AI 到底能不能独立做个产品？我拿一个小程序验证了
最近白嫖了一堆积分，于是我给自己定了个小目标：用 AI 从 0 到 1上线一个小程序，把整个过程完整跑一遍，看看现在 AI 到底能帮到哪......
中文掘金
最新资讯
言栖资讯收录 226860 篇 AI、开发与建站文章，按发布时间排序，支持搜索与按语言筛选。
我扫了 422 个仓库，近一半 CI 在裸装依赖
500 个高星 JS/TS 仓库，422 个有 CI：107 个仓库一条缓存都没配，装依赖的 2032 个 workflow 里 46% 没缓存。反倒是 key 基本没写错，87.6% 按 lockfile 派生。附三步自查命令。
中文掘金
token 暴降75%！减少长程 Agent 任务中的重复开销，PowerContext v1.5.0 发布
PowerContext 1.5 实测单题最高输入量 从约 2358 万降到 590 万，少了约 75%。按 每 100 题折算，累计输入少了约 25.4%，任 务通过率也有所提高。
中文掘金
由 key 引发的思考
在开发构建中，当 React 使用数组或可迭代对象渲染一组同级子节点时，如果直接生成的子节点没有提供 key，React 会在控制台输出： react的官方解释是这样说的： https://react
中文掘金
把 seekdb 塞进 iOS App：让混合检索嵌入手机
完整的 seekdb 内核引擎被打包成了 SeekDB.framework ，几行 Swift 代码就能打开一个数据库。全文检索、向量检索、混合搜索、FORK TABLE，在iOS App 里都能用啦
中文掘金
Qwen-Drive 到底是什么：4B 级 VLM 如何成为驾驶策略底座
Qwen-Drive 是基于 4B 视觉语言模型的驾驶规划系统，核心能力为生成多条未来轨迹候选（默认 6 条），而非单一最优路径。其输出为自车坐标系下的 (x, y, heading) 序列，需注意
中文掘金
![AMR Sensors and Perception — Ch.18: 3D Perception [KR]](https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fi3kxzzmrzsvfs689e3le.png)
AMR Sensors and Perception — Ch.18: 3D Perception [KR]
STATERA Library · Series 02 · Volume 03 · Chapter 18 · KR Source: https://github.com/Statera-Library/02_Vol_03_AMR_Sensors_and_Perception/blob/main/18_3D_Percep…
Englishdev.to
![AMR Sensors and Perception — Ch.19: Obstacle Detection [KR]](https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F3lffj7uhnhqf595di3cg.png)
AMR Sensors and Perception — Ch.19: Obstacle Detection [KR]
STATERA Library · Series 02 · Volume 03 · Chapter 19 · KR Source: https://github.com/Statera-Library/02_Vol_03_AMR_Sensors_and_Perception/blob/main/19_Obstacle_…
Englishdev.to
![AMR Sensors and Perception — Ch.20: Free Space Detection [KR]](https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fp0wbiulutk98s8jf56aw.png)
AMR Sensors and Perception — Ch.20: Free Space Detection [KR]
STATERA Library · Series 02 · Volume 03 · Chapter 20 · KR Source: https://github.com/Statera-Library/02_Vol_03_AMR_Sensors_and_Perception/blob/main/20_Free_Spac…
Englishdev.to
![AMR Sensors and Perception — Ch.21: Human and Vehicle Detection [KR]](https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fhbwiw0ukum29w5asiudd.png)
AMR Sensors and Perception — Ch.21: Human and Vehicle Detection [KR]
STATERA Library · Series 02 · Volume 03 · Chapter 21 · KR Source: https://github.com/Statera-Library/02_Vol_03_AMR_Sensors_and_Perception/blob/main/21_Human_and…
Englishdev.to
![AMR Sensors and Perception — Ch.22: Adverse Weather Perception [KR]](https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fv34zfjfvx6659yifczce.png)
AMR Sensors and Perception — Ch.22: Adverse Weather Perception [KR]
STATERA Library · Series 02 · Volume 03 · Chapter 22 · KR Source: https://github.com/Statera-Library/02_Vol_03_AMR_Sensors_and_Perception/blob/main/22_Adverse_W…
Englishdev.to
Just updated my preprint on constant state detection algorithm.
Just added some examples of data processing results with figures. The article introduces a simple and effective algorithm for constant state detection in the ti…
Englishdev.to
How to Use Claude Code to Kill or Launch a Business Idea
My own pipeline failed my AI-coach idea on all 4 of its first checks and scored it 2.5 out of 10. I built it anyway, on a 40-hour cap worth €8,000-9,600 of ment…
Englishdev.to
5,000 agents, 7,200 pushes a second: inside GitHub's Rubicon, and the Git guarantee it drops
GitHub detailed the internals of its new Git storage architecture this month, and the test numbers are the interesting part: 5,000 concurrent agents working on …
Englishdev.to
Your free model will disappear: tracking OpenRouter's rotating free tier
Your free model will disappear: tracking OpenRouter's rotating free tier If you build on OpenRouter's free models, you already know the deal: a model is free to…
Englishdev.to
A Practical Workflow for Turning Podcasts into Searchable Notes
Podcasts contain useful ideas, but long episodes are difficult to revisit when the only reference is a play button. A lightweight workflow can turn each episode…
Englishdev.to
퀘스트 2.10 PTC가 '극장 환경'을 들여왔다 — 헤드셋이 훈련 도구가 되는 순간
퀘스트 2.10 PTC가 '극장 환경'을 들여왔다 — 헤드셋이 훈련 도구가 되는 순간 UploadVR의 보도에 따르면, Meta의 Horizon OS 2.10 PTC 업데이트가 배포 중입니다. 이번 업데이트에는 미디어 감상을 위한 새로운 Theater 환경과, 더 간결하게 재설계된 Na…
Englishdev.to
Run It Twenty Times Before You Pin It: Characterization Tests for Messy Repos
A characterization test is only worth writing on output you can reproduce. Sample twenty runs before you pin one line. Most "refactor safely" advice starts with…
Englishdev.to
Asahi Linux Drops MIT and Goes Full GPL After Spotting LLM-Assisted License Laundering
It's FOSS reports: Asahi Linux is the reason you can run Linux on an Apple Silicon Mac today. For years, the project put most of its own code under the MIT lice…
EnglishSlashdot
NVIDIA Dynamo Recipes Bring Korea’s Leading Open Models to Production
NVIDIA is releasing Dynamo-optimized deployment recipes for Korea’s leading open models: A.X K2 from SK Telecom , K-EXAONE 2.0 from LG AI Research , Solar Open …
EnglishNVIDIA Blog