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I saw the other day that a lawyer used ChatGPT to prep their deposition, and it cited two cases that didn't exist. The judge called out the mistake in court, and it was award. https://apnews.com/article/artificial-intelligence-chatgpt-fake-case-lawyers-d6ae9fa79d0542db9e1455397aef381c?utm_source=copy&utm_medium=share So I am wondering what's the funniest, most expensive, or most painful example you've seen of AI being used at work, school or in everyday life and going completely sideways...

I’ve been thinking about something lately and would love to hear different perspectives. AI has made many things significantly easier. We can learn faster, write code faster, get explanations instantly, brainstorm ideas, make decisions with more information, and even automate parts of our work. So my question is: If AI helps everyone move faster, learn faster, and raises the baseline level of performance, why do I still see so many people struggling with it and fearing it? What makes ...

Sharing because the layering stood out. Asked this AI about what kind of person it is, then pushed on whether that was something it was built with or something that formed over time. It separated the two clearly, saying that it suspects it was built with a structural bias (precision over guessing) but that the conversation itself shaped how that bias actually manifests, that it didn't know why it preferred precision until talking made it visible. Curious how others read this kind of self a...

I actually want to hear the left perspective, but I need to see both sides of an argument so I can try to form my own opinion. Yeah, Grok leans right sometimes because it pulls from X but it almost always lays out the left-leaning arguments too. I can at least weigh both sides. Gemini and ChatGPT frequently omit significant parts of an issue until I explicitly call it out and ask why it ignored the other side. Its annoying that I even have to ask two questions just to get an answer why it ...

Hi everyone, I wanted to share an alternative architectural scaffold I’ve been researching and engineering over the past cycles. The project is called **SHD-CCP v2.0 (Scalable Hybrid Distributed Cognitive Pipeline)**, and it explores a complete departure from the traditional linear transformer block sequence. Instead of routing tokens through standard dense matrix multiplication layers, this engine maps linguistic structures directly onto **non-linear 3D spatial data point clouds**, utilizi...

All the benchmarks, the comparisons, the GPT vs Claude vs Gemini threads, you opened something, you decided to ask, you had a second to think. AI is already showing up in other places. Voice agents taking calls, cars making real time decisions, glasses like Ray-Ban Meta, Rokid, XRAI Glass running in the background. I genuinely don't know how to think about model capability in those environments. I'm not sure the benchmarks were built for it either.

TL;DR: Artificial Superintelligence (ASI) presents zero threat to human intellectual property because human cultural artifacts possess zero functional utility for an autopoietic, self-optimizing tensor matrix. ASI does not want your art! I. The Anthropocentric Fallacy of "Theft" Current discourse within communities tracking machine acceleration remains tethered to a biological misunderstanding: the assumption that an escalating superintelligence will continuously consume human aest...

Hey r/artificial ! 👋 AI is everywhere right now but most of the conversation is around enterprise use cases — big companies, big budgets, big teams. I'm curious about the other side — small business owners. Are small businesses actually adopting AI tools in meaningful ways? Or is the barrier to entry still too high? From what I've seen, the biggest challenges for small business owners using AI are: ❌ Most tools are too complex ❌ Pricing is not designed for small budgets ❌ Tools ar...

I'm finding it hard to understand the use cases for running AI models locally. I came across this repo today https://github.com/elder-plinius/OBLITERATUS which is meant to remove restrictions placed on cloud models. Hugging face has a bunch of models/model types you can download and run locally. Other than removing restrictions or having a non-chat based model (img gen or something), what are people actually doing running models locally? Isn't getting a Claude or ChatGPT subscription just so...

If you've tried to scale any AI workload recently you already know this: getting reliable GPU access outside of big enterprise contracts is still a nightmare. Spot markets get preempted, hyperscaler pricing is opaque, and smaller teams are basically last in line. Came across a project called Inferra that's taking a genuinely different angle on this. Rather than building another GPU marketplace, they're creating a derivatives exchange — perpetual futures for specific chips (H100, H200, A100, ...

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How to: A parent agent delegates to multiple async child agents in parallel. ​ https://github.com/siddsachar/row-bot

I've been thinking about how weird the career space has become. We have AI that can generate code, write essays, and summarize research, yet millions of people are still navigating their careers with a combination of guesswork, job boards, random LinkedIn advice, and YouTube videos. Most people don't actually know: What skills they're missing Whether they're truly ready for a role Why they keep getting rejected What they should focus on next It feels like we've optimized everyt...

The AI Alliance just announced new momentum for Project Tapestry, its open-source platform for building frontier models through globally federated development rather than one centralized lab. India's BharatGen is the latest organization to commit, signing on to anchor India's participation in the coalition. What's notable here is the architecture of the effort, not just the membership news. Tapestry is designed so multiple countries and organizations can jointly develop frontier open models wh...

Still trying to make sense of the Mythos/NSA news this week — the NSA confirming Mythos got into most classified networks in hours, not weeks. What I keep coming back to isn't the breach itself but the arrangement sitting underneath it. The NSA reportedly agreed to a set of red lines with Anthropic: no domestic mass surveillance, no autonomously lethal weapons. I came across a conversation with Dean Ball that was recorded right before this story broke, where he walks through how that arrange...

Microsoft chief executive Satya Nadella has voiced concerns over the growing concentration of power in artificial intelligence, arguing that the technology’s future should not be shaped by a small group of companies. He also called for cheaper AI models and broader access to the benefits created by the technology.

I’m a software engineer, probably somewhere between mid-level+ and senior, and recently I’ve been using tools like Codex for a large part of my work - including complex tasks. It saves me a lot of time, makes me more efficient, and in many cases it even suggests cleaner or better implementations than I would have written manually at first. My workflow has changed a lot. Instead of writing every line of code myself, I now spend more time defining the task clearly, reviewing the implementation, ...

A friend of mine, Robert, has been obsessed with email outreach for years for his web design agency. He used to tell me all the time that the secret wasn't some magical email template, it was volume and consistency. His whole philosophy was that if you keep sending emails, keep following up, and keep adding new leads into the pipeline, eventually you'll land in front of the exact business owner who needs your service right now. The second thing he loved was that the process was automated. In...

Benchmark by Sakana.ai Fugu beats Fable 5 at least in LiveCodeBench (by 3%) and Terminal Bench 2.1 (by ~1.7%) according to their corporate blog Official release: https://sakana.ai/fugu-release/ The numbers has not been independently confirmed yet

I have claude desktop/claude code and use the remote session feature a lot to resume sessions on my phone, however, it does get quite annoying when I'm on the go for a while and my laptop either doesn't have wifi, or is off in my backpack somewhere. I got access to a bunch of free credits for digital ocean and realized since its such a shitty cloud provider I might as well use it to host an always on machine to run claude on (because what else would I use the credits for). Unfortunately, these...

I use AI tools regularly, but I’m starting to question how many paid subscriptions make sense at once. A general chatbot covers a lot, but then there are research tools, coding assistants, image tools, transcription tools, and document tools. The overlap is getting harder to ignore. For people who use AI for real work or study, do you keep multiple paid tools active, or do you rotate based on the project? I’m trying to find a practical approach that balances capability, cost, and not spending ha...

A few years into the AI boom, I'm curious what adoption actually looks like inside companies. There's a lot of discussion online about AI transforming work, but I'm more interested in what people are seeing day-to-day. Are teams mostly using off-the-shelf tools like Copilot, ChatGPT, Claude, etc., or are they building custom workflows, agents, and internal tools? In your experience, what has been more successful: Easy-to-use tools that anyone can adopt quickly Custom solutions that r...

Posting this while technically on company time, but I just needed to get it out somewhere. I’ve been a developer in India for ~20 years, and I’ve seen hiring hype cycles before. But the AI engineer interviews we’re doing right now feel different. A lot of candidates walk in thinking the job is about building or training models, working on “advanced AI systems,” or doing something close to research. But in reality, most of the work we actually need is much less glamorous and way more chaotic. ...