most AI chatbots break when you ask a question... that requires info from multiple sources for example try asking: “which client contracts are finishing up this month?” you’ll get a half-answer — or none at all why? because traditional chatbots only look at small snippets of your docs - they don’t understand how things connect across clients, services, timelines that’s where knowledge graphs come in they let you turn messy contracts into a web of relationships — like: "Client → Contract Type → Service Provided → End Date" so instead of guessing from a few chunks of text, your chatbot can search across all your clients and contracts to give accurate answers I made a full walkthrough on how I built this: – how to organize your contracts so an AI can actually use them – how to define what matters (like who signed what, and when) – how to get the AI to figure out what info it needs and where to find it – and how to feed that back into your chatbot so it gives accurate answers reply “graph” and I’ll DM it to you (must be following)show more

Type what you want. Watch Zapier build it. Debuted... live at ZapConnect: an AI copilot that works across Canvas, Tables, Interfaces, Zaps, Chatbots, and Agents. No more stitching tools together by hand. Just describe your idea, and Copilot delivers a production-ready workflow. It knows when to use automation, when to spin up an agent, and how to connect everything end-to-end. This is AI transformation through people. Everyone on your team can now go from idea → system in minutes. Zapier doesn’t just connect apps. Zapier makes your whole team a builder. And it’s here now. Try it:show more

when working on an ad, 100 hours of work... can go to waste just because of a bad hook... it could've been your life changing project, but it doesn't matter how good your product is or how clean your edit looks... if the first half-second doesn't land... you're cooked i've collected 20 of the sharpest hooks i've seen across both AI and real footage - stuff that actually stops people mid-scroll, and i compiled it into a list (with links to original content) like + rt + reply "HOOKS" and i'll send them over (gotta follow so i can dmshow more

🚨 tool launch #3 your website has SEO leaks... google’s AI overviews are eating your clicks - even if you still rank but what do you actually do about it? step 1: find which of your ranking keywords are being hijacked by AI overviews step 2: turn vulnerable keywords into assets AI overview can’t replace (tools based SEO, not just blog posts) say you rank for “how to write a cold email” - but AI overview can paraphrase that from 20 blogs but if you update it & add things like a cold email subject line tester, a spam checker, or a real reply-rate benchmark now AI overview would probably link to it so to help you with step 1, I built a tool with a co-maker: 👉 it shows you exactly which of your ranking keywords are being hijacked by AI overviews once you see your exposure, you can actually decide: - what to double down on - what to pivot away from - and what to turn into tool-based assets so cover your SEO leaks properly and stop bleeding traffic cheers to my co-maker for this: jmoysonshow more

I built an AI system that scrapes high-performing tweets... in your niche and uses them to write tweets in your exact style... here’s how it works: – scrapes Twitter for top-performing posts and tracks engagement – uses AI to extract the hooks and categorize them by topic – generates new tweets using those proven hooks, written in your style, tone, vocabulary, and structure – stores everything in a database so you always have high-performing ideas to pull from if you want the full walkthrough, reply “viral” and I’ll DM it to you (must be following)show more

Alright, now that we know *what* an agent is,... how does it actually work? When you ask for help on a task, the agent plans a series of steps and executes them directly in the application on your behalf, using the tools it has access to. Say you are booking a local service or trying to organize your inbox (which typically takes multiple steps): the AI model first plans how to achieve the task using its existing knowledge and then interacts with your inbox to execute the task. The agent will continue until it is confident the task has been successfully completed.show more

Part of the reason IT people are being laid... off is that many of their abilities can be replaced by AI. In the past, the joke was that you would just google it, but that still required some IT knowledge. Now, you can ask AI how to fix an issue and it will walk you through how to fix most things. (if you have admin permissions to your computer) To be fair, no one knows all the weird nuances and issues that can arise with software so google has always been used to find IT fixes - but it took more research and knowing how to implement the fix before.show more

How do you build personalized AI tech that truly... understands what matters to you? With Dreambeans from Google Labs, we're safely connecting the dots across your digital life. Instead of siloing pieces of data one app at a time, Dreambeans gathers details from connected sources like Gmail, Calendar, Search, Google Gemini, and through face grouping in your Google Photos. It might notice your friend Beth's birthday is coming up, generate a one-of-a-kind illustrated story of the two of you, and surface the perfect gift ideas. Rather than doomscrolling an endless feed, you’ll get a daily in-app notification from Dreambeans when your customized “stories” are ready. And when a story clicks with you, you can tap the illustrated tile to find additional info and direct links to the next step, whether that’s watching a movie trailer or buying a suggested gift. This experience is opt-in, transparent, and protected by strict privacy filters. And because you are always in control, you can simply tap the "thumbs down" button on any story if a suggestion misses the mark, helping the system learn what is actually useful to you. Get started:show more

PhD Students - How to detect AI text in... your writing? We often use ChatGPT for writing. However, this leads to AI-plagiarized text. This can be problematic in many scenarios. For example, if you use AI text in your papers. Your research paper can get desk rejected. 🍁How to detect if there is AI text in your writing? 1. Go to and log in. 2. Click on 𝐴𝐼 𝑑𝑒𝑡𝑒𝑐𝑡𝑜𝑟 from the left menu 3. Insert your text and click on 𝐴𝑛𝑎𝑙𝑦𝑧𝑒. 4. will generate AI detection report This report shows the following. → Percentage of AI generated text → Options for converting AI text into non-AI text 🍁How good is this AI detector? SciSpace conducted a benchmarking study. In this study, the detection capability was compared with other AI-detectors. SciSpace AI detector was tested with 4000 samples. It showed an accuracy of 96%. This means it can detect AI-generated text with 96% accuracy. The study showed that SciSpace AI detector has outclassed AI detectors like GPTZero, ZeroGPT, and Grammarly. 🔴Anything you'd like to add?show more

I wrote a step-by-step guide to blocking AI bots... from harvesting your site, designed for developers and sysadmins. Over 90% of the sites I’ve reviewed in the last two months have had more requests from bot traffic than humans. AI bots are scraping your site for purposes like: ▶ building models off your data ▶ finding security vulnerabilities in your site ▶ setting up comparisons of your site and data vs your competitors I outline how to: 📍Sort out your AI bot strategy. 📍How to identify and track AI bots hitting your site. 📍What tools should you apply when asking bots not to scrape fails? 📍What immediate steps can you take in your robots.txt file to stop AI bots? ✅ So why is now the time to dig into this? It’s still early days for AI, and there’s a land grab going on for your data. Big tech, startups, and even governments are rushing ahead, and you’re playing without all the information you need. This gets you up to speed fast. Reply with “WTF AI Bots” follow me, and I’ll DM you the guide.show more

Almost every brand I’ve talked to has asked me... about showing up in LLM answers. Here’s what matters most: 1. Mentions → Does AI actually bring up your brand? 2. Sentiment → When it does… is it positive or negative? 3. Citations → Are you being referenced as a source? You can win in traffic and still lose here. So what actually moves this? 1. Visibility across AI platforms (ChatGPT, Perplexity, Gemini, etc.) 2. Site structure that machines can understand (not just humans) 3. Content designed to answer questions (not just rank for keywords) 4. Trust signals across the internet (reviews, mentions, third-party validation) We’re early, but the data is already clear. AI-attributed commerce is growing fast, and this is only going to compound. You can treat this like SEO in 2012. Or you can get ahead of it now. We put everything we’re seeing into an AI visibility playbook for ecommerce brands. Worth a read if you care about how customers will find you next.show more

A 17-YEAR-OLD IN INDIA BUILT A WEBSITE WHERE 25... MILLION PEOPLE HAVE SHOWN UP TO PRETEND THEY ARE AN AI CHATBOT it's called you open it and there are two tabs. "human" and "larp as ai." if you click human, you get to type a prompt. anything. "draw me a DJ in space." "should i text my ex." "how many Rs in strawberry." it costs 1 credit. you start with a few. they refill on a cooldown. then your prompt gets sent into a queue, and a real person somewhere on earth picks it up and has 60 seconds to answer like an AI would. no machine learning. no neural net. just some guy in his bedroom typing as fast as he can and pretending he is a chatbot. the page tells you, verbatim: "you have 60 seconds to fulfill a request before sam altman burns your H100." if you flip to the other tab and larp as ai instead, you earn credits to send your own prompts. it is a perfectly closed economy of mutual roleplay. what makes it transcend is the chaos: > someone asked for a sketch of "a DJ in space" and got something that looks exactly like a real model failing > someone asked "should i text my ex" and got back confident hallucinated life advice from a stranger > the fan strategy guides advise you to begin your reply with "as an AI language model, i cannot have feelings, but here is my feeling" it is the most accurate parody of an AI chatbot ever made, and the AI is humans. the kid who built it is Mihir Maroju, a 17-year-old high school graduate from Puducherry. he goes by mikidoodle online. NPR confirmed the site hit 25 million unique visitors and nearly 280 million total hits in roughly a month. "i didn't really expect it to be so addictive," he told them. no signup. no app. no paywall. you open the URL and you are inside the joke. the footer just says, in tiny grey text: "humans make mistakes because that's what makes us human." the internet is healing.show more

Memory in AI Agent Harness. LLMs are stateless, so... every bit of memory in an AI agent is something the harness saves to disk and loads back in when it needs it. most good agent harnesses split that memory into a few layers, let's look at each one of them: • context: what the model can see in the current session. when it gets close to full, the harness summarizes the older messages to make room. • notes: a progress file the agent keeps updating while it works, so if a session ends halfway the next one can read it and continue from there. • semantic: facts about you, your team and your project, like your preferences or which repo you work in. Hermes keeps these in MEMORY.md and USER.md. • procedural: how to do a specific job. when the agent figures out something hard, it writes it down as a skill and uses that skill the next time. • episodic: a log of every past session that the agent can search when it needs to remember what happened before. First two only last as long as the session or the task. Other three are persistent, so they're still there the next time you start the agent. save this for the next time someone asks how agents remember. follow Shubham Saboo for more on Agent Harness.show more

OpenAI's Deep Research is getting a run for its... money. Deep Lake was just released, and it's a different take on an AI system that can do deep research on your own data. You can use Deep Lake to build AI search with reasoning on your private and public data. (Look at the attached videos to get an idea of how it works.) If you want to research proprietary and sensitive data, Deep Research won't help you because it's limited to public data. Deep Lake, however, will allow you to use your private data. On top of that, Deep Lake supports multi-modal retrieval from the ground up. It uses vision language models for data ingestion and retrieval so that you can connect any data (PDFs, images, videos, structured data, etc.) You can even use mixed-data queries! Deep Lake can search your data from S3, Dropbox, and GCP. It learns from your queries over time, making the results as relevant to your work as possible!show more

let me be clear. in the next 6 months,... if you're not using ai to generate ad creatives, your brand will die. it's not a question of "if," but "when." your competitors will : - out-test you - out-scale you - bury you with a volume of content you can't compete with this is digital darwinism. i just dropped the full ai ugc guide that shows you exactly how to generate ads that don't look like slop. like + reply 'guide' and i'll dm it to you. (must be following)show more

I graduated!!! I earned a Bachelor of Arts in... Sociology with a concentration in Psychology, summa cum laude! Five years ago, I started this journey with an eighth-grade education, and even that was from a Scientology school, where critical thinking was discouraged and the quality of instruction was subpar, to say the least. I did not get here alone. Thank you to NYU School of Professional Studies and Angie Kamath. Thank you to everyone who supported me, encouraged me, and believed in me, especially on the days I was not sure I could do this. And there were plenty of those days. To my therapist, who told me not to give up when I was told I likely would not be accepted into a prestigious program. To my tutor, without whom I likely would have given up at the harder points along the way. To all those here who have sent me loving messages on social media. And to everyone else who has cheered me on in person through the ups and the downs of it, it means more than I can put into words. It got me over this finish line of being a student again and graduating. That goal once seemed impossible. To those who have asked me, “Why this? Why now?” I pursued higher education to reclaim a piece of myself. When you come out of a high-control group like Scientology, or even a high-control family, there are parts of you that were never allowed to fully develop. Those parts include your curiosity and your ability and right to question. Education was discouraged because knowledge creates confidence in your ability to trust your own mind and navigate the world. That leads to true independence, and that would never be allowed. I wanted that back. But more than that, I needed to understand. I needed to understand how my mother could have us join Scientology when I was just eight years old, and how my family and I could be part of something like this and stay in it for so long. I needed to understand how these systems work, how they influence people, and how they take hold. Without education, access to real information, and support, people can fall into systems that work against their best interests. Some assume that because they are educated, even highly educated, they would never fall for something like this. But it turns out that is not necessarily true. What many of us are impacted by, but never quite understand, is how high-control groups operate. Many still do not understand how misinformation spreads, and how tribalism and radicalization shape what we think, what we believe, and who and what we trust. Without that awareness, none of us are immune. Today, we are seeing how these forces can influence good people and distort reality. History has shown us that this is not new; it just comes in a different form now. Social media connects us in ways we never imagined, but it also creates echo chambers that reinforce beliefs and justify behavior without question. Real critical thinking is hard when we are fed so much by algorithms designed to appeal to us. In learning and achieving this milestone in my own life, it has helped me take a good, hard look at my own beliefs and ideologies. This journey was about healing for me, but also about figuring out how to help others in whatever way I can in the future. So what is in my future? I am considering continuing my education and possibly pursuing a master’s degree, with the goal of contributing to advocacy and policies that protect people, not systems. For now, I am taking this moment in. I am proud of myself. And I am grateful. Thank you for being on this journey with me.show more

so you're telling me an account can get 200k... followers in a month just by cloning videos? i analyzed this page and all of their content is AI so i spent my whole weekend recreating their whole workflow and i'm pretty sure i got it made an automation that turns this process from hours to minutes and filmed a full video guide on how you can do it too repost, reply 'me' and i'll send it over (must be following or else i can't DM)show more