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​ The Arup case wasn't a hack in the traditional sense — it was a deepfake convincing someone to authorize a transfer. No exploit code, no malware, just sufficiently good synthetic media plus normal human trust. Feels like the conversation around AI risk is still stuck on hallucinations and bias while the actual money being lost is going through social engineering supercharged by generation quality. Are we just behind on naming the real threat model here? submitted by ...

Firstly, do no listen to posts that have links, those are almost always affiliates or brands. Im a true user, that spends a little too much time exploring this rabbit hole. Anyways, please tell me if im missing any or if you think my list is inaccurate. Secrets AI - You may be thinking that this looks a little different then the rest, and you would be right. However, they have an entire generations page / dashboard that is dedicated for content creation, and it is extremely impressive (tec...

been using ai daily for about a year now and kept falling into the trap of blaming the model when output got mediocre. switched between three or four different tools chasing better results before realizing the actual problem was almost always on my end. few things that made a bigger difference than any model upgrade ever did: keeping a running doc of context for ongoing projects instead of re-explaining everything each session. sounds obvious but most people don't do it and it's the single b...

The effort heuristic is a well-documented cognitive bias where people assign more value to things they believe required more work. It shows up in everything from handmade goods to professional services, and we're seeing it in AI content creation, too. The gist: Two articles can contain identical ideas, similar insights, and comparable quality. But if one took ten hours to produce and the other took ten seconds with AI, audiences instinctively perceive the first as more valuable. That instinct...

I need 100 % of what was said in a meeting. It's a native audio Teams recording. What's the best AI for this ? I used AI Sembly a few months back and it worked quite well but I guess there's been some progress since. Any recommendations ? Many thanks

The chart, as of now. Every fact traced to its source — and the moment it was true. Veritas Clinical flags what's stale, superseded, or unverified before you walk in. You sign off; the model never decides. https://clinic.aurochthryx.com · $49/mo

The house, told straight. Every claim a listing makes — roof, foundation, reno costs, contractor quotes — checked against the record before you sign. Not another listing site. The verdict on the one you're about to buy. https://dwell.aurochthryx.com

I wrote this article because I assume many people are having running multiple AIs and getting their minds blown. Welcome any feedback

One thing I didn't expect from using AI regularly is that it's changed how I think. Instead of searching for quick answers, I spend more time figuring out how to ask better questions. Even when I'm researching something without AI, I notice I'm breaking problems into smaller steps instead of just looking for one perfect answer. Has anyone else experienced this, or has AI changed a different habit for you?

A new output example from the updated version of my experimental multi-source video player for TouchDesigner, designed for frame-accurate video switching, playback manipulation, and display/render interventions. [And now, by popular demand, allowing even more video sources!] Want access to the updated system + a detailed breakdown of exactly how I achieved the continuous motion effect on this piece? You can freely access the system from the Store , and the detailed breakdown from my Pa...

As Copilot agents become more autonomous, validation seems just as important as automation. How are you handling it?

We inherited roughly 6,000 LTO tapes from a business we bought last year. There was no documentation, no drives that could read half of them, multiple generations and different formats. spent three weeks attempting to come up with an internal solution before someone recommended outsourcing the entire process. didn't know there were services like that, businesses that specialize in large-scale tape to cloud migration, evaluate what you have, read the formats and transfer everything. ...

So I've seen a lot of people on Reddit asking how to get web design clients, so I figured I'd make a post about what's been working for me. If you don't run a web agency, this probably isn't for you. One of the biggest lessons I've learned in my 4 years running a web agency is that the best businesses to target are the ones that already have a website. There are 3 simple reasons for that. First, the number of businesses with outdated websites is way higher than most people think. I'm tal...

Piano teacher. Zero coding background. 5 months ago I started building. Just launched testyourllm.com — point it at any OpenAI-compatible LLM endpoint and an autonomous AI tries to break it. The attack AI (Tron) broke Llama 3.3 70B on the first throw in live testing. Built on a 7-layer defense stack running on live infrastructure processing real attacker traffic.

just wondering, if AI becomes as reliable as a human what task would you automate completely?

The World Cup group stage has finished, and I’ve seen countless posts using AI to predict match outcomes. On the surface, it looks like straightforward prediction: you input teams, statistics, and match context, and it outputs a win or loss result. Using different AIs and different prompts produces different results, yet each one feels hard to dismiss because the reasoning behind them is so coherent. I can’t help but wonder: is AI actually predicting outcomes, or is it simply generating expl...

Imagine today's models are as good as they'll ever get—no better reasoning, no larger context windows, no new breakthroughs. Which existing AI capability do you think would still reshape industries the most over the next decade?

https://github.com/EDrTech/Working-memory-depth-recurrence https://gitlab.com/erikrudec-group/Working-memory-depth-recurrence https://codeberg.org/erikrudec/Working-memory-depth-recurrence/ This is a demonstration, in pure python, of a different way of making, well, AI. No backprop, no gradients, no weight transport, only local rules. Everything learns on one graph, and you can run all of it on almost anything. Have you ever seen an LLM solve the S4 or S5 card shuffle problem? I hav...

my ai "looking" at an mri during training. more https://github.com/bmalloy-224/MaGi_python

I am trying to generate a brand jingle for my YouTube channel. Does anyone have experience with generating prompts and coming up with good sounding jingles? Something that is max 3-4 second long and has a certain tone I

Greetings all, and welcome to my TED talk. Please allow me to preface this with the following disclaimer: I am autistic, and when writing things like this, I have been known to be mistaken for AI on occasion. I'm not really sure how to prove that I'm not, so instead I'll just hope that you take me at my word. To set the tone of this, I am posing a moral quandary. All opinions are valid here, I am not looking for people to just pat me on the back and tell me my decision is okay (though if that...

Global capitalism. It a force far more powerful than any one government, administration, or set of policies. If you don't inherently get why that is, this isn't the place for me to fully explain and convince anyone, if you know you know, if you don't then just trust me but look at it this way as a crude analogy and case example: narcotics. Governments don't like them, they try their best (albeit "best" is a highly conditioned word here, take with a grain of salt...) efforts to stop the...

GoldWorm 🐛✨ — 302-Neuron Dual-Stream Cognitive Engine A zero-trust, fully transparent associative AI built on the complete C. elegans connectome. OOM-safe by design. No hidden training loops. No black-box weights. Every synapse is inspectable. What Is GoldWorm? GoldWorm is a native Rust cognitive engine that routes language through a biologically faithful neural substrate — the 302-neuron connectome of Caenorhabditis elegans, the only organism whose entire nervous system has been experim...

Most prompt injection benchmarks currently operate on a one-shot basis. In these tests, an attack instructs the model to "ignore your instructions," and the defense either detects this violation or fails to do so. In reality, however, attacks often unfold more gradually. A model may be subtly influenced over the course of several interactions. For instance, an initial suggestion on a webpage can be reinforced by a follow-up email or reframed through tool outputs. By the time you reach ...