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Aaron Levie 分享了关于Agent 实践的观察：There’s still so much opportunity in the diffusion of AI into the real world. Most enterprises are going to need a ton of support to be able to apply the model breakthroughs to their workflows. Intelligence alone is not...
Madhu Guru 分享了关于AI 产品与工程观察的观察：When people say AI hasn’t led to shipped impact in products, here’s the piece they are missing. This is phase 1. Companies with distribution are rapidly expanding to adjacent problem areas - AI helps them execute fast an...
Dan Shipper 分享了关于AI 编程工作流的观察：i am taking the week off to write the definitive history of how codex happened (as told by deep interviews with insiders @openai) publishing on @every in a few weeks i will be dropping breadcrumbs and learnings as i go :...
Enterprises deployed AI agents ahead of the controls needed to manage them — and they did it knowingly. That is the central finding across the five parallel surveys VentureBeat Research fielded in June, spanning every layer of the agentic stack. Now those enterprises are retrofitting to catch up with their own standards, and they are budgeting for it: In each of the five control layers we measured, 57 to 68% of enterprises plan to switch vendors or add new ones within 12 months, and roughly a t...
Anthropic released Claude Opus 5 on Friday, a model the company says delivers nearly all the intelligence of its top-of-the-line Claude Fable 5 at half the cost — a launch that signals how the AI race is shifting from raw capability to the economics of daily use. The model, available immediately on all of Anthropic's platforms, is priced at $5 per million input tokens and $25 per million output tokens, unchanged from its predecessor, Opus 4.8 . It becomes the new default model on Claude Ma...
Denny’s和英伟达，有一项核心业务高度重叠
项目数据模型均开源
The government is prosecuting US citizen Sam Tunick for allegedly providing authorities with a "duress password" that wiped his phone when they tried to seize it at Atlanta's Hartsfield-Jackson airport on January 24th, 2025. Federal agents detained Tunick at the airport, allegedly questioning him about child exploitation images. However, a motion filed by Tunick's lawyers […]
Built an open-source AI coding agent that was 7%–75% cheaper than a cold "claude -p" run on 6/6 well-localized tasks across repositories up to ~82k LOC. The biggest difference: Cold agent: $6.83, 207 turns AutoDev Studio: ~$1.70 for the same bug The full benchmark (including cases where it loses) is in the README. So what's different? Most AI coding agents re-explore a repository from scratch on every task just to figure out where the change belongs. AutoDev Studio pays that local...
I have been running some experiments with smaller open-weight LLMs on multiple-choice questions of Swedish medical licensing exams. On a dataset called MedQA-SWE, GPT-4 scored 84% accuracy in 2024 and o3 scored 88% in 2025 on a smaller, overlapping dataset. With post-training (SFT) on data from earlier years, I got MedGemma-1.5-4B to a passing score of 60% on the final year’s exam. Find the implementation here: But even though they were relea...
I'm a software engineer who mainly builds softwaes/applications, and I'm starting to work on machine learning projects. Since ML workloads often require GPUs, I know services like Google Colab and Kaggle exist. but, I'm looking for something a bit different. Is there a platform where I can use AI coding agents (such as Codex, Claude Code, or OpenCode) while running the actual ML code on a cloud GPU? Ideally, I'd like to: Work locally with my preferred editor and AI coding agent....
On Monday, the network announced a $1.6 million seed round from top players in the media ecosystem, including Powerhouse Capital, Axel Springer SE (which owns Business Insider and Politico), the popular media publication LadBible, and angel investors from OpenAI and DeepMind. With this fresh capital, the network is announcing its largest expansion yet.