BeFreed
    Categories>Technology>Gemini 时代的开发变局:从 Google I/O 2025 看 AI 代理化趋势

    Gemini 时代的开发变局:从 Google I/O 2025 看 AI 代理化趋势

    14 min
    |
    |
    15 мая 2026 г.
    TechnologyProductivity

    面对 AI 算力五十倍爆发的浪潮,Google 正在通过 Gemini 2.5 Pro 重塑计算底座。本期将带你拆解从世界模型到边缘计算的全家桶,助你掌握构建自主智能体的核心实操指南。

    Gemini 时代的开发变局:从 Google I/O 2025 看 AI 代理化趋势

    Лучшая цитата из Gemini 时代的开发变局:从 Google I/O 2025 看 AI 代理化趋势

    “

    当 AI 变得像水和电一样自然的时候,开发者真正要比拼的就不再是写代码的速度,而是你对业务的理解和对创意的落地能力。

    ”
    H

    Generated by Howard Zane

    Вопрос для ввода

    谷歌公司的核心产品与技术创新,特别是针对开发者工具和前沿技术的深入讲解。

    Голоса ведущих
    Lenaplay
    Lenaplay
    Источники знаний
    Google I/O 2025: 100 things Google announced
    link
    https://blog.google/innovation-and-ai/products/google-io-2025-all-our-announcements
    Introducing Coral NPU: A full-stack platform for Edge AI
            
            
            - Google Developers Blog
    link
    https://developers.googleblog.com/introducing-coral-npu-a-full-stack-platform-for-edge-ai/
    An application-centric, AI-powered cloud | Google Cloud Blog
    link
    https://cloud.google.com/blog/products/application-development/an-application-centric-ai-powered-cloud
    What you should know from the Google I/O 2025 Developer keynote
            
            
            - Google Developers Blog
    link
    https://developers.googleblog.com/en/google-io-2025-developer-keynote-recap
    Google I/O '25 Developer Keynote
    link
    https://www.youtube.com/watch?v=GjvgtwSOCao
    Gemini for Developers  |  Google Codelabs
    link
    https://codelabs.developers.google.com/gemini-for-developers

    Часто задаваемые вопросы

    思维预算是 Google 为开发者提供的一种调优自由度,允许手动控制模型在回答前消耗多少 token 进行“思考”。在处理复杂的数学问题或深度代码重构时,开发者可以拉高预算开启“深思模式”(Deep Think)以获取更精准的结果;而在处理日常闲聊等简单任务时,则可以降低预算以节省成本并提高响应速度。

    这意味着开发模式正在发生根本性转变。开发者不再仅仅是编写一段代码来实现单一功能,而是在构建能够自主理解世界、制定计划并完成复杂任务的“智能体”。例如,通过 Jules 代码智能体,开发者可以异步派发多个任务(如修复 Bug 或升级依赖),AI 会自动运行虚拟机、执行测试并提交 PR,从而将开发者从繁琐的样板代码中解放出来。

    Coral NPU 采用了基于 RISC-V 指令集的开源架构,其功耗极低(如实时翻译功耗仅需几毫瓦),适合在智能手表或 AR 眼镜上全天候运行。为了保护隐私,它引入了 CHERI 技术,从硬件层面为内存添加“沙箱”,确保生物识别等敏感数据在本地处理而不泄露。同时,它支持统一的编译器工具链,让云端模型能高效转化为本地运行的二进制文件。

    从 Chrome 138 版本开始,浏览器通过集成 Gemini Nano 提供了原生 AI API,支持摘要、翻译和语言检测等功能。这意味着开发者可以直接在前端运行多模态 AI 任务,而无需调用后端接口。例如,利用本地 AI 识别用户上传的照片并实时高亮网页内容,这种方式不仅降低了延迟,还确保了用户数据不出本地,极大提升了隐私安全性。

    这种模式旨在简化云端运维,让开发者专注于业务逻辑而非底层基础设施。通过 Application Design Center,开发者可以用画布方式设计架构并自动生成代码。此外,Gemini Cloud Assist Investigations 能自动分析日志并快速定位故障根因,而 Cost Explorer 则能提供应用级别的成本视图,利用 AI 识别空转资源并给出优化建议,从而大幅降低运维时间和成本。

    Создано выпускниками Колумбийского университета в Сан-Франциско

    BeFreed объединяет глобальное сообщество из 1,000,000 любознательных умов
    Узнайте больше о том, как обсуждают BeFreed в интернете

    "Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

    @Moemenn
    platform
    star
    star
    star
    star
    star

    "I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

    @Chloe, Solo founder, LA
    platform
    comments
    12
    likes
    117

    "Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

    @Raaaaaachelw
    platform
    star
    star
    star
    star
    star

    "Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

    @Matt, YC alum
    platform
    comments
    12
    likes
    108

    "Reading used to feel like a chore. Now it’s just part of my lifestyle."

    @Erin, Investment Banking Associate , NYC
    platform
    comments
    254
    likes
    17

    "Feels effortless compared to reading. I’ve finished 6 books this month already."

    @djmikemoore
    platform
    star
    star
    star
    star
    star

    "BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

    @Pitiful
    platform
    comments
    96
    likes
    4.5K

    "BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

    @SofiaP
    platform
    star
    star
    star
    star
    star

    "BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

    @Jaded_Falcon
    platform
    comments
    201
    thumbsUp
    16

    "It is great for me to learn something from the book without reading it."

    @OojasSalunke
    platform
    star
    star
    star
    star
    star

    "The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

    @Leo, Law Student, UPenn
    platform
    comments
    37
    likes
    483

    "Makes me feel smarter every time before going to work"

    @Cashflowbubu
    platform
    star
    star
    star
    star
    star

    Создано выпускниками Колумбийского университета в Сан-Франциско

    BeFreed объединяет глобальное сообщество из 1,000,000 любознательных умов
    Узнайте больше о том, как обсуждают BeFreed в интернете

    "Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

    @Moemenn
    platform
    star
    star
    star
    star
    star

    "I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

    @Chloe, Solo founder, LA
    platform
    comments
    12
    likes
    117

    "Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

    @Raaaaaachelw
    platform
    star
    star
    star
    star
    star

    "Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

    @Matt, YC alum
    platform
    comments
    12
    likes
    108

    "Reading used to feel like a chore. Now it’s just part of my lifestyle."

    @Erin, Investment Banking Associate , NYC
    platform
    comments
    254
    likes
    17

    "Feels effortless compared to reading. I’ve finished 6 books this month already."

    @djmikemoore
    platform
    star
    star
    star
    star
    star

    "BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

    @Pitiful
    platform
    comments
    96
    likes
    4.5K

    "BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

    @SofiaP
    platform
    star
    star
    star
    star
    star

    "BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

    @Jaded_Falcon
    platform
    comments
    201
    thumbsUp
    16

    "It is great for me to learn something from the book without reading it."

    @OojasSalunke
    platform
    star
    star
    star
    star
    star

    "The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

    @Leo, Law Student, UPenn
    platform
    comments
    37
    likes
    483

    "Makes me feel smarter every time before going to work"

    @Cashflowbubu
    platform
    star
    star
    star
    star
    star

    "Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

    @Moemenn
    platform
    star
    star
    star
    star
    star

    "I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

    @Chloe, Solo founder, LA
    platform
    comments
    12
    likes
    117

    "Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

    @Raaaaaachelw
    platform
    star
    star
    star
    star
    star

    "Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

    @Matt, YC alum
    platform
    comments
    12
    likes
    108

    "Reading used to feel like a chore. Now it’s just part of my lifestyle."

    @Erin, Investment Banking Associate , NYC
    platform
    comments
    254
    likes
    17

    "Feels effortless compared to reading. I’ve finished 6 books this month already."

    @djmikemoore
    platform
    star
    star
    star
    star
    star

    "BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

    @Pitiful
    platform
    comments
    96
    likes
    4.5K

    "BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

    @SofiaP
    platform
    star
    star
    star
    star
    star

    "BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

    @Jaded_Falcon
    platform
    comments
    201
    thumbsUp
    16

    "It is great for me to learn something from the book without reading it."

    @OojasSalunke
    platform
    star
    star
    star
    star
    star

    "The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

    @Leo, Law Student, UPenn
    platform
    comments
    37
    likes
    483

    "Makes me feel smarter every time before going to work"

    @Cashflowbubu
    platform
    star
    star
    star
    star
    star

    "Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

    @Moemenn
    platform
    star
    star
    star
    star
    star

    "I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

    @Chloe, Solo founder, LA
    platform
    comments
    12
    likes
    117

    "Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

    @Raaaaaachelw
    platform
    star
    star
    star
    star
    star

    "Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

    @Matt, YC alum
    platform
    comments
    12
    likes
    108

    "Reading used to feel like a chore. Now it’s just part of my lifestyle."

    @Erin, Investment Banking Associate , NYC
    platform
    comments
    254
    likes
    17

    "Feels effortless compared to reading. I’ve finished 6 books this month already."

    @djmikemoore
    platform
    star
    star
    star
    star
    star

    "BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

    @Pitiful
    platform
    comments
    96
    likes
    4.5K

    "BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

    @SofiaP
    platform
    star
    star
    star
    star
    star

    "BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

    @Jaded_Falcon
    platform
    comments
    201
    thumbsUp
    16

    "It is great for me to learn something from the book without reading it."

    @OojasSalunke
    platform
    star
    star
    star
    star
    star

    "The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

    @Leo, Law Student, UPenn
    platform
    comments
    37
    likes
    483

    "Makes me feel smarter every time before going to work"

    @Cashflowbubu
    platform
    star
    star
    star
    star
    star
    1.5K Ratings4.7
    Начните своё обучение прямо сейчас
    BeFreed App
    BeFreed

    Учите что угодно персонализированно

    DiscordLinkedIn
    Избранные книги
    Crucial ConversationsThe Perfect MarriageInto the WildNever Split the DifferenceAttachedGood to GreatSay Nothing
    Популярные категории
    Self HelpCommunication SkillRelationshipMindfulnessPhilosophyInspirationProductivity
    Списки чтения знаменитостей
    Elon MuskCharlie KirkBill GatesSteve JobsAndrew HubermanJoe RoganJordan Peterson
    Коллекция наград
    Pulitzer PrizeNational Book AwardGoodreads Choice AwardsNobel Prize in LiteratureNew York TimesCaldecott MedalNebula Award
    Избранные темы
    ManagementAmerican HistoryWarTradingStoicismAnxietySex
    Лучшие книги по годам
    2025 Best Non Fiction Books2024 Best Non Fiction Books2023 Best Non Fiction Books
    Избранные авторы
    Chimamanda Ngozi AdichieGeorge OrwellO. J. SimpsonBarbara O'NeillWinston ChurchillCharlie Kirk
    BeFreed vs другие приложения
    BeFreed vs. Other Book Summary AppsBeFreed vs. ElevenReaderBeFreed vs. ReadwiseBeFreed vs. Anki
    Инструменты обучения
    Knowledge VisualizerAI Podcast Generator
    Информация
    О насarrow
    Ценыarrow
    Частые вопросыarrow
    Блогarrow
    Карьераarrow
    Партнёрствоarrow
    Программа амбассадоровarrow
    Каталогarrow
    BeFreed
    Try now
    © 2026 BeFreed
    Условия использованияПолитика конфиденциальности
    BeFreed

    Учите что угодно персонализированно

    DiscordLinkedIn
    Избранные книги
    Crucial ConversationsThe Perfect MarriageInto the WildNever Split the DifferenceAttachedGood to GreatSay Nothing
    Популярные категории
    Self HelpCommunication SkillRelationshipMindfulnessPhilosophyInspirationProductivity
    Списки чтения знаменитостей
    Elon MuskCharlie KirkBill GatesSteve JobsAndrew HubermanJoe RoganJordan Peterson
    Коллекция наград
    Pulitzer PrizeNational Book AwardGoodreads Choice AwardsNobel Prize in LiteratureNew York TimesCaldecott MedalNebula Award
    Избранные темы
    ManagementAmerican HistoryWarTradingStoicismAnxietySex
    Лучшие книги по годам
    2025 Best Non Fiction Books2024 Best Non Fiction Books2023 Best Non Fiction Books
    Инструменты обучения
    Knowledge VisualizerAI Podcast Generator
    Избранные авторы
    Chimamanda Ngozi AdichieGeorge OrwellO. J. SimpsonBarbara O'NeillWinston ChurchillCharlie Kirk
    BeFreed vs другие приложения
    BeFreed vs. Other Book Summary AppsBeFreed vs. ElevenReaderBeFreed vs. ReadwiseBeFreed vs. Anki
    Информация
    О насarrow
    Ценыarrow
    Частые вопросыarrow
    Блогarrow
    Карьераarrow
    Партнёрствоarrow
    Программа амбассадоровarrow
    Каталогarrow
    BeFreed
    Try now
    © 2026 BeFreed
    Условия использованияПолитика конфиденциальности

    Ключевые выводы

    1

    全景概览:I/O 2025 的核心 AI 愿景

    0:00
    0:22
    0:40
    0:58
    1:20
    1:28
    2

    技术深挖:从多模态交互到 Agentic 智能的演进

    1:44
    2:00
    2:15
    2:29
    2:52
    3:05
    3

    开发者视角:新工具链如何重塑开发流程

    3:27
    3:40
    3:57
    4:08
    4:24
    4:34
    4

    AI 赋能的端云一体化:Coral NPU 与边缘计算

    5:01
    5:11
    5:27
    5:33
    5:59
    6:08
    6:37
    6:45
    5

    应用中心化:Google Cloud 的管理新思维

    7:05
    7:20
    7:43
    7:51
    8:05
    8:14
    8:34
    6

    Web 开发的进化:原生 AI 与 CSS 的降维打击

    8:48
    8:59
    9:16
    9:21
    9:36
    9:45
    10:04
    10:15
    7

    创意与垂直领域的爆发:从 Veo 3 到 MedGemma

    10:36
    10:45
    11:05
    11:12
    11:29
    11:44
    8

    实操指南:如何开启你的 Gemini 开发之旅

    12:03
    12:09
    12:21
    12:24
    12:40
    12:54
    13:08
    13:31
    13:41
    13:52
    14:03
    14:08

    Похожий контент

    Обложка книги How to use Google Gemini as your personal AI assistant
    How To Use Google Gemini? Guide For Beginners - Tech Company NewsHow to Use Google Gemini: Complete Beginner’s Guide 2026How to Use Google Gemini Better Than 99% of People - YouTubeGoogle Gemini Full Tutorial 2025: Every Feature ... - YouTube
    6 sources
    How to use Google Gemini as your personal AI assistant
    Most people only use Gemini for simple questions. Learn how to master prompts and use its multimodal features to automate research and save hours.
    30 min
    Обложка книги The World Model Revolution: Beyond LLMs to AGI
    Keras Reinforcement Learning ProjectsRebooting AIHuman CompatibleAutonomy
    25 sources
    The World Model Revolution: Beyond LLMs to AGI
    Explore the 2026 pivot from language to world models, featuring AMI Labs and Gemini 3. Learn how JEPA architectures and VLA robotics are bridging the causation gap to create machines that truly reason.
    25 min
    Обложка книги The 2026 AI Race: Why One Model No Longer Rules
    What Is ChatGPT Doing ... and Why Does It Work?ImpromptuBig NineHuman Compatible
    26 sources
    The 2026 AI Race: Why One Model No Longer Rules
    Choosing the wrong AI model is getting expensive. Learn how GPT, Claude, and Gemini are specializing so you can pick the right tool for your workflow.
    21 min
    Обложка книги Gemini 3.0 vs GPT: The AI Revolution
    Google's Gemini 3 is here - and it's already beating ChatGPT in ...Why Google's Gemini 3.0 Is More Than a ChatGPT CompetitorGemini 3.0 vs GPT-4 (2025): AI Comparison, Pricing & Buyer's Guidesource 4
    6 sources
    Gemini 3.0 vs GPT: The AI Revolution
    Google's Gemini 3.0 challenges ChatGPT with multimodal capabilities and ecosystem integration. We break down the technical differences, strategic approaches, and what this means for users choosing between precision vs integration.
    10 min
    Обложка книги Gemini 2.0 vs GPT: The AI Battle Reshaping Everything
    Google Gemini 2.0 vs OpenAI's GPT-4: Which AI Assistant Is Better?ChatGPT vs Google Gemini 2.5: full report and comparison on models, features, performance, pricing, and use caGoogle Gemini vs. Open AI ChatGPT: A Comprehensive ComparisonGemini vs ChatGPT for Coding: Performance and Accuracy
    6 sources
    Gemini 2.0 vs GPT: The AI Battle Reshaping Everything
    Two AI titans clash with completely different philosophies - GPT's precision vs Gemini's multimedia power. Which approach wins for coding, research, and your daily workflow?
    10 min
    Обложка книги ChatGPT is becoming an AI super app
    What Is ChatGPT Doing ... and Why Does It Work?Artificial Intelligence and Generative AI for BeginnersChatGPT for DummiesImpromptu
    23 sources
    ChatGPT is becoming an AI super app
    Is ChatGPT more than just a chatbot? Discover how new reasoning and visual intelligence are turning AI into an autonomous assistant to reclaim your time.
    29 min
    Обложка книги The AI Workflow: Claude, ChatGPT, and Gemini
    ChatGPT vs Claude vs Gemini — Best AI for Writing 2026 | SciHub101ChatGPT vs Claude vs Gemini: 30 Days Running All ThreeCodex vs Claude Code vs Gemini CLI (2026): Terminal AI Agents ComparedClaude vs ChatGPT Reddit 2026: Developers Choose Claude, Researchers Pick ChatGPT
    5 sources
    The AI Workflow: Claude, ChatGPT, and Gemini
    Struggling to pick the right AI for work? Learn how to match Claude, ChatGPT, and Gemini to your specific tasks for a faster, smarter daily routine.
    656 min
    Обложка книги ChatGPT 5 and the shift to reasoning
    What Is ChatGPT Doing ... and Why Does It Work?ChatGPT for DummiesKeras Reinforcement Learning ProjectsHuman Compatible
    19 sources
    ChatGPT 5 and the shift to reasoning
    Most people still use AI like a search engine, but new models are built to reason. Learn how ChatGPT 5 is evolving from a chatbot into a logic-driven tool.
    30 min

    Recommended Learning Plans

    Gemini and Homey Pro Intelligence
    ПЛАН ОБУЧЕНИЯ

    Gemini and Homey Pro Intelligence

    This plan is essential for smart home enthusiasts and developers looking to move beyond static routines into the era of generative AI. It bridges the gap between powerful LLMs and physical hardware, making it ideal for those seeking to build a more responsive and intelligent home ecosystem.

    1 h 30 m•3 Разделы
    How Gemma Sees the World
    ПЛАН ОБУЧЕНИЯ

    How Gemma Sees the World

    As multimodal AI becomes the industry standard, understanding the transition from hybrid to unified architectures is essential for developers. This plan is ideal for AI engineers and researchers looking to master how Gemma processes visual data without traditional separate encoders.

    1 h 12 m•3 Разделы
    大模型突破与 Agent 副业实战
    ПЛАН ОБУЧЕНИЯ

    大模型突破与 Agent 副业实战

    随着大模型进入智能体时代,如何将技术转化为生产力成为核心竞争力。本课程专为希望提升效率并探索 AI 副业的职场人士设计,助力学习者实现从技术理解到财富增值的闭环。

    1 h 12 m•3 Разделы
    AI 规模化增长与平台经济学
    ПЛАН ОБУЧЕНИЯ

    AI 规模化增长与平台经济学

    随着 AI 进入大规模应用阶段,如何平衡高昂的算力成本与商业增长成为核心挑战。本课程专为 AI 产品负责人和架构师设计,旨在解决从技术稳定性到平台经济学模型构建的闭环难题。

    1 h 30 m•3 Разделы
    Google's Global Data Dilemma
    ПЛАН ОБУЧЕНИЯ

    Google's Global Data Dilemma

    In an era of instant global access, engineers must solve the complex challenge of keeping data consistent across continents. This plan is essential for backend developers and system architects looking to master the high-stakes engineering required to power worldwide platforms like Google.

    48 m•2 Разделы
    AI 架构师:从 API 调用到自主系统
    ПЛАН ОБУЧЕНИЯ

    AI 架构师:从 API 调用到自主系统

    随着生成式 AI 进入落地阶段,企业急需能够设计复杂自主系统的架构人才。本路径专为希望超越简单接口调用、深入底层原理并解决生产环境挑战的开发者与架构师量身打造。

    2 h 18 m•5 Разделы
    AI 提示词高手:从生活妙招到创意助手
    ПЛАН ОБУЧЕНИЯ

    AI 提示词高手:从生活妙招到创意助手

    在生成式 AI 普及的今天,提示词能力已成为个体的核心竞争优势。本课程专为希望将 AI 转化为高效助手和创意伙伴的学习者设计,通过从基础架构到高级思维模型的系统训练,帮助你实现从零基础到提示词高手的跨越。

    1 h 12 m•3 Разделы
    大模型数据极限下的技术博弈
    ПЛАН ОБУЧЕНИЯ

    大模型数据极限下的技术博弈

    随着互联网公开数据趋于极限,如何突破数据瓶颈已成为大模型竞争的核心。本课程深入探讨合成数据、数据策展及算法优化,适合希望掌握前沿大模型训练策略的算法工程师与技术决策者。

    1 h 24 m•3 Разделы