调查:AI编码提速,调试与理解成瓶颈
Coleman Parkes受Undo委托调查300名高级工程负责人,受访团队多使用C/C++,平均每周编写代码9.8小时、调试16.9小时,后者占周工时42%。调查称,35%的AI生成代码在团队尚未完全理解前已进入生产环境,80%的受访者认为编码智能体难以处理复杂代码库中的疑难问题,显示代码生成提速伴随着理解和维护压力。
Coleman Parkes受Undo委托调查300名高级工程负责人,受访团队多使用C/C++,平均每周编写代码9.8小时、调试16.9小时,后者占周工时42%。调查称,35%的AI生成代码在团队尚未完全理解前已进入生产环境,80%的受访者认为编码智能体难以处理复杂代码库中的疑难问题,显示代码生成提速伴随着理解和维护压力。
第六届RISC-V中国峰会10月19日在深圳开幕,吸引3000余名线下专业观众及150余家参展商和研究机构,玄铁车规IP、服务器芯片及AI推理相关进展亮相。与会企业和专家认为,AI与高性能计算正推动RISC-V拓展应用,但完整AI软件栈、工具链成熟度、软件兼容性与性能调优仍是规模化落地的关键。
OpenBSD 8.0将把Intel、Radeon及AMDGPU驱动栈更新至Linux 6.18系列对应版本,新增Intel Arc A系列显卡支持;amd64内核虚拟地址空间扩大至512GB,可映射超过4GB的显存。新版还将采用Clang/LLVM 22作为相关架构的基础编译器,并将sparc64默认编译器切换至Clang。
Terminal X称,其评测代理使用GPT-6.1 Sol对投资分析输出进行54项标准评分,与资深投资者判断的匹配度达到88.6%,并能多发现25%的偏离投资策略问题。
文章探讨Windows 11中仍隐藏保留着源自Windows 95的内存管理器,以及这一兼容机制为何延续至今。该话题在Hacker News引发讨论。
Steam Next Fest, Valve's festival for indie games and demos, started earlier today, and while there are usually a ton of low-effort games included, there seems to be more than usual this time around.
It's a time of apocalyptic worldviews in Silicon Valley. The latest AI doom cycle is driven by effective altruism, a philosophy that has lurked around the fringes for years but recently burst into the
谷歌正式发布 Spanner Omni,这是其分布式 SQL 数据库的可随处部署版本,可运行在客户自有数据中心、其他云环境,甚至笔记本电脑上。要让 Spanner 脱离谷歌的基础设施,需要替换它最依赖的两个组件:分布式文件系统 Colossus,以及基于原子钟和 GPS 构建的时钟服务 TrueTime,但随之发布的并不包括可用性 SLA。 谷歌对工程层面的改动描述得最为清楚。替代 Colossu
Imagine your company just discovered electricity. At first only a few machines run on it, and nobody worries about efficiency — consumption is low and the value is obvious. But once electricity become
ALTK-Evolve: How learned memory tops the τ²-bench leaderboard on customer service tasks without a frontier model Learned memory takes a basic ReAct agent with GPT-4.1 to the top Using GPT-4.1, an olde
长文本的等待,发生在输出阶段。 32k 的文档读进去了,模型开始回答。第一个字很快,后面每个字都要等——主模型一次只往前一步,每生成一个 token,都要把整段上下文重新算一遍。上下文越长,这一步越贵。 推测解码换了个做法:让一个更小的草稿模型先往后猜几步,主模型一次性验证。猜中的部分直接接收,一轮就能推进好几个 token。猜得准不准,用一个指标衡量——接受长度,即每次验证平均能通过多少个候选。
Article URL: https://mastodon.gamedev.place/@AshleyGullen/117473851565913919 Comments URL: https://news.ycombinator.com/item?id=50167536 Points: 313 # Comments: 255
翻译|林绮蓓 编辑|蔡芳芳 “我已经很久没好好看过代码了。”在 AI 编程工具越来越强的今天,这句话开始成为一些开发者描述自己工作方式的方式。需求交给 Agent,代码由它生成,测试和审查还可以交给其他 Agent。软件似乎从来没有这么容易做出来过。 但另一种情况也越来越常见:项目启动得很快,做了几轮后却很难继续。Agent 悄悄换掉原有部署脚本,同一个功能在代码库里被实现了五遍;一旦需要大幅调整
TikTok was repeatedly warned by employees about the risks the social media platform posed to children, according to court records obtained NPR. The documents say employees were frustrated with how exe
2026 年,智能体将在企业级应用中取得哪些实质性突破?点击下载《2026 年 AI 与数据发展预测》白皮书,获悉专家一手前瞻,抢先拥抱新的工作方式! AI 智能体正在改变可观测性领域的格局,同时也带来了响应质量和 AI 支出方面的新挑战。即使智能体在执行请求时没有出现错误,仍可能检索到错误的信息,或生成质量不佳的响应。多步骤工作流可能涉及多次提示词输入、工具调用、信息检索、重试和模型生成,因此很
The human desire to go fast is old, dating back at least as far as the first time some adventurous Yamnaya saw a horse on the Pontic-Caspian steppe and thought, “I bet if I jumped on that thing’s back
Hi HN! Im Katriel, and im a Security Researcher/Enthusiast and in the wave of AI, i wanted to build that next gen of security tooling that surpasses the current tools, and even the paid industries wit
Last week over 200 packages of graded trading cards being shipped back to their owners were stolen from a Fedex truck parked outside the headquarters of Professional Sports Authenticator (PSA) in Sant
Spotify says it has removed more than 50 million songs considered AI-generated slop or spam from user recommendations over the past year. That's according to an announcement on Tuesday , which says Sp
在游戏里,如果你走到一扇门前,不确定能不能进去,通常的做法是先转身往回走两步,再跳两下,看看能不能翻过旁边的墙。 这些都是游戏里再普通不过的操作,可是想象一下,如果眼前的画面由 AI 生成,模型就得跟上玩家的每一次临时起意——突然停下,又突然转身,又突然跑跳。这期间,每一帧都得稳定在线。 这就是 VAST 刚刚开源的实时世界模型 EdenLive 所能做到的。它是 Project Eden 系列中
Despite Figma co-founder Dylan Field’s concerns about MCP (model context protocol), which standardizes how AI agents connect to external data sources and tools, the company is expanding its support fo
在 2026 年欧洲嵌入式 Linux 开发者大会上,Linux 内核开发者、Linux I2C 子系统维护者 Wolfram Sang 探讨了用于非对称多处理(AMP)的 Linux 基础组件。他的评估结论是:这些组件基础稳固,可以在此之上进行开发,但贡献者覆盖面不足、测试碎片化的问题亟待重视。 他的演讲源于一次将硬件自旋锁驱动合入主线内核的尝试,这项工作促使他重新审视整个 AMP 软件栈的整体
Reliable Robotics has been working for nearly a decade to commercialize autonomous flying technology that can be installed on existing aircraft. Now, with a $115 million funding boost, the Mountain Vi
TikTok was repeatedly warned by its own staffers about risks its platform posed to child safety, according to court records obtained by NPR . The publication reports that employees were frustrated ove
The U.S. has ordered federal civilian agencies to stop purchasing services and products developed by Chinese AI startup DeepSeek and remove them from government IT systems over national security conce
Adobe announced yesterday that the mobile version of Lightroom , available for iOS, iPadOS, and Android, can now open closed eyes in photos using generative AI with just a single tap. When the app det
What I learned about AI search when I made up 50,000 stats that got cited by ChatGPT... About 7 months ago, I launched a website with 50,000 statistics. Every one of them was fake. Google has forgotte
Robots still aren’t that good at picking things up, despite billions of dollars of investment and endless videos fed into deep learning models. That may be about to change, thanks to a manipulation ar
Inspired Capital, the early-stage firm founded in 2019 by Alexa von Tobel and Penny Pritzker, has closed its fourth fund with $450 million in commitments. The new capital will bring the firm’s assets
Wii Sports holds an important place in Nintendo's history. It's the best-selling piece of software the company has ever made, one that permeated culture in surprising ways , and its success helped rej
Final Fantasy is a lot different than it used to be. While many of the early Final Fantasy titles look and play similarly to each other, the series has since grown to encompass blockbuster games like
The Antigravity A1, with the new Follow Me Kit. | Photo by Sean Hollister / The Verge Last year's Antigravity A1 is the best beginner drone I've ever tried. I put a friend who'd never flown into its v
NixOS is making me less afraid On the go? Listen to an ai-narrated version of this article. Confused? More about ai narration. Something funny happened a little while ago: I read about FreshRSS, and i
Muse, the new general-purpose AI agent from Meta, can expose sensitive information when users share conversations through Web links, researchers reported Monday. Like many online services, Muse allows
This is today’s edition of The Download , our weekday newsletter that provides a daily dose of what’s going on in the world of technology. “We were looking at it wrong”: The explosive clai
Spotify on Tuesday launched paid memberships, a new way for podcasters to make money from their biggest fans beyond paywalled bonus episodes. Creators can decide which perks to offer listeners, which
While Oura has largely dominated the smart ring market for years, rivals like RingConn and Ultrahuman are emerging to dethrone it, putting pressure on the company to keep innovating. By launching more
The current narrative around artificial intelligence in the workplace is largely driven by Silicon Valley. But treating the tech sector as an island misses the actual trends in technology adoption–tec
Spotify is enabling podcast creators to earn more money through the platform by providing their fans with a way to pay to access exclusive content. First announced in May , the new Memberships subscri
As I sat in the cab of the pickup truck and manually rolled down the windows, I closed my eyes and flashed back to opening the windows on a cold, winter day in my dad’s 1975 Ford Ranger to let more ci
Over the last few weeks, personal assistants like Instinct, Fo, and Muse have enabled users to call businesses for customer support and appointment booking. Following this trend, Yelp is adding the ab
Meeting note-taking tool Otter.ai announced on Tuesday that it has raised $320 million from General Catalyst’s Customer Value Fund (CVF), which provides capital to startups without diluting equi
Google says a fix is rolling out that should solve the issue. | Photo: Jennifer Patison Tuohy / The Verge Some Google Home Speaker owners are currently experiencing an issue in which hundreds of gigab
GitHub 新热门仓库,3647 stars。DeepInfer: High-performance, large-scale inference framework for DeepSeek models
从「构建 AI」到「驾驭 AI」,100+ 实战案例拆解 AI Native 时代的工程新实践! 2026 年 QCon 全球软件开发大会大会 · 上海站将于 10 月 22 日—24 日举办,聚焦 Harness AI 时代的工程实践,围绕 AI Native 架构、Agent Runtime、AI Infra、Data Systems、Agent 安全与可观测、Loop Engineering
Andrew Haverdink, a tall grad student in a rain bib and rubber boots, wrenched a double-handed drill from the frozen soil that underlies much of Alaska’s Denali National Park and then unclipped the ho
An independent Schlotzsky’s and Cinnabon franchisee cut menu repricing time by 95% and built a workflow that could free up $100K in cash flow.
AfD Leak: What 421,179 Hacked Emails Show about the German Far Right Hackers have published 281 GB of AfD emails as AI summaries, showing widespread antisemitism, racism, violent fantasies and alleged
hd.rip 纯 ai 搓的,无需登录,爬源、验证、抓 epg 都自动完成 大家看看还有什么需要改进的
GitHub 新热门仓库,728 stars。A fast, ad-free home screen for Google TV. Open source, built with Claude Code. One button to undo.
Lyft 淘汰了其内部开发的 Flink operator,其原因包括每次 Flink 升级都需要进行维护,以及自动伸缩和回滚方面存在的缺陷。 Lyft 已经将数百个生产环境的Apache Flink Job 从自研的Kubernetes operator迁移到了Apache Flink Kubernetes Operator。在最近发布的Lyft Engineering文章中,流计算工程师Mah
_____________ THE PLACE Pyeongtaek, South Korea Generative AI models run on powerful chips known as GPUs, which depend on stacks of specialized memory chips packaged with the processor. To meet growin
In the fall of 2025, Jeff Dodge set up a six-foot folding table in the cafeteria of Cane Bay High School in Summerville, South Carolina, to conduct a taste test. When the first rush of about 150 hungr
Estonia-based Blackwall, which builds web traffic security tools for hosting providers, said on Tuesday that it has raised $100 million at a $2.2 billion valuation. It builds products that helps websi
GitHub 新热门仓库,617 stars。Make an old Android TV fast again with Claude Code or Codex: a tiny ad-free home screen plus the prompt to clean it up
网址: https://aiZhangDaMa.com/ 做这个网站呢,主要是解决我最近的几个痛点: 1. 前几个月我想买个 ChatGPT 会员,可是不知道从哪里买好,价格是否便宜。于是我收录了几百家店铺的上千个商品 2. 后来我想薅 ZCode 羊毛领点 token ,结果发现活动已经结束错过了。于是我从各个渠道搜集了这类薅羊毛信息 3. 再后来我想买个 AI 中转,可是不知道这么多家都什么质
Japan launched a $578 million mission Monday on a five-year expedition to land on the largest moon of Mars and retrieve samples for return to Earth, a daring international project that could yield new
上周 Mole 的 Windows 版终于上线啦,Mac 版发布以后一直有不少小伙伴问什么时候出 Windows 版,当时给大伙的答复是等 Mac 完善以后才有空来弄,这次终于做出来了,这一次的开发挺有意思的,想和大伙随便聊聊。 ** ** 上线之前其实已经在小范围里迭代了 20 多个版本,又经过 Mole 天使用户多天内测,大家提了非常多的建议,终于差不多可用了,非常感谢大伙帮忙。 ,今年我多次想象我的 2026 年终总结会有多刺激,但现在我已经无法等到年末再回顾今年了。在睡前或者早上半梦半醒的时候,我多次回想起一些事件的细节,总觉得在催我把这些事快快写下来,不然,我的脑子要炸了。 事情应该从年初说起,也就是,
WhatsApp's privacy policy for Europe tells you that you can complain to a data protection regulator, and it names the law that gives you that right. Until mid-October 2026, WhatsApp's help pages told
AI labs have staked their reputations on model benchmarking — the supposedly neutral and accurate system of evaluations that are designed to measure whether one AI product is better than another. Howe
Pennsylvania's health department issued a health alert Monday as cases of measles in pregnancy and, in turn, cases of congenital measles have continued to increase. Before the current outbreak—which c
President Donald Trump announced this afternoon that Elon Musk's SpaceX shares for children will be given through Trump Accounts. Musk said earlier today that he would give one of his SpaceX shares to
Microsoft on Monday introduced new security features designed to protect enterprises from the growing threat of AI agents. The launch comes at Microsoft continues to warn enterprises about the dangers
刚刚过去的周末,技术社区里除了关于 DeepSeek-v4.1-Flash-1017 新模型发布的狂欢,还有一群开发者被突如其来的 API 账单吓了一跳! 在没有任何高并发任务、也没有跑任何压力测试的深夜,在后台绑定了大模型 API 密钥的账户,正被陌生人疯狂调用 Token 配额。一旦他们获得了密钥,便毫不留情地继续攻击那些高级用户。 有人在睡梦中被刷走 400 美元;有人在几小时内配额被抽干,
The US is building more fossil fuel infrastructure than it has in a decade while renewable energy growth slows down, a new report shows. Electricity demand is also climbing faster than it has in more
CoreWeave had a bad week last week. Its bonds slipped into distressed territory by a common definition - when investors demand 1,000 basis points more in yield than they'd get from government bonds. L
The Miles is a smart plug for your car. My 15-year-old daughter just got her learner's permit, so when I was pitched a new gadget tailored to teen drivers, I was intrigued. The Miles Plug is a small d
A Russian military satellite maneuvered in "extreme proximity" of a commercial Earth-imaging satellite in recent days in the first known example an unsanctioned rendezvous in low-Earth orbit, accordin
作者|林绮蓓 编辑|蔡芳芳 Jev 此前的走红,让一类专门为 AI 系统提供判断结果的决策模型进入开发者视野。与通常生成一段文字回答问题的大语言模型不同,决策模型接收当前状态和候选选项,直接给出各个选项的概率,供 Agent 或其他程序决定下一步行动。 如今,这个赛道迎来了一位中国挑战者。 10 月 16 日更新的 Hugging Face Decision Index 0.3.2 榜单中,中国团
On Monday, a court granted the US government's request to deny release of a former OpenAI engineer accused of bugging a top-secret conference room to steal the frontier lab’s secrets. In a court filin
On Monday, Amazon Web Services released a tool called TorchNeuron that lets AI startups easily move their AI apps onto Amazon’s AI chip, Trainium. In doing so, Amazon is also taking a direct stab at t
The first order of business for the energy transition is electrifying applications like vehicles and heating and making sure that the electricity that powers them is made using renewables. But once th
Recently fixed vulnerabilities in the Plex Media Server are under active exploitation in attacks that, when successful, install malware, including cryptominers and residential proxy apps, a researcher
OpenCode, an open-source AI coding agent that has been gaining ground among developers as an alternative to Claude Code and Cursor, said Saturday that attackers broke into an older system overnight, a
The world’s first demonstration of a subsea geothermal power plant has taken place near an active underwater volcano almost a mile below the ocean surface. It generated less than 10 seconds of net-pos
Tolan, the AI companion designed to help people manage their daily lives, navigate relationships and emotions, and accomplish their goals, has just expanded its runway with another $30 million in capi
Sony’s WF-1000XM6 are on sale in black today only. | Image: Sony For a very limited time, Sony’s latest high-end noise-canceling earbuds are actually cheaper than their last-gen counterpart, the WF-10
Twelve years ago today, Eugenia Kuyda stood up on stage at TechCrunch Disrupt and presented a conversational chatbot called IO that acted as a lifestyle concierge to help people book restaurants and v
Tenstorrent, a chip startup focused on inference, has raised $1.5 billion at a $6.2 billion valuation. The round comes five months after the 10-year-old Nvidia challenger reportedly received acquisiti
Open source Windows alternative ReactOS has reached a major milestone: The operating system can now be installed directly onto an NT Files System drive partition. As reported by Phoronix , the move to
This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here . Until recently, you could divide internet users into ju
谷歌研究团队开源了一套名为 Harness² 的智能体框架,试图让 AI Agent 在不修改模型权重的情况下,通过持续调整系统提示词、记忆、工具指导、skill、子智能体等外部组件,实现递归式能力提升。 目前,Harness² 已在 GitHub 以 Apache 2.0 协议开源,支持 OpenCode 和 Codex,默认使用 OpenCode,也可以切换至 Codex。Google Res
Town, a two-year-old, San Francisco-based startup developing AI assistants, nabbed a unicorn valuation on Monday, announcing a $108 million Series B funding round co-led by Forerunner Ventures and Men
“I think I have good news about the nature of neural networks.” With those simple words of optimism, Nick Cammarata, a researcher at the AI startup Goodfire, kicked off a 26,000-word blog post that ha
Rivian is going full steam ahead on developing autonomous vehicle software for its EVs, to the point that it is willing to delay profitability. Founder and CEO RJ Scaringe said last week at TechCrunch
Today we’re introducing Mercury 3, the most capable diffusion-based LLM released to date. Across a range of benchmarks, Mercury 3 outperforms GPT-6 Luna and Claude Haiku 5.5, while running 4–8x faster
Ukraine has conducted the first unmanned drone evacuation of an injured soldier in the history of warfare. The infantryman, callsign 'Kostya', was wounded while alone in position on the eastern Kharki
云原生计算基金会(CNCF)于最近宣布,Karmada(一个多集群、多云的 Kubernetes 编排项目)已经毕业。这个多集群、多云的 Kubernetes 编排项目达到了 CNCF 的最高成熟度层级。该层级面向已被广泛采用、可用于生产环境的稳定项目。这决策是在上海举办的 KubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conferen
Since its earliest days, the video game industry has been built on developers creating clones of competing games , with varying levels of originality and varying levels of enforcement from game platfo
Amazon is funding development of a proposed 960-megawatt nuclear plant in Indiana and would be the first customer to buy its power, the companies announced Monday. Utility company American Electric Po
GitHub 新热门仓库,535 stars。Co-op Anything: point your AI agent at any single-player game and play it with friends (online and/or splitscreen!). MCP server and playbook to let you reverse engineer, fix, te
GitHub 新热门仓库,498 stars。
MiniMax M3.1 Flash: Redefining Agent Performance and Cost Today, we officially roll out MiniMax M3.1 Flash. Space Bunny 🐰, which processed more than 200 trillion tokens while operating anonymously, wa
The Florida Department of Highway Safety and Motor Vehicles (FLHSMV) has begun notifying victims impacted by a recent data breach of driver’s license and motor vehicle data, but not everyone whose inf
https://public-inspection.federalregister.gov/2026-21447.pdf Comments URL: https://news.ycombinator.com/item?id=50154244 Points: 107 # Comments: 104
The latest use case for AI? Dumbing down your smart TV to get rid of the bloat. A number of developers and vibe coders have recently been sharing solutions for “vibe-coding” your TV to get rid of spon
Apple has sent invites to a second product launch this month, and it's scheduled for October 28th at 1PM ET in Los Angeles. At the event, Apple is set to announce new Macs and a refreshed iPad Mini, a
一篇文章从技术面试中要求候选人说出思考过程谈起,联系解谜游戏《The Witness》探讨人们如何组织和表达推理。作者指出,口头展示思路是一种偏人工、偏面试场景的技能。