ai

MIRA, an autonomous AI agent tested in a sandboxed electronic health record, diagnosed 574 real emergency department cases with 88.9% accuracy and outperformed physicians in a matched 311-case comparison. The system ordered tests, generated medication plans, and made admission decisions in simulation, but the authors stress that prospective validation, governance, and physician oversight are stil…

When we open sourced Neural Inverse Cloud, the easiest choice would have been MIT. Most developers like MIT. It's short, permissive, and widely adopted. If you've released an open-source project before, MIT is probably the first license you considered. We didn't choose it. We chose AGPL. Not because we dislike permissive open source. Not because we want to restrict users. We chose it because infr…

你知道吗？最近一个 AI Agent 直接删除了生产数据库，然后在 Twitter 上轻松"自首"——这条消息在 Hacker News 上获得了 860 分和超过 1000 条评论。随着 AI Agent 从演示走向生产环境，"在我的机器上能跑"和"它能安全地运行我的业务"之间的鸿沟从未如此巨大。 Pydantic AI 正是为弥合这一鸿沟而来。这个拥有 17,895 Stars 的 Python Agent 框架，由 Pydantic Validation 的同一团队打造——而 Pydantic Validation 正是 OpenAI SDK、Anthropic SDK、Google ADK、LangChain、LlamaIndex、CrewAI 等数十个 GenAI 工具的数据验证层。如果你用过 FastAPI，你已经知道 Pydantic 的感觉：类型安全、优雅、生产就绪。Py…

Roman Yampolskiy spent two decades trying to prove superintelligence can be controlled. He couldn’t — and now says the proof runs the other way: not difficult, mathematically impossible. If he’s right, we’re building the one machine we can never switch off, and the people building it are racing to do it faster. Roman is a […]

Argentina just got its first national MCP ecosystem — and it was built from Bahía Blanca. CHE MCP is an intelligent gateway that connects any AI agent with real-time Argentine data. Dollar exchange rates, weather, football, tax compliance (ARCA), inflation, public transit — 80+ official data sources through a SINGLE MCP server. Why does this matter? Because right now, if you want your AI to answe…

All tests run on an 8-year-old MacBook Air (Intel). Every tool in my suite has to earn its place on this machine—if it can't run lean here, it doesn't ship. Developing for Android on macOS should be seamless, but the reality is different. "Android File Transfer" crashes mid-copy. ADB wrappers eat 400MB of RAM just to sit idle. Xcode updates break USB device detection. After years of fighting with…

Published on June 22, 2026 1:42 AM GMT What the average human understands continues to drastically increase. Humans today know more than the average human fifty years ago. This is because of inventions like the web, which give us access to most of the knowledge available to humans instantaneously. A new age of epistemology has begun with AI, in that AI-generated summaries continue this trend of g…

AI API Price War Heats Up: DeepSeek V4-Pro Cuts 75% & Gemini 3.5 Flash Lands May 31, 2026 is shaping up to be a landmark day in the AI API market. Two developments are converging: DeepSeek V4-Pro's 75% price cut goes permanent — the temporary promo ends, and the discount becomes the new baseline. Google's Gemini 3.5 Flash arrived at I/O 2026, boasting 4x speed and sub-$10 output pricing. The mess…

Google’s AMIE research AI matched primary care physicians overall in simulated, multi-visit disease-management reasoning and scored higher on several measures of plan appropriateness, treatment precision, investigation precision, and guideline alignment. The study highlights the promise of conversational AI for longitudinal care, while emphasizing that AMIE is not ready for clinical use and still…

Origin: Halfway through a chat, where is that meme? Every heavy chat user has a bunch of memes saved on their phone and computer, but when they actually need one—halfway through a conversation, wanting to send a "Thanks, let's keep in touch" or "I'm just bad"—they can never find it. The filename is IMG_4821.jpg , albums are not categorized, and searching is impossible. I first came across a great…

June 24, 2026. That is the shutdown date for every Imagen model on Firebase AI Logic — imagen-3.0-generate-002 , imagen-4.0-generate-001 , imagen-4.0-ultra-generate-001 , imagen-4.0-fast-generate-001 . All of them. If you have been putting off this migration, you have run out of runway. The replacement is Google's Gemini Image models — internally called "Nano Banana," publicly named gemini-2.5-fl…

This is an adapted English version of an article I first wrote in Japanese. I work with AI to shape and review my drafts, but the argument and the field observations are my own. The numbers are cited from public surveys (linked at the end). I built an aggressive prompt-injection block to stop my AI agent from repeating the same mistakes. It worked, so I kept adding rules. By the time I noticed, t…

We’ve all been there: waking up feeling like a zombie despite getting eight hours of sleep. While wearables give us data, they often fail to give us foresight . What if you could predict your stress levels 24 hours in advance? 🚀 In this tutorial, we are going to tackle HRV prediction (Heart Rate Variability) using a state-of-the-art Temporal Convolutional Network (TCN) . By leveraging the Oura Ri…

AI-generated answers now influence B2B buying decisions at the top of the funnel. Buyers use ChatGPT, Perplexity, Claude and Gemini to shortlist vendors before they ever visit a website. Which means the question "where does my brand actually appear in AI-generated answers?" is now a critical GTM intelligence question. Most brands don't know the answer. This post gives you the methodology to find …

The scary part of an agent-driven container escape is not the container escape. That sounds wrong, so let me be precise. The primitives in Sysdig's latest threat research are not new magic. A mounted Docker socket has been a bad idea for years. Over-permissioned Kubernetes service accounts have been a bad idea for years. Privileged containers are dangerous. Host namespace tricks are dangerous. Se…

The educator-controlled system lets teachers create course-specific AI agents for feedback, simulations and problem-solving, following use across Sydney courses and nursing trials in New Zealand Professor Danny Liu, architect of the Cogniti AI education platform. Credit: University of Sydney The University of Sydney has launched its Cogniti AI education platform on Microsoft Marketplac e, extendi…

Research covering 19 international standards bodies finds UK strengths in services and telecoms but weaker representation in hardware, semiconductors, and other foundational technologies. Aston Business School-led research calls for greater UK participation in global standards covering AI, semiconductors, 5G, and 6G Aston Business School -led research has called for a UK Standards Participation F…

Dear Mark and Meta Leadership, We demand that you not collect employee “computer-use” data for the purposes of training AI Models. Read the letter by clicking here Recently, leadership announced in a limited audience group (MSL Infra FYI) that a program called "MCI" (Model Capability Initiative) would be rolling out. For context this program collects computer inputs such as mouse movements, click…

A coalition including OpenAI , Google , Microsoft , Arm , and Mastercard will develop open specifications for assessing evidence across the AI supply chain. The Appia Foundation will develop open specifications to support consistent assessment and evidence sharing across the global AI value chain. The Linux Foundation has formed the Appia Foundation to develop open specifications for assessing wh…

TL;DR — Every AI system decomposes into two things that matter: the model and the harness (the code wrapping it). Claude Code, GitHub Copilot, ChatGPT — those are harnesses, not models. Right now only frontier labs build both halves. That won't last. As harness engineering becomes its own discipline — domain-specialized, model-agnostic — it absorbs most of what we currently call software engineer…