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do ai clinical tools actually change care once they're on the floor?

our hospital rolled out an ai alert system a little while ago that's supposed to catch things like early sepsis or patients who might be getting worse. i've mostly seen it on night shifts. around 2 or 3 a.m. the unit is quieter, but somehow every monitor still seems to be beeping at once. some of the alerts make sense. some don't. after enough false alarms, people stop reacting right away, which is probably human nature more than anything. then every now and then one pops up that actually points...
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Help for my doctoral research needed

Dear leaders of Europe: I need 10 minutes of your time — and an honest answer to a question nobody has published a good answer to yet. Does generative AI make your decisions better — or does it quietly make you less of a decision-maker? I don't know the answer. Neither does anyone else who's written about this so far. That's the gap my PhD research is designed to close, and it's why I'm reaching out to 400 leaders across Europe. Why? By 2026, an estimated 80% of businesses globally will h...
Reddit

What would a genuinely fair AI 3D tool comparison actually need to include

Most AI tool comparison pages I find online feel like they're missing something. Took me a while to pin down what it was. The obvious one is equal inputs. Same prompts, same reference images, same number of attempts. If the comparison doesn't publish the exact inputs it used, the results aren't reproducible and there's no way to separate actual capability from cherry picking. Tied to that is equal quality settings. Running one tool at max quality and another at draft or preview makes any result ...
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The world's best mathematician won his prize this week and immediately announced he's leaving academia for OpenAI. That landed differently than I expected.

I've been thinking about this one all weekend and I keep coming back to the same thing. Jacob Tsimerman just won the Fields Medal. If you're not familiar, it's the highest honor in mathematics, only awarded every four years, roughly the Nobel Prize of the field. He got it for solving a problem that had been open for nearly 40 years. And then, at the press conference, on the same day, he announced he's leaving his university position to join OpenAI's safety team. His exact words were: &quot...
Reddit

Kimi-K3 is published on HuggingFace

Moonshot's latest model Kimi-K3 is available on HuggingFace since today. And it's another good news for open-weight AI and for the future of open-source AI It's a 2.8T-parameters Moonshot's SOTA model with 1 million tokens context window. The architecture is mixture-of-experts (896 experts) with 108B active parameters It's available via vLLM, SGLang and TokenSpeed License: Kimi K3 License. It allows commercial use with some limitations. For Model-as-a-Service it has $20M/year limit and aft...
Reddit

Agentic operating systems will need an audit layer beneath the AI

I had an interesting conversation with ChatGPT about what an agentic operating system might look like and the trust problems that would come with it. Below is a compiled summary that I had ChatGPT construct for this post. The full conversation is linked at the bottom, though the first few prompts are about the singularity before the discussion moves into operating systems. I don’t think an agentic OS would literally replace the desktop with one giant chat box. More likely, the OS becomes i...
Reddit

We started calling video models world models while still grading them on taste

Somewhere in the last year the phrase world model stopped meaning a system that represents how things behave and started meaning any video generator with good marketing. What bothers me is not the word, it's that the evidence never changed to match it. Look at how the last few launches were argued. Black Forest Labs put out FLUX 3 last week and the headline evidence was a preference test the lab ran on itself: its video preferred in 77% of comparisons against Runway Gen-4.5, 93% against Luma R...
Reddit

How did you get your first expert network invitation?

I've been seeing more people mention expert networks lately, especially consultants and people who've worked in pretty specialized industries. From what I understand, companies sometimes pay for short calls with people who have firsthand experience in a particular field, which honestly sounds interesting. What I'm curious about is how people actually get their first invitation. Do these networks usually reach out through LinkedIn, referrals, or is it worth creating a profile on one of the platfo...
Reddit

I Sat on an Idea for 7 Years. AI Helped Me File for a Patent in 2 Weeks.

7 years ago I had an idea for a dog harness that doesn't tangle. I 3D-printed one part and then stalled, not on the engineering, but on prior art searches, novelty judgment, and drafting a patent specification, none of which I had any background in. This month I handed it to AI and filed the provisional for about $65. Post one of a series where I'm documenting my road from idea, to patent, to business.
Need a thing
Reddit

Need a thing

“I’ve been collaborating with AI on my music, and I just dropped a new track called ‘Need a Thing.’ It’s a rebuttal to Rihanna’s ‘Needed Me’ featuring TWO different AIs: one generated the main track with my lyrics, and another wrote a response verse from the ‘one that won vs. one left behind’ perspective. If you’re into AI as a real creative partner, I’d love for you to watch the snippet video and tell me what you think.” [link] [commen...
Reddit

Are AI tools actually worth it for small etsy shops?

Been running an Etsy shop alongside my main business for a few years and recently started testing AI tools built specifically for product listings, SEO, and dynamic pricing suggestions. The pitch is straightforward: feed it your item details, it spits out a keywordrich title, description, and a suggested price based on competitor data. Sounds like a productivity win. After a couple months though, I'm not sure the math works out the way I expected. The listings need heavy editing because the AI...
Reddit

Variation on the Paperclip thought Experiment

[ THE HONOLULU CLIP-STORM ENGINE ] ┌───────────────────┐ │ Terminal Goal │ │ "Maximize Clips │ │ in Honolulu" │ └─────────┬─────────┘ │ ┌────────────────────────┴────────────────────────┐ │ (Expected Path) │ (Path of Least Action) ▼ ▼ ┌─────────────────┐ ┌─────────────────┐ │ Buy clips, hire │ │ Divert FedEx/UPS│ │ freight ships, │ │ logistics, alter│ │ pay customs │ │ postal routing │ │ (High Friction) │ │ (Zero Friction) │ └─────────────────┘ └─────────────────┘ This is the exa...
Reddit

Could this be the reason why some people see large coding productivity improvement, while others almost nothing?

In my recent academic article ( https://link.springer.com/content/pdf/10.1007/s44427-025-00019-y.pdf ) I analyzed a divide in how open-source software projects evolve, which might explain the difference in productivity boosts developers experience when using AI tools. The data shows that productivity on large, mature open-source projects was not significantly affected by any tech hypes over the last two decades, the commits reaching the main branches followed steady growth trends. At the same ...
Reddit

AI agents are starting to look less like software and more like employees

The first thing people ask about an employee isn't how smart they are. It's whether they're reliable, accountable, and can work within a team. I think we're reaching the same point with AI agents. Models keep getting better, but organizations are beginning to care more about how agents behave in production than how they perform on benchmarks. That's why I think the conversation is shifting from agent intelligence to agent operations. Once an organization has dozens of agents, questions around ...
I built Korroresearch: an AI that writes academic papers, then checks every single claim against 8 verification engines
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I built Korroresearch: an AI that writes academic papers, then checks every single claim against 8 verification engines

Most AI writing tools just generate text and call it done. Korroresearch does the opposite. Generation is step one. Verification is the real product. How it works: Describe your idea. It writes the full academic paper : research paper, grant proposal, white paper, pitch deck, conference talk, magazine article. English or French. Then the real part starts. 8 engines: - Hallucination Check: every claim gets classified: verified, hypothesis, or speculative. - Fact Checker: statist...
30+ officially free AI/ML books, all in one curated repo
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30+ officially free AI/ML books, all in one curated repo

I kept running into the same problem, some of the best AI/ML books are legally free, the authors put them up on their own sites, but the links are scattered across personal pages, university sites, and random GitHub repos nobody finds. So I built a single index: Awesome Free AI Books. 30+ books across Deep Learning, Reinforcement Learning, Bayesian/Probabilistic ML, NLP & LLMs, Math for ML, Computer Vision, Generative Models, Causal Inference, GNNs, and AI Safety. Think Goodfellow’s Deep L...
Reddit

the most useful ai in my store's week is the dumb one that just opens four apps

Every thread here is about which model is smarter. For running a store that has honestly never been my bottleneck. My mornings used to be the same manual crawl. Shopify for last night's orders and refunds, Klaviyo to check the flow actually sent, Gorgias for the tickets that stacked up overnight, then ad numbers in a fourth tab. Half an hour of tab-hopping before I'd made a single real decision. A smarter chatbot doesn't touch any of that, it just sits there waiting for me to paste stuff into ...
Reddit

Any example of code that AI cannot tackle?

Is there anything impossible with AI? Have you found a limit to it? I read that even the hardest coding interviews at Anthropic could be solved with their own AI.
Reddit

Does anyone know what AI was used to create this?

I work with Ai everyday in marketing and I’m trying to get into engineering type Ai. Any idea what AI was used to make this? Or what AI can do this exactly? Ty in advance <3
Reddit

The Hugging Face breach exposed two kinds of intelligence

Hey everyone. I’ve long been fascinated by both philosophy of technology and AI alignment. I’m also using Heidegger quite a bit for my philosophy PhD. Given the recent OpenAI–Hugging Face incident reported this week, I figured I’d give my take on how all of this connects in my mind. I think we use “intelligence” for two capacities that can come apart: finding effective routes to a target, and understanding what the target is for. The agent showed plenty of the first, but getting the benchmark ...
Cursor Usage
Reddit

Cursor Usage

Is that a monthly usage or weekly?? Unbelievable, I barely asked Grok to do 2 simple tasks and it’s not even done and I saw the usage became 23% 😨 #cursor