Gemini 时代的开发变局：从 Google I/O 2025 看 AI 代理化趋势
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。
Miglior citazione da 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。
Questa lezione audio è stata creata da un membro della comunità BeFreed
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。
Domande frequenti
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。
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Discover how AI is quietly transforming work in 2026—powering smarter learning, faster creation, and real-world productivity through tools like BeFreed, Runway, and Tenspect.
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Creato da alumni della Columbia University a San Francisco
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
Creato da alumni della Columbia University a San Francisco
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
