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Honestly just a rant but I need to get this off my chest. Apple spent years and billions building the Vision Pro. A giant headset you strap to your face. Who is actually going out wearing that thing. It looks like something you put on before surgery. And shocker, nobody bought it. Meanwhile my phone already has a great chip, a great battery, great connectivity. Just let it do the heavy lifting. Build something small that pairs with it and handles the interface part. That is literally all I a...

I've been researching AI tools that can create interactive stories based on user input. I'm not looking for traditional RPG mechanics or complex game systems. What interests me is the storytelling side. I'd like to start with a character, world, or premise and have the AI build and adapt the narrative based on my choices. The biggest things I case about are story quality, character consistency, memory, and how well the experience holds up over longer sessions. Some tools seem great initially...

I have been trying to research ways to use ai to make money and was wondering if there's some where I could learn skills to make money with ai? Something that would not take forever to learn and is pretty much guaranteed to make money

Mine usually looks like: ChatGPT Claude Gemini Perplexity Google Docs And that's before I actually start working. Has anyone found a workflow that avoids constantly switching between tools?

I recently got free access to Claude Enterprise through a company, and I’ve been trying to build something that I could potentially sell. I was thinking about creating something simple, especially because with a model like Claude Enterprise, it feels like I could build almost anything. Some people suggested building an AI quoting agent, but since I’m not very experienced with coding, I’m not sure if that’s realistic or even the right direction. I’m looking for people who can give me a few id...

small habit shift that's been surprisingly useful. instead of asking a model "is this a good idea," which basically invites it to agree with me, i now open with "give me the strongest case that this is a bad idea." then i ask the normal question. the difference is night and day. leading with the question gets me a confident yes that mostly reflects how i phrased things. leading with the counter-case forces it to actually engage the weak points first, and then its eventual ans...

A lot of people are trying to reverse-engineer Fable 5 right now. Wrappers. Prompt packs. “Long-horizon agent” scaffolds. Tools that try to look like Fable from the outside. I think most of this is pointed in the wrong direction. If Fable 5 were just a prompt pattern or a wrapper, it would already be cloned. The real problem is not appearance. The real problem is robustness. Most coding agents look good at the start. Then the cracks show. - scope starts drifting - public tests b...

The whole system has a clean architecture: X supplies the public behavioral graph. Premium/Premium+ supplies a paid, high-signal user cohort. Grok supplies the private conversational layer. Image/video generation supplies visual preference data. Voice/personality/companion features lower inhibition and increase intimacy. Ads/subscriptions/enterprise/government/API monetize the resulting platform. The S-1 (SpaceX's IPO filing) calls X a distribution and data engine and describes A...

counted it once last quarter: roughly 3 hours just pulling inputs before i opened a single slide. Last month's metrics out of notion, the roadmap state from linear, founder check-in notes sitting in granola, the open investor threads in gmail. None of it is hard work, it's just scattered across five tabs and i'm the courier carrying it between them. The actual writing was never my bottleneck. a chat assistant drafts the narrative fine once everything is pasted in, but i'm still the one doing t...

Looking for a bit of advice because I feel like I’m missing something obvious. Over the last few weeks I’ve finally consolidated my photo library and got everything into OneDrive. I’ve now got two folders: Photos Videos Between them there’s around 3000 files in total. The files go back years and are a mix of family photos, holidays, screenshots, random phone pictures etc. I’ve been trying to use AI to help me organise everything properly. Things like: - Finding duplicates and near-du...

Following up on a thread I posted yesterday about how developers detect LLM API degradation. The responses were useful enough that I want to validate a specific idea. It is a 3 layer independent alert service: Layer 1: Transport health alerts: Independent probes checking TTFT, error rates, and latency across major models (Claude Sonnet, GPT-4o, Gemini, Grok) every 5 minutes. Alerts you before the provider's status page updates. This part already exists and is free at tickerr - the question...

At GiveDirectly, we recently ran a pilot in rural Rwanda that paired unconditional cash transfers with access to a general-purpose AI chatbot. One of the most interesting findings: people often used the chatbot as an always-available advisor—for business decisions, learning, and getting second opinions. But the pilot also exposed important limitations, including language gaps, locally irrelevant responses, and confidently incorrect answers. The writeup explores both sides: where participants...

Hi everyone, ​ I'm an independent AI/ML researcher and I've been working on a project called PRAG (Paninian Retrieval-Augmented Generation) for safety-critical medical AI. ​ The idea is to combine traditional RAG with a Paninian rule engine inspired by concepts such as Utsarga-Apavada, Paribhasha, Nitya-Anitya, and Antaranga-Bahiranga. The goal is not just better retrieval, but safer medical reasoning with full auditable rule traces. ​ Current findings: • 71% r...

Keep the conversation going. Hopefully in a positive or informative manner that benefits us all.✌️

I came across this site while scrolling on Twitter. How can this be profitable? You get the first month of the Pro plan for free + $10 for each referral (it also gives $10 to the person you invited).

I was going to post this: Imagine ANYTHING on the web, your top personalized website/application/etc.... I'll build it in under a week, do it for less than anybody. Hour happiness is totally gaurenteed and if you're even a little uncomfortable with what we create together it's on the house! Personal or business welcome. That seems pretty unintrusive but I doubt this makes it through the moderators. Is this something that peeps deal with? Do you have any thoughts on how to contribute and be a ...

If you have an AI companion and is at least 18 years of age then please consider taking our ANONYMOUS study! Scan the QR code for access OR use the direct link here: https://ggc.az1.qualtrics.com/jfe/form/SV\_08NgWEvasz8qMXY

The more AI products I try, the more I feel like there's a difference between understanding language and understanding communication. Most tools today are surprisingly good at processing what people say they can summarize conversations, extract key points, and answer questions about what was discussed. The problem is that conversations are often about more than the actual words. I noticed this recently while watching recordings from a few customer interviews. If I only read the transcripts, th...

We keep seeing the same pattern team ships an agent, agent works great in testing, agent gets prompt injected in production within the first week. 73% of production AI deployments showed prompt injection exposure in security audits last year. Most of them had zero defensive layers. Not weak layers zero. So we wrote a practical guide covering the 7 things you should actually do in priority order Day 1 (free, immediate) Harden your system prompt explicit deny lists, not vague "be ...

I image searched a picture of a man getting arrested while wearing a shirt that said "Trump is in the Epstein files" and this is what the AI response was. Really weird

Fable 5 lasted three days before getting pulled. Not because it was bad, the suspension had nothing to do with the model’s actual quality. Got me thinking about how most “model risk” planning is just “what if the output gets worse” or “what if the API goes down.” Those are testable. What’s apparently not testable is “what if access to this exact model just stops existing for reasons completely unrelated to how good it is.” Anyone actually built real fallback paths for this, like a different ...

I was reading about equipment financing recently and was surprised that approvals can still take weeks or even months in some cases. By the time financing is secured, projects can be delayed or opportunities lost altogether. It made me wonder whether the real problem isn't access to capital, but the speed of capital. Curious what people think.

Bonjour je travail beaucoup sur du data cleansing au travail ce qui est assez long je dois exporter des sap pour mettre en forme et croiser la donnes sur de larges volumes, ce qui est redondant auriez vous des pistes pour que je puisse automatiser mon travail ?

TL;DR: Last Friday the US government ordered Anthropic to block all “foreign nationals” — including non-citizens inside the US — from using its new Fable 5 and Mythos 5 models. Since you can’t separate a green-card holder in California from a citizen in real time, Anthropic shut the models down for everyone. It’s the first time export controls have hit an AI model itself rather than the chips that run it. The under-discussed part: a nationality-based access rule that geography can’t enforce push...

In the movie Persian Lessons, the protagonist Reza devoted a large part of his energy to playing along with a prevailing insanity. At first he did this for a single reason: Staying alive. Later Reza becomes indifferent to whether he stays alive or not, and instead finds his primary purpose in helping his inmates any way he can. Klaus, the commandant in the concentration camp where the movie takes place, has a desire to learn Persian, and as long as Reza serves the purpose of teaching him Persi...

These things kick pretty hard. I'm guessing it's one of those anti-drone rifles, but I bet they're not for consumers. What would even slow one down if it decided you were a threat?