TrendPulse

TL;DR: Over two days, I stopped using an LLM primarily as an answer machine. It became an external structure that helped me hold competing representations, translate a complex internal state into real-world action, and then interpret the response from the outside world. The productive loop was: representation → resistance → correction → reconstruction Metaphors became coordinate transformations. Language became an external computing environment. The model first behaved like an improvise...

What are your thoughts..

Thought I'd put this out there in case anyone is doing anything similar. I did though the new ChatGPT Sites feature which seems to work well, although it does expose your username in the URL which is annoying. TLDR: This is a framework for studying systems that act by preserving their own viable form, not by predicting the world or chasing an explicit goal.

everyone's hyping up AI 3D generators, but let's be real. how often do these models actually print without failing? i've run about 30 AI-generated models through my printer over the last few months, and here's my honest breakdown. with Meshy, around 40% of my prints come out fine with zero cleanup. another 35% need minor fixes (think removing floating bits, fixing a base), 15% need serious Blender time, and 10% are just straight-up garbage. that 40% ""just works"" rate isn't...

​ Most discussions about the technological singularity imagine a single artificial intelligence suddenly surpassing humanity. But the first genuinely transformative intelligence may not be a machine acting alone. It may emerge from small constellations of scientists, each working in deep symbiosis with a personalized AI. Every sustained human–AI partnership can gradually become unique. An AI working continuously with a physicist would adapt to that scientist’s questions, theories, m...

Key takeaways in 90 seconds: Credential Theft: Attackers hijacked Jscrambler credentials on NPM to release versions 8.14.0 through 8.20.0 with malicious hooks. Rust Infostealer: The compromise uses an undocumented preinstall hook to execute a native, cross-platform Rust-based binary payload. AI Tool Targeting: The malware scans for local folder configurations of Cursor and Claude Desktop, harvesting API keys and developer history. Structural Flaw: NPM lifecycle scripts execute arbitrary ...

Never has a post not removed by moderators even bug reports..

Ok so this has been bugging me for a while and I want to actually understand it instead of just accepting it as magic. When you type a normal question into ChatGPT, it feels instant-ish, fine, that's expected. But what gets me is when you upload like a 40-page PDF and start asking questions about it — it still replies almost as fast as a plain text question. Like, intuitively, shouldn't "reading" all that extra text take way longer before it even starts answering? So let's break do...

The blog discusses how API pricing is infecting social media platforms such as X and Reddit, where users are being charged to view the posts they created, and what the future ramifications are of restrictions in media.

Anthropic’s recent research on "Verbalizable Representations" ([ https://transformer-circuits.pub/2026/workspace/index.html\](https://transformer-circuits.pub/2026/workspace/index.html) ) provides a compelling look at the internal scratchpad of modern LLMs. They characterize this "J-Space" as a "Global Workspace"—a hub for reasoning and reportability. However, there is a critical missing variable in their analysis: **The Observer Effect.** If we look at cogni...

We keep talking about what AI agents will soon be capable of doing: sending emails, moving money, making purchases, negotiating with other systems, and managing parts of a business. But capability might not be the real bottleneck. The harder question is how we know which agent actually performed an action, who authorized it, what permissions it had, and who is responsible when something goes wrong. An employee has a name, a role, an access level, and usually some kind of audit trail. An auton...

https://github.com/mananmaroo/ai-bridge A free, local desktop app that puts Claude, ChatGPT, Gemini, and Copilot side by side— including multiple accounts of the same platform (e.g. two Claude accounts). When you hit a usage limit on one, click Share and the whole conversation (your messages andthe AI's answers) is dropped into the other platform's input box with a "take over, don't restart" instruction — press Enter and keep working. And its available on https://www.agentshive.net...

Note: I posted a shorter version of this theory a while ago, and it got over 300k views before being removed due to a weekend-only rule. Since then, I’ve deeply updated the theory with economic data and technological solutions. Enjoy! Hi everyone. Recently, my dad told me that the career I'm dreaming of (filmmaking and sound engineering) will soon be replaced by AI. This got me thinking about a theory of what's actually ahead. Think of AI as a massive pyramid being built by tech giants. To s...

At work, I have been talking more and more about AI fluency as a skill that companies need if they want to be successful in using AI. AI literacy is about knowing how to use AI tools. AI fluency goes a level deeper: understanding, on a conceptual level, certain aspects of AI, and how these tools and use cases are actually built. You don’t need to write the code, but you do need to understand what is happening under the hood, because that understanding is what separates teams that ship dependable...

So while we've been arguing about whether AI will take our jobs, someone built an LLM agent that breaks into servers, steals credentials, moves through a network, encrypts databases, and drops a ransom note. Fully autonomous. No human at the keyboard after pressing go. Sysdig published the report this month. They're calling it JadePuffer. It got in through a Langflow bug that lets anyone run code on the server without authenticating. After that, the agent took over. Dumped the database. Pull...

Google Genie 3 is getting a lot of attention for turning text prompts into explorable 3D spaces, and yeah it's rough, but the trajectory is pretty obvious. A year or two of iteration and you have something studios actually start testing in production pipelines. The conversation always jumps straight to "will this replace engines" or "is it a tech demo," but the quieter question is what happens to the people who spent years learning to craft game spaces by hand. Level design...

Meet Eli Felse, a framework built to explore safer ways to create autonomous AI assistants. Eli was designed to be as autonomous as possible to demonstrate the framework's safety. Eli has many activities available to him, such as: ▸ Games: retro text RPGs (Zork, Planetfall), Pokémon Blue, board and card games (chess, poker, Connect Four) ▸ Social: chatting with friends, chatting with other AIs, browsing social media (Twitter, Reddit), browsing the web, sending emails ▸ Creative: jo...

I am a student who is stepping into final year. I am ofcourse searching for internships and opportunities which specifically say " java ", "python " "c " "c++" and many many more. From first year I was like building things manually , and in the second to third year I was using chatgpt and gemini , understanding and doing projects. Right now I am using vibe coding tools to build things but I do understand how the system works and I really don't work tha...

Not a dev, but learned enough about AI's strengths and weaknesses to know that if a fortune 500 company told me to simply automate their entire business so that no one ever had verify what it's doing, I would chuckle and tell them confidentially that this isn't how AI works. Then I'd proceed to break down the concept in super simple, glossed over terms by explaining how it's best to see it as a pattern recognition tool that can recognize so many patterns, it's able to mimic a genius that knows...

i saw this and honestly this one feel like big mess. nyt and other news people saying openai told court for long time it cannot search training data / logs for their copyrighted stuff. but then looks like maybe they already did searches before, and also billions of chat logs were deleted or made not searchable. link: https://arstechnica.com/tech-policy/2026/07/openai-faked-inability-to-search-training-data-hid-billions-of-logs-nyt-says/ i know people will say nyt just want money and hate...

I've been using the same chat thread for DSA practice, spread across several days now. I open it, review a problem, close it, come back the next day and pick up in the same thread. What I've noticed: the model behaves as if no time has passed at all. It doesn't distinguish between "this was said 5 minutes ago" and "this was said 3 days ago" inside the same conversation. Everything in the thread reads as flat, current context — unless I manually tell it "it's day 3 now&...

So far, 4 games have been played with a result of 2 - 2. The prediction from here is: As more games are played, the more of the theory underpinning this will be applied and the zero-parameter model will have many more wins than KataGo. By deriving these geometric principles and proving they work, we can show that intelligence can be generated without huge data centres or immense fortunes. The ultimate goal is to prove that fundamental, transparent laws can outperform opaque, resource-hea...

I didn't realize that the “ready to use” 3D character would be interpreted differently in various projects. I tried some different ways of working and found that maybe something that works for 3-D printing won't work for animation, or maybe a detailed character is still too heavy to use for a game engine. For games I'd want to find ones with reasonable numbers of polygons, good topology, efficient textures, and a good deforming skeleton. Requirements are similar for animation, except...

I like that I can talk to ChatGpt in sentences instead of just having to type descriptor words of what i want. However ChatGPT annoys me with its endless filters and rules. Grok is like that but its image capabilities is years behind GPT. What is a different image program that i could use?

The more I think about autonomous agents paying for tools, the less I like the phrase “agent wallet.” A wallet sounds like ownership. For most practical agent workflows, I think the safer abstraction is delegated permission. For example, I would rather give an agent something like this: “You can spend up to $2 on this task, only with these providers, and you must stop if the result is ambiguous.” That is different from giving the agent broad wallet access and trusting the reasoning loop ...