a more Agent-like direction. Official posts describe Gemini app as becoming more proactive, offering daily briefs and always-on assistance.&lt;/p&gt;
&lt;p&gt;Key points include:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;Gemini 3.5 Flash&lt;/code&gt; entering Gemini app.&lt;/li&gt;
&lt;li&gt;A new UI and more dynamic interaction.&lt;/li&gt;
&lt;li&gt;Personal AI Agent concepts such as &lt;code&gt;Gemini Spark&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;Proactive daily briefs that organize what users need to know each day.&lt;/li&gt;
&lt;li&gt;More emphasis on 24/7 background assistance instead of waiting for the user to start every chat.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;This is the part that affects ordinary users most. Gemini used to feel more like a &amp;ldquo;you ask, I answer&amp;rdquo; assistant. After I/O 2026, Google wants it to feel more like a personal Agent that follows up on tasks, proactively reminds users, and works across products.&lt;/p&gt;
&lt;h2 id=&#34;antigravity-20-developer-tools-become-agent-first&#34;&gt;Antigravity 2.0: Developer Tools Become Agent-First
&lt;/h2&gt;&lt;p&gt;One of the most important developer-side announcements is &lt;code&gt;Google Antigravity 2.0&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;Google positions Antigravity as an agent-first development platform. After I/O 2026, it is not only helping developers write code. It is meant to help developers move from ideas and prototypes to Agent orchestration and production delivery.&lt;/p&gt;
&lt;p&gt;Core changes listed by Google include:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Antigravity 2.0 standalone desktop app.&lt;/li&gt;
&lt;li&gt;Multi-Agent parallel orchestration.&lt;/li&gt;
&lt;li&gt;Dynamic subagents.&lt;/li&gt;
&lt;li&gt;Background scheduled tasks.&lt;/li&gt;
&lt;li&gt;Integration with Google AI Studio, Android, Firebase, and related ecosystems.&lt;/li&gt;
&lt;li&gt;Antigravity CLI for terminal users.&lt;/li&gt;
&lt;li&gt;Antigravity SDK for custom Agent behavior and deployment.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;This shows that AI coding tools are entering the next stage after &amp;ldquo;code completion / conversational generation&amp;rdquo;: developers will manage multiple executable Agents, not just one chat window.&lt;/p&gt;
&lt;h2 id=&#34;gemini-api-managed-agents-hosting-agents-as-api-capabilities&#34;&gt;Gemini API Managed Agents: Hosting Agents as API Capabilities
&lt;/h2&gt;&lt;p&gt;Google also introduced &lt;code&gt;Managed Agents in the Gemini API&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;According to the official description, these Agents can be created with a single API call. They can reason, use tools, and execute code in an isolated Linux environment, supported by the Antigravity agent harness.&lt;/p&gt;
&lt;p&gt;This matters to developers:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;You do not need to build the full Agent runtime yourself.&lt;/li&gt;
&lt;li&gt;You can get a persistent, isolated execution environment.&lt;/li&gt;
&lt;li&gt;Multi-turn interactions can preserve files and state.&lt;/li&gt;
&lt;li&gt;Agents can be extended with markdown skills, custom instructions, and templates.&lt;/li&gt;
&lt;li&gt;They are available through Interactions API and Google AI Studio.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;If this line matures, Agent platforms will increasingly look like cloud services: developers will not only call models, but call Agents with state, tools, execution environments, and security boundaries.&lt;/p&gt;
&lt;h2 id=&#34;google-ai-studio-from-prompt-playground-to-app-generation-entry-point&#34;&gt;Google AI Studio: From Prompt Playground to App Generation Entry Point
&lt;/h2&gt;&lt;p&gt;At I/O 2026, Google AI Studio also moves further.&lt;/p&gt;
&lt;p&gt;Key changes include:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Google AI Studio mobile app for capturing ideas and generating prototypes on mobile.&lt;/li&gt;
&lt;li&gt;Workspace API integration, making it easier for Agents to access Google Workspace.&lt;/li&gt;
&lt;li&gt;Project export to Antigravity, carrying context into local development and production work.&lt;/li&gt;
&lt;li&gt;Native Android support, allowing users to build Android apps from prompts.&lt;/li&gt;
&lt;li&gt;Google Play Console integration to publish apps to test tracks.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;This turns AI Studio from &amp;ldquo;a place to tune prompts and test models&amp;rdquo; into an entry point from idea to app. Its relationship with Antigravity is clearer too: AI Studio is good for fast ideation and generation, while Antigravity is better for continued development, orchestration, debugging, and delivery.&lt;/p&gt;
&lt;h2 id=&#34;android-and-appfunctions-key-interfaces-for-mobile-agents&#34;&gt;Android and AppFunctions: Key Interfaces for Mobile Agents
&lt;/h2&gt;&lt;p&gt;Android system-level Agents are worth watching on their own, but they need to be understood through accurate interfaces and product boundaries.&lt;/p&gt;
&lt;p&gt;The most important current piece is Android&amp;rsquo;s official &lt;code&gt;AppFunctions&lt;/code&gt;. The official documentation describes AppFunctions as an Android platform API with Jetpack libraries that lets apps expose their capabilities to agents, assistants, and other authorized callers. It also simplifies Android MCP integration.&lt;/p&gt;
&lt;p&gt;Its significance is that mobile automation no longer has to rely only on screenshots, OCR, simulated taps, and UI control positioning.&lt;/p&gt;
&lt;p&gt;Traditional mobile automation looks like:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Recognize the screen.&lt;/li&gt;
&lt;li&gt;Find the button.&lt;/li&gt;
&lt;li&gt;Simulate a tap.&lt;/li&gt;
&lt;li&gt;Wait for the page to change.&lt;/li&gt;
&lt;li&gt;Retry after errors.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;The AppFunctions direction is:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Apps declare what they can do.&lt;/li&gt;
&lt;li&gt;Agents call those capabilities with authorization.&lt;/li&gt;
&lt;li&gt;The system handles permissions, call boundaries, and security constraints.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;This will affect Android app design. Future apps will not only need human-facing UIs, but also core capabilities designed as Agent-callable interfaces.&lt;/p&gt;
&lt;h2 id=&#34;search-shopping-and-content-products-are-becoming-agentic-too&#34;&gt;Search, Shopping, and Content Products Are Becoming Agentic Too
&lt;/h2&gt;&lt;p&gt;Google I/O 2026 changes are not limited to models and developer tools. Search and consumer products are changing at the same time.&lt;/p&gt;
&lt;p&gt;Official I/O summaries mention:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Search entering a new AI Search stage.&lt;/li&gt;
&lt;li&gt;Information agents appearing in Search.&lt;/li&gt;
&lt;li&gt;Gemini Spark and Daily Brief entering Gemini app.&lt;/li&gt;
&lt;li&gt;Universal Cart making shopping carts smarter.&lt;/li&gt;
&lt;li&gt;Ask YouTube enabling conversational queries and navigation over video content.&lt;/li&gt;
&lt;li&gt;Gemini capabilities expanding to more products and form factors.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;These announcements show that Google&amp;rsquo;s Agent direction is not a single product. It is spreading horizontally across search, video, shopping, productivity, mobile, and hardware scenarios.&lt;/p&gt;
&lt;h2 id=&#34;practical-impact-for-developers&#34;&gt;Practical Impact for Developers
&lt;/h2&gt;&lt;p&gt;The biggest impact of Google I/O 2026 for developers is not &amp;ldquo;another model.&amp;rdquo; It is that the development target is changing.&lt;/p&gt;
&lt;p&gt;Developers used to mainly build:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Apps.&lt;/li&gt;
&lt;li&gt;Websites.&lt;/li&gt;
&lt;li&gt;APIs.&lt;/li&gt;
&lt;li&gt;Plugins.&lt;/li&gt;
&lt;li&gt;Automation scripts.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Next, they will also build:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;App capabilities callable by Agents.&lt;/li&gt;
&lt;li&gt;Multi-Agent workflows.&lt;/li&gt;
&lt;li&gt;Stateful tool execution environments.&lt;/li&gt;
&lt;li&gt;Auditable automation flows.&lt;/li&gt;
&lt;li&gt;Human-in-the-loop confirmation mechanisms.&lt;/li&gt;
&lt;li&gt;Integrations with MCP, AppFunctions, Workspace API, Playwright, Firebase, and other tools.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Software will increasingly look like a set of capabilities, not only a set of interfaces. Products that expose their capabilities clearly, reliably, and safely to Agents will be more likely to enter users&amp;rsquo; automation task chains.&lt;/p&gt;
&lt;h2 id=&#34;impact-on-mobile-automation&#34;&gt;Impact on Mobile Automation
&lt;/h2&gt;&lt;p&gt;Mobile automation will gradually move from &amp;ldquo;GUI first&amp;rdquo; to &amp;ldquo;API first, GUI as fallback.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;In the short term, screenshot recognition, OCR, simulated taps, and browser automation still matter because many older apps have no standard interface.&lt;/p&gt;
&lt;p&gt;In the long term, if Android AppFunctions, MCP, and system-level permission models mature, stable task execution will lean toward:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;First calling capabilities declared by apps.&lt;/li&gt;
&lt;li&gt;Then calling system interfaces when needed.&lt;/li&gt;
&lt;li&gt;Then using GUI automation as a fallback.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;This will change RPA, mobile Agents, testing tools, and app ecosystems. Apps that expose capabilities are easier for system-level Agents to call. Apps that do not may still only be operated by the old &amp;ldquo;look at screen, tap screen&amp;rdquo; approach.&lt;/p&gt;
&lt;h2 id=&#34;security-permissions-and-auditing-become-hard-requirements&#34;&gt;Security, Permissions, and Auditing Become Hard Requirements
&lt;/h2&gt;&lt;p&gt;The stronger Agents become, the higher the risk.&lt;/p&gt;
&lt;p&gt;If an Agent can execute tasks across apps, make payments, change settings, access files, and read context, it needs clear security boundaries:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Permission levels.&lt;/li&gt;
&lt;li&gt;Explicit user authorization.&lt;/li&gt;
&lt;li&gt;Secondary confirmation for sensitive actions.&lt;/li&gt;
&lt;li&gt;Sandbox isolation.&lt;/li&gt;
&lt;li&gt;Operation logs.&lt;/li&gt;
&lt;li&gt;Reversibility and rollback.&lt;/li&gt;
&lt;li&gt;Enterprise auditing and compliance.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;This is why Google emphasizes isolated environments for hosted Agents, permission requirements for AppFunctions, enterprise platforms, and controlled deployment. The future of Agents is not &amp;ldquo;do anything without limits,&amp;rdquo; but executable, traceable, and governable behavior inside security boundaries.&lt;/p&gt;
&lt;h2 id=&#34;summary&#34;&gt;Summary
&lt;/h2&gt;&lt;p&gt;The main content of Google I/O 2026 can be summarized in one sentence: Google is turning Gemini into an Agent platform spanning models, apps, systems, developer tools, and hardware.&lt;/p&gt;
&lt;p&gt;&lt;code&gt;Gemini 3.5 Flash&lt;/code&gt; provides speed and action capability. &lt;code&gt;Gemini Omni&lt;/code&gt; pushes multimodal creation toward video and world understanding. &lt;code&gt;Gemini app&lt;/code&gt; becomes a proactive personal assistant. &lt;code&gt;Antigravity 2.0&lt;/code&gt; and &lt;code&gt;Managed Agents&lt;/code&gt; push developer tools toward Agent-native development. &lt;code&gt;AppFunctions&lt;/code&gt; lets Android apps begin exposing capabilities to intelligent agents.&lt;/p&gt;
&lt;p&gt;For developers, the next thing to watch is not only model parameters, but how to structure application capabilities, connect to Agent toolchains, design permissions and auditing, and make products safely and reliably callable in a system-level Agent ecosystem.&lt;/p&gt;
&lt;p&gt;References:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://blog.google/innovation-and-ai/technology/developers-tools/google-io-2026-collection/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Google Blog: Google I/O 2026 news and announcements&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://blog.google/innovation-and-ai/technology/developers-tools/google-io-2026-developer-highlights/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Google Blog: I/O 2026 developer highlights&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://blog.google/innovation-and-ai/products/gemini-app/next-evolution-gemini-app/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Google Blog: The Gemini app becomes more agentic&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://developer.android.com/ai/appfunctions?hl=zh-cn&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Android Developers: AppFunctions overview&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
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