1 person. 1 day job. 31 days of AI hunting bugs. Anthropic’s AI found 171 possible security bugs. But most of them weren’t real. Nearly 4 out of 5 were false alarms. So, what made the difference? It wasn’t just a smarter AI model. It was a smarter system where multiple AIs worked together to find, test, and verify bugs. Here’s how it works: → AI #1 finds the bugs. Its only job is to search for potential security problems. → AI #2 challenges every finding. It tries to prove that each bug is fake or harmless. → Another AI checks the results. This helps catch mistakes and prevents one model’s blind spots from passing through. → A human makes the final decision. AI can help discover problems, but human judgment still matters. The results were impressive: • 171 potential bugs found • Around 135 false alarms rejected • 4 bugs became official security CVEs And here’s another interesting finding. A Monash University study compared different ways of checking AI-generated bug reports. Simply asking AI, “Is this bug real?” caught only 36.4% of false alarms. But an AI agent that actually examined the code caught 95.5%. The lesson is simple: asking AI isn’t enough. You need AI that can investigate and verify. That’s the idea behind my setup, too: Jev finds potential bugs. Opus 5.5 checks the evidence. My spider collects only the findings that survive the verification process. Instead of trusting every result, the system challenges each one before moving forward. You can try a simple version of this workflow today: 1. Ask AI to find potential bugs in your code. 2. Open a new chat and provide the reported bug. 3. Ask the second AI to investigate the code and try to prove the finding is false. 4. Review the evidence before deciding whether the bug is real. This won’t guarantee perfect results, but it can help reduce false alarms and make your debugging workflow more reliable. Finding bugs is cheap. Proving they’re real is the real work. Your AI might find 100 bugs today. But how many will survive when another AI tries to prove them wrong? 👀

Your next social ad doesn’t have to come with a hefty price tag. Dreamina gets your creative assets ready, and CapCut PC helps you turn them into a video with the right pacing, captions, and style. Try the combo for just $6.29. The deal is available until October 30. #CapCutDidThat #Dreamina #Smallbusinessmarketing #CapCutSale

1 person. 1 day job. 31 days of AI hunting bugs. Anthropic’s AI found 171 possible security bugs. But most of them weren’t real. Nearly 4 out of 5 were false alarms. So, what made the difference? It wasn’t just a smarter AI model. It was a smarter system where multiple AIs worked together to find, test, and verify bugs. Here’s how it works: → AI #1 finds the bugs. Its only job is to search for potential security problems. → AI #2 challenges every finding. It tries to prove that each bug is fake or harmless. → Another AI checks the results. This helps catch mistakes and prevents one model’s blind spots from passing through. → A human makes the final decision. AI can help discover problems, but human judgment still matters. The results were impressive: • 171 potential bugs found • Around 135 false alarms rejected • 4 bugs became official security CVEs And here’s another interesting finding. A Monash University study compared different ways of checking AI-generated bug reports. Simply asking AI, “Is this bug real?” caught only 36.4% of false alarms. But an AI agent that actually examined the code caught 95.5%. The lesson is simple: asking AI isn’t enough. You need AI that can investigate and verify. That’s the idea behind my setup, too: Jev finds potential bugs. Opus 5.5 checks the evidence. My spider collects only the findings that survive the verification process. Instead of trusting every result, the system challenges each one before moving forward. You can try a simple version of this workflow today: 1. Ask AI to find potential bugs in your code. 2. Open a new chat and provide the reported bug. 3. Ask the second AI to investigate the code and try to prove the finding is false. 4. Review the evidence before deciding whether the bug is real. This won’t guarantee perfect results, but it can help reduce false alarms and make your debugging workflow more reliable. Finding bugs is cheap. Proving they’re real is the real work. Your AI might find 100 bugs today. But how many will survive when another AI tries to prove them wrong? 👀

HeyGen holds the top two spots on the @ArtificialAnlys text to speech leaderboard. #1 HeyGen Voice Turbo #2 HeyGen Voice Turbo is the faster, cheaper mode of the voice model behind every HeyGen video. It's live on the API, and the Turbo endpoint is free until November 30.

🚨 BREAKING: ChatGPT is becoming a powerful tool for stock market research — and you can use it for FREE. 📈 These 7 prompts can help you: 📊 Analyze stocks like a pro 🔍 Uncover potential opportunities ⚠️ Identify risks before making a move 📉 Understand market trends 🧠 Make smarter, data-driven decisions Stop guessing. Start researching smarter. Save these 7 prompts before your next trade. 🔖🔥

Today is the official start of CapCut Black Friday: save 60% on Pro or 40% on Ultra. Available October 20–30, only on CapCut Desktop. A promising AI-generated shot can have the right creative direction and still need a focused revision. #capcutpc #capcutsale

Colleges charging $100,000 for a degree and online gurus charging $2,000 for basic bootcamps are running the biggest legal scam of our generation. They are banking on the fact that you are too distracted to realize the exact same material is sitting online for free. Top universities and major tech companies have quietly released their best training platforms to the public. Most people will scroll right past this and stay stuck in dead-end jobs. A small percentage will use these platforms for 20 minutes a day to build high-income skills before these companies lock them behind paywalls. Here are 100 free learning platforms that completely replace a four-year degree: 1. COURSES & PLATFORMS Learn directly from top institutions without the student debt: → Coursera → edX → Khan Academy → Alison → FutureLearn → Udemy → OpenLearn → MIT OpenCourseWare → Stanford Online → Harvard Online 2. PROGRAMMING & TECH Build high-paying digital skills from scratch: → freeCodeCamp → W3Schools → MDN Web Docs → GeeksforGeeks → LeetCode → HackerRank → Code org → CSS3 → The Odin Project → GitHub Learning Lab 3. DESIGN & CREATIVITY Master visual software without paying for art school: → Canva → Adobe Learn → Figma → Blender → Skillshare → Inkscape → GIMP → Krita → Sololearn → Behance 4. LANGUAGE LEARNING Speak a new language and unlock global opportunities: → Duolingo → BBC Learning English → Memrise → Busuu → Rosetta Stone → LingQ → HelloTalk → italki → EF English Live → Tandem 5. SCIENCE & MATHS Understand how the universe and data actually work: → Khan Academy → GeoGebra → Desmos → Wolfram Alpha → PhET → NASA → SciShow → Brilliant → National Geographic → The Australian Museum 6. BUSINESS & FINANCE Build your career and scale your wealth: → Investopedia → HubSpot Academy → Google Digital Garage → Coursera Business → edX Business → LinkedIn Learning → Khan Academy (Finance) → Microsoft Learn → SmartAsset → The Balance 7. HUMANITIES & SOCIAL SCIENCE Master human behavior, psychology, and history: → OpenStax → Project Gutenberg → TED-Ed → Open Yale Courses → JSTOR → ResearchGate → LibreTexts → Google Arts & Culture → The Great Courses → OpenLearn 8. TEST PREP & EXAMS Pass your biggest exams without overpriced private tutors: → Khan Academy (Tests) → Quizlet → Practice Tests → Magoosh → Kaplan → GRE Prep Club → SAT Suite (College Board) → ACT Academy → Duolingo (English Test) → Pearson 9. LIFE SKILLS & PERSONAL DEVELOPMENT Upgrade your daily habits and mental performance: → Lifehacker → GoodReads → MindTools → Coursera (Wellness) → Headspace → Psychology Today → Positive Psychology → Habitica → Skillshare (Personal Growth) → TED 10. EXTRA RESOURCES Access free libraries, research papers, and open tools: → Creative Commons → Google Scholar → Open Library → Internet Archive → Project Gutenberg → Wikipedia → Zotero → LibGen → Open Educational Resources → Coursera (Free Courses) The barrier to entry is officially gone. The only thing separating you from the top 1% of earners is what you do with the next 20 minutes of your day.

🚨 Skip Netflix tonight. Watch this 2h 34m Stanford class instead. It breaks down how ChatGPT and Claude actually work, from BPE tokenization and Transformers to Attention, training, and next-token prediction. No hype.. Just the fundamentals behind modern AI. Whether you're new to AI or building agents, this class will connect the dots. One class. A much clearer understanding of AI. Bookmark this. Your future self will thank you.

80+ AI tools to finish months of work in minutes. 1. Research - ChatGPT - Copilot - Gemini - Abacus - Perplexity 2. Image - Fotor - Dalle 3 - Stability AI - Midjourney - Microsoft Designer 3. CopyWriting - Rytr - Copy AI - Writesonic - Adcreative AI 4. Writing - Jasper - HIX AI - Jenny AI - Textblaze - Quillbot 5. Website - 10Web - Durable - Framer - Style AI 6. Video - Klap - Opus - Eightify - InVideo - HeyGen - Runway - ImgCreator AI - Morphstudio .xyz 7. Meeting - Tldv - Otter - Noty AI - Fireflies 8. SEO - VidIQ - Seona AI - BlogSEO - Keywrds ai 9. Chatbot - Droxy - Chatbase - Mutual info - Chatsimple 10. Presentation - Decktopus - Slides AI - Gamma AI - Designs AI - Beautiful AI 11. Automation - Make - Zapier - Xembly - Bardeen 12. Prompts - FlowGPT - Alicent AI - PromptBox - Promptbase - Snack Prompt 13. UI/UX - Figma - Uizard - UiMagic - Photoshop 14. Design - Canva - Flair AI - Designify - Clipdrop - Autodraw - Magician design 15. Logo Generator - Looka - Designs AI - Brandmark - Stockimg AI - Namecheap 16. Audio - Lovo ai - Eleven labs - Songburst AI - Adobe Podcast 17. Productivity - Merlin - Tinywow - Notion AI - Adobe Sensei - Personal AI 18. Social media management - Tapilo - Typefully - Hypefury - TweetHunter Follow me @tec_marco10 for more.

The tiny footnote, the handwritten correction, the formula tucked beside a table. Those details can change how you read a page. OXR tracks footnotes, formulas and tables among 13 element types, coordinates included, handles handwriting, and posts the top score on olmOCR-Bench, OmniDocBench and DocParsingBench. On speed it's the open-source leader too: 1.60× DeepSeek-OCR-2's throughput across 100 OmniDocBench pages on one RTX PRO 6000. I'd bring a genuinely messy document to the free demo. That's where this becomes interesting: free-oxr.somark.ai/github.co…

19 year old Japanese student built a trading bot with Claude Code in 2 days. Used his iPad as a second monitor. First night: $6,732 profit. Starting capital: $68. Total profit so far: $750,000. [ 𝐍𝐨𝐭𝐞: 𝐅𝐨𝐥𝐥𝐨𝐰 𝐌𝐞 @monicaa_AI 𝐅𝐨𝐫 𝐢𝐧𝐬𝐭𝐚𝐧𝐭𝐥𝐲 𝐚𝐮𝐭𝐨 𝐃𝐌] Here's how it works👇 The bot scans over 50 markets simultaneously. Syncs live BTC data from Binance every second. Spots price errors before humans even notice. The edge is pure speed + pattern recognition. While traders stare at charts trying to predict the next move, his bot is already executing on mispricing across dozens of markets. No guessing. No emotions. No hesitation. Just Claude Code logic finding gaps that close in seconds. He built the entire system in 48 hours: → Claude Code handles the trading logic → Binance API feeds real-time BTC data → iPad displays multi-market monitoring → Executes trades when arbitrage windows open The system runs 24/7. Every price dislocation = profit opportunity. Most people are still trading manually, refreshing charts, second-guessing entries. Meanwhile this 19 year old engineering student turned $68 into $750K by letting Claude Code do what humans can't: process 50 markets instantly and execute without fear. Why are people still trading manually? I'm giving away the exact Claude Code setup for free. 24 hours only. To get it 👇 1️⃣ Comment " Claude " 2️⃣ Like and Repost 3️⃣ Follow @monicaa_AI (so I can send it via DM)

🚨 BREAKING: NotebookLM can now act like a personal research assistant for free. Upload any article, PDF, video, or document and use these 10 prompts to extract Everything that matters in minutes: @Aurora_TechAI

AI turns 12 months of work into 7 days. 👈 Claude turns weeks of work into hours! Doctors are doing in one month what used to take years! Building a business in a single journey! Turning $10 into millions in one month! What else do you want to see? Save this. More hidden information coming soon!

Most AI videos get attention for 3 seconds. The real challenge? Keeping people hooked for 30. 👀 A powerful opening. Consistent visuals. Rising tension. A payoff that makes people stay until the end. That’s where APOB AI + Seedance 2.5 can change the game for AI influencer creators. Virality isn’t luck you can guarantee. But creating videos people want to finish? That’s a skill worth mastering. 🔥

Stop replacing your iPhone just because the battery drains fast. 🔋 I thought mine needed replacing too. But it was just a few battery-draining settings. After fixing them: 6 hours → almost 10 hours battery life. Here’s how: 👇 Bookmark this you’ll need it later 🔖

Season 2 is officially here and bigger than ever! Let's get those creative entries submitted. 🎬✨

50 legendary internet rabbit holes you can spend hours exploring👇 1. zoom.earth — Watch the world via live satellite imagery 2. flightradar24.com — See every plane currently in the sky 3. marinetraffic.com — Track all ships at sea in real time 4. windy.com — Live map of winds and storms 5. lightningmaps.org — Watch lightning strikes hitting Earth in real time 6. earthquake.usgs.gov — Live list of recent earthquakes 7. submarinecablemap.com — Ocean cables carrying the internet 8. globalforestwatch.org — Watch forests disappear from space 9. worldometers.info — The world's statistics, second by second 10. internetlivestats.com — Current number of tweets and searches being posted 11. thetruesize.com — Compare the true sizes of countries 12. oldmapsonline.org — Maps from centuries ago 13. davidrumsey.com — Archive of 150,000 historical maps 14. openstreetmap.org — World map drawn by volunteers 15. window-swap.com — Look out the window of a random person around the world 16. virtualvacation.us — Virtual walks through cities 17. mapcrunch.com — Teleport to a random spot on Earth 18. atlasobscura.com — Catalog of the world's strangest places 19. neal.fun — Interactive knowledge experiences 20. htwins.net/scale2 — Scale journey from atom to universe (Updated HTML5 link) 21. eyes.nasa.gov — Explore the solar system in 3D 22. stellarium-web.org — Real sky map in your browser 23. apod.nasa.gov — NASA's astronomy picture of the day 24. images.nasa.gov — NASA's entire visual archive, free 25. pudding.cool — Visual articles told through data 26. ourworldindata.org — The state of the world with real data 27. gapminder.org — What we mistakenly think we know about the world 28. informationisbeautiful.net — Visualizing complex data 29. data.worldbank.org — World Bank's open data 30. data.tuik.gov.tr — Turkey's official statistics database 31. archive.org — Archive of millions of books, films, and software 32. gutenberg.org — 70,000 free books whose copyrights have expired 33. openlibrary.org — Record of every book in the world 34. loc.gov — U.S. Library of Congress digital archive 35. europeana.eu — Europe's cultural heritage archive 36. dp.la — America's digital library collection 37. artsandculture.google.com — Tour museums from home 38. rijksmuseum.nl — Download artworks in high resolution 39. wikiart.org — Archive of 250,000 artworks 40. publicdomainreview.org — Forgotten visual treasures of history 41. openculture.com — Free archive of culture and education 42. metmuseum.org — Met Museum's open collection 43. musicmap.info — Family tree of music genres 44. radiooooo.com — Pick a country and decade to listen to that era 45. listen.hatnote.com — Turn Wikipedia edits into audio 46. wikipedia.org — Random knowledge well 47. timeanddate.com — Time, sunrises, and sky events 48. sciencedaily.com — Live stream of science news 49. arxiv.org — Free preprints of scientific papers 50. observablehq.com — Visualize data with live code Save this. You’ll definitely need some of these later. 🔖 Follow @The_techAI for more useful websites, AI tools & tech resources.

Everyone keeps sharing the same AI tools… so here are 11 actually useful ones no one talks about. 1/ Gamma.app – Auto-design slide 2/ Junia.ai – Research + long-form writing 3/ Perplexity.ai – Deep AI search 4/ Vizard.ai – Turn long videos into clips 5/ Claid. ai – Enhance product photos 6/ TaskMagic. com – No-code task automation 7/ Typefully. com – Write + schedule posts 8/ Looria. ai – Find products 9/ Elephas.app – AI assistant for Mac 10/ Superhuman. com – Speed up email

These 9 unknown websites will make your life easier. They solve real problems without the noise. [Bookmark for later 🔖]

💰 12 Ways to Make Money Online Using AI in 2026 You don't need to build the next big startup to make money online. You can start with: 🤖 AI content creation 🎬 YouTube automation ✍️ Freelancing 📚 Digital products 🌐 Affiliate marketing ⚡ AI automation services The secret isn't using every AI tool. It's choosing ONE skill, solving a real problem, and staying consistent. 👇 Which one would you start with: 1, 2, 3… or 12? ♻️ Repost this for someone building their online income. Follow @AnishJaitwar for more AI & business ideas. 🚀