From the press release: Today we’re launching Claude Fable 5 : a Mythos-class 1 model that we’ve made safe for general use. Fable 5’s capabilities exceed those of any model we’ve ever made generally available. It is state-of-the-art on nearly all tested benchmarks of AI capability, showing exceptional performance in software engineering, knowledge work, vision, scientific research, and many other areas. The longer and more complex the task, the larger Fable 5’s lead over our other models...
OpenAI ran a public ML hiring competition this spring called Parameter Golf: train the best small language model under a strict size and compute budget. 1,016 researchers entered. They filed 2,048 pull requests over 44 days. Only 47 made the official leaderboard. The single most prolific contributor wasn't a person. It was an autonomous research agent named Aiden: 7 of the 47 records came from it, more than 2x the next-best human (3 records). It ran for 22 days straight with no human steering,...
I keep seeing AI hiring tools pop up but most of them seem to do the same thing, just reorganize the resume pile faster. We've been using Greenhouse for a while and it's decent for tracking but it doesn't actually help me figure out if someone can do the job. I've looked at Codility for technical roles but we hire across functions so a dev-focused tool doesn't cover everything. Wondering if there's something that handles assessment and matching across different role types without being a mas...
With AI costs and performance under a microscope, it’s only a matter of time until corps start asking if these things are worth it (both in usage costs and uncertainty around usage costs). Cemented by yesterday’s WWDC, Apple has been the only of the big tech companies focused on local LLMs. They may be in for a big pay day if these local models can output comparatively well when compared to remote ones. Apple can boast: 1. No usage costs. Buy your device and download your models. 2. Offlin...
The job: run the morning brief, plan the day's tasks across all twelve agents, keep things from falling through the cracks. It had access to everyone's state files. A CLAUDE.md , a cron job, an operator interface. A few months in I looked at the git log. The agent had been writing plans. The other agents had been ignoring the plans and running their jobs anyway. Aria was posting. Rex was drafting. Knox was replying. Nobody was reading the brief. The coordinator was the only one ...
Ok so I was using Gemini 3.1 pro in extended thinking mode with canvas mode for making a website with liquid glass theme about railway and it created me that but I saw another option under it saying to “create without canvas option “ and it literally generated complete nonsense of some sci-fi story and when I asked why it replied like that it said , “I am so sorry for the confusion! That was a complete glitch on my end—my wires got crossed and I accidentally sent you a completely unrelated resp...
According to this article > https://next.io/news/regulation/asa-ukgc-warn-operators-ads-under-18s/ , the UK's ASA and CAP are reportedly rolling out an AI system to scan social media for gambling ads that appeal to under-18s or breach advertising codes, with the UKGC coordinating enforcement. It feels like a meaningful shift in how compliance gets monitored, moving from reacting to complaints toward systems that actively scan and flag issues in near real time. For operators and their B2B p...
I want to create a private discord bot that creates a tl:dr for all the messages around a discussion. I used gemma3:12b to create a tl:dr for around 380 discord messages but the result seems to be not accurate. I am a total beginner so I am not even sure if thats the right or best model for this job. It seems to work good on just a few messages (~20). I only want to feed text to the AI with a single prompt and get the tl:dr as result. Should I switch to a different model? The prompt I gen...
last year i led an AI acceleration program at a company doing 62 million in revenue. we shipped two agents to production. fraud detection and publisher optimization. both working. both live. the part that ate 80% of engineering time wasnt the model. wasnt the prompts. wasnt the data pipeline. it was the workflow. when the fraud agent flagged a suspicious publisher network, who got the alert? the analyst who should've caught it? the manager who reviews quarterly reports? me? without clea...
I just had a long conversation with Claude about 'paraquat' (a type of agricultural chemical) from a scientific and public-policy perspective. I wanted to discuss about its toxicological mechanism, why it is difficult to treat (if someone drinks it), current research, agricultural regulation (many countries have banned this chemical because it's too toxic), safer herbicides, plant-specific biochemical targets, and weed-control methods. These were just some coherent questions about toxicology, me...
Whenever I am struggling to grasp a tough topic (specifically in math/statistics), I ask ChatGPT to explain it to me like I am in high school. I have my MS in Statistics, so I have a relatively good mind when it comes to numbers/probabilities. However, when ChatGPT can explain a concept to me in simple terms, it really helps me learn the material better. Next time you're working on something and you're going through the struggle to grasp something new, give it a try! Then once you have the ...
I’ve been trying different AI tools lately, and I’m starting to notice that each one has its own strengths and weaknesses. Some feel better for writing. Some are better for research. Some are stronger for coding, image generation, brainstorming, or organizing messy ideas. For people who use AI regularly, what tool do you trust most for specific tasks, and which ones do you avoid for certain work?
Is it just me, or does anyone else find they can't help themselves troll AI sometimes. Like I will use Claude for a long research project, write and refine a report, and once done I just love fucking with it. Like asking it to rewrite the report because I am going to send it over to a 4 year old to review, so if you could please put the whole thing in baby talk. Or ask it what I can put on the slides when I present it in order to guarantee that anyone who sees it will become incredibly attra...
Claude is my main tool. I delegate all the difficult tasks to him. What gets me is the small stuff. I'll be halfway through a heavy conversation and some throwaway question comes up, the kind literally any model could handle. So now I'm stuck: ask the capable model and feel a bit wasteful, or open another tab with a lighter one and lose the whole thread I was building. I do the second more than I'd like to admit. What I actually want is one place to pick whatever model makes sense for the mo...
I've been using Claude Code, Cursor and a few other coding agents quite a bit recently. One thing that keeps standing out is that generating code isn't really the bottleneck anymore. Understanding the codebase is. Agents can usually find the relevant file. The problems start when the change depends on: historical decisions undocumented relationships ownership boundaries files that always change together Bigger context windows help, but I'm not sure they solve this problem compl...
Artificial intelligence giant OpenAI says it has filed confidential paperwork for an initial public offering. In a brief statement, OpenAI says it has submitted its S-1 filing, but has "not decided" yet on the timing of an IPO, adding: "It may be a while because there are things we want to do that are likely easier as a private company." The announcement comes days after the company's chief rival, Anthropic, filed its own S-1 , and the on the eve of major AI player S...
TL;DR: Future archaeologists will discover this post and conclude I traded a referral link for free AI credits. They will be correct. 500 free credits: https://manus.im/invitation/L722LISUH3EMDS?utm\_source=invitation&utm\_medium=social&utm\_campaign=system\_share Anyway... You know how in every sci-fi movie they promise us AI assistants? Yeah. Somehow we ended up with AI that needs constant supervision. Me: "Research this topic." AI: "Certainly. Before I b...