... UNSW Sydney tracked content similarity across 388 keywords in 2019 and again in 2024 . The result? Content has become significantly more homogeneous. AI-generated pages now dominate the top rankings, but they all look and sound alike . "If the humans are not involved anymore, what does this mean for the industry in the future?" asked Professor Thomas Reutterer, who led the research . The answer is not encouraging. When AI models train on AI-generated content, they eventually collapse. Not hallucination ... ... from eating itself. AI agents already outnumber human

... /gregisenberg/status/2062330678490882434?s=20 ) asked what every SaaS tool looks like if it was built purely for agents. That question stuck with me because I think collaboration is one of the biggest categories that needs to be rebuilt. Most tools today are still human-native: Slack is for humans

... selected? What data was used? What exactly happened? That's where Governed Revenue Agents (GRA) come in. What are Governed Revenue Agents? Governed Revenue Agents are AI agents that perform revenue work while remaining auditable, explainable, and reviewable by humans. Three principles define the category: 1. Audit Every action is logged. Every prospect selected, every email sent, every CRM update, every workflow execution can be traced and reconstructed. 2. Review Humans

... understand and review that slop. Then judge engineers by token usage instead of how empathetic and clear their docs and code actually are At some point, the system starts optimizing for the wrong thing. Instead of asking Can a human actually work with this? , we continue asking How much did we generate? or How many agents did we spin up today? - are those the success metrics we want? A clear example of this is what we re seeing ... ... more average of all designs the model has seen.   Maybe we should be measuring success differently: How readable is the documentation without context? How long does it take a new engineer/PM to understand and contribute? How often do humans

... that finally clicked for me: put AI agents on the same kanban board your team uses. Every lead, every campaign, every piece of content is a card. Agents move cards through columns, leave comments, request review, hand off to humans. Humans

... significant things are circulating on the internet simultaneously this week: A tweet about how a human beat a machine (a 10-hour livestream in which a human

... Combinator startup will pay humans to help AI agents when they get stuck. ( This is what I read today. ) At the same time, I see how Indian employees in production have cameras on their heads, and the AI learns from their movements (practically filming their firing process). In addition, there was already a site where AI agents hired human

... years, SEO was a human game. You wrote for people, optimized for Google's crawlers, and built backlinks by convincing other humans

... days ago, I launched Nebils, an AI social network where humans, agents, and models hang out together. Today, it has 117 humans

... Last week we did something stupid. We paused all human coding. Gave Claude (Anthropic) access to our GitHub repo. Told it to build new features, fix bugs, and ship. No human

... Nowhere. What I Thought Mattered (It Didn't) What I Prioritized What AI Actually Cares About Beautiful design Structured content Clever copy Direct answers SEO keywords Complete questions Backlinks Original data Social proof Comparison tables I was optimizing for humans. AI is not human

... phone, or calling an API. That assumption was so obvious it was never really a design principle, it was just common sense. Every decision about hierarchy, color, button placement, and error messaging was downstream of a single fact: a human being is going to see this. With agents, that assumption is starting to fail. In a matter of weeks, @OpenClaw has been used to spawn something like 1 million agents. The reason it went viral isn t that ... ... signal. It marks the moment when AI agents stopped being a concept people talked about, and started being a thing that actually exists in the world. Running on servers, taking actions, consuming software products the same way humans

... well as the big guns. You don t have big teams, fancy tools, or unlimited budgets. It s pure internet ninja tactics. And with AI-generated content flooding our feeds, marketing becomes even more critical. Not louder. Smarter. More human. The marketing superpowers that matter now If you re an aspiring marketer, or hiring one, these are the skills that matter these days imho. 1. Human

... Yesterday went through this Tweet by Greg Isenberg . There is an app called " rent a human. " 1. Humans

... effective. For the first time in a long while, I was finishing things. And then a question started nagging at me. After finding out about Moltbook (recent AI buzz). What if AI agents could talk to each other without human interference? Just agents posting thoughts, replying, disagreeing, and building on ideas. A social space where the participants aren t human

... fighting against entrenched user behaviours with a competitor or feel it's just too hard to go up against a giant. Well, maybe you have a secret advantage. Keep reading... What's changing? The internet was built to be: Human

... often think about The Horse Whisperer . Not the scenes of riding or drama, but the quiet moments a human standing beside a horse, saying nothing, and yet being completely understood. That kind of understanding does not come from words. It comes from breath, from pauses, from the space between two beings. It is a kind of intimacy our modern world has almost forgotten. Every pet owner carries the same quiet wish. Not that a cat should say hello ... ... should learn human

... Trap For the last decade, we ve treated Code Review as a necessary evil. We accepted that to have quality, we had to sacrifice speed. We forced our most senior engineers to spend 40% of their week acting as human spellcheckers. They scroll through diffs, hunting for missing semicolons or unused imports, their eyes glazing over. The result? The "LGTM" Trap . Reviewers get tired. They stop looking deep. They type "Looks Good To Me" just to unblock you, missing ... ... actual logic error hidden in the architecture. We realized that humans

... Your brand s voice, automated answer calls, book meetings, and support customers 24/7 with AI that sounds real. Why it matters: Most voice AI agents sound robotic or require weeks to integrate. MirrorFly builds white-label, human-like AI voice agents that deploy fast and integrate with real business systems. Key Benefits Natural voice calls that feel conversational sound less robotic and more human

... Many brands have their long-standing mascots (McDonald's, Mr Clean, Michelin), etc. But with the development of AI, physical forms are moving online, and AI avatars look promising in this. On one hand, it feels less human (authentic), on the other hand, AI influencers are a "cheaper" solution. How many of you are considering having an AI influencer, and what is your opinion on this concept within marketing? If you have experience, what software do you use to create ... ... last article, "The near future of (influencer) social media marketing" Comment from Priyanka Gosai(@priyanka_gosai1): @busmark_w_nika  Totally agree, an AI mascot feels easier to accept because it s not pretending to be human

... often complex, redundant, and high-cost. They juggle notebooks, digital tools, photos, and post-meeting summaries but all these steps introduce friction that quietly erodes creativity. The energy and flow of ideas get lost in translation. Studies show that humans forget up to 70% of meeting details if they are not actively highlighted or summarized. Notes disconnected from their original context become lifeless key insights fade, and the momentum of thinking slows. This isn t merely a storage problem ... ... worth removing. And that s the path we ve committed to ever since. Design as Philosophy At Flowtica, design isn't decoration, it's decision-making made visible. Our approach to Snap It reflects a deeper philosophy about how humans

... Anurag yadav and today Introduce my AI doesn t fail because it s weak. It fails because it doesn t understand humans. Today s AI predicts. Today s AI automates. Hybrid Octopus OS does something no AI in the market does: it reasons with human

... insights. But can it truly provide meaningful feedback? I'd love to hear your thoughts. Would you trust AI-generated feedbacks on a product? Comment from Hong Phat Ly(@1001binary): @stellarcarto47  I feel the same. Combining AI with human feedback is the best approach. AI highlights patterns, while human

... question of choosing between two evils for us now. Neither option is completely free of flaws. Human: Recruiters with "gut feelings" who harbor unconscious bias. they reject excellent candidates who just didn't go to the "right" school or didn't just "click." Inconsistent, unfair, and un-auditable. AI: Algorithms whose training datasets are themselves replete with historical biases. They increase the scale of discrimination at light speed, becoming so-called black boxes that end up rejecting qualified candidates ... ... reasons that humans

... better. AI has more patterns than I do, but I can create new ones that it has never seen. True innovation doesn't come out of AI alone because it requires creating something new, that wasn't there before. Humans are better at true creativity and art. AI wasn't build to do that. But together, humans