User contributions for PC

17:5917:59, 7 December 2025 diff hist +10,191 N Our AI Had 99.2% Accuracy. We Still Lost $9.4M. Here’s Why Created page with "How a mid-market fintech lost $9.4M in 8 hours because their AI security system was trained on 98.4% “normal” data — and why 72 hours of synthetic attack scenarios fixed what 14 months of real data couldn’t. 500px Marcus Chen stared at his laptop screen at 11:42 AM on March 14, 2025, watching eight hours of attack logs scroll past while his AI security system had marked everything as “safe.” The dashboard was green. Th..."
17:5817:58, 7 December 2025 diff hist 0 N File:Our AI Had 99.2% Accuracy.jpg No edit summary current
17:5717:57, 7 December 2025 diff hist +7,679 N What Happens When AI Runs Out of Data? Created page with "500px Every few months the same claim surfaces: AI is running out of data. The internet is finite. Models have scraped almost everything. Soon they’ll stagnate, training on their own outputs in an endless loop. It’s a compelling argument, but it’s also wrong. The problem isn’t that the internet is too small. The problem is that the internet is the wrong shape. The web captures what people write, not what peop..." current
17:5617:56, 7 December 2025 diff hist 0 N File:What Happens When AI Runs Out of Data?.jpg No edit summary current
17:5617:56, 7 December 2025 diff hist +28,233 N Stop Training AI Like It’s 2020: The Human-Machine Partnership That’s Beating Pure Automation Created page with "You’ve probably heard the hype: AI can write essays, diagnose diseases, and beat world champions at chess. It seems like machines are racing toward complete independence, leaving humans behind in the digital dust. But here’s the twist nobody talks about: the most powerful AI systems aren’t the ones working alone. They’re the ones working with us. This isn’t some feel-good story about keeping humans relevant. It’s hard science with hard numbers. When a compu..." current
17:5417:54, 7 December 2025 diff hist 0 N File:Overview of general human-in-the-loop.jpg No edit summary current
17:5317:53, 7 December 2025 diff hist +30,958 N Hybrid Intelligence: Why AI Fails Without Human Psychological Architecture Created page with "500px This paradox is playing out in companies around the world. Picture a mid-size firm proudly announcing its AI transformation: new machine-learning tools deployed, dashboards lit up with data, generative agents introduced to automate workflows. Three months later — nothing works. The algorithms perform as designed. The technology is cutting-edge. The humans are not. In quiet hallways and Zoom meetings, the workforce experiences a s..." current
17:5317:53, 7 December 2025 diff hist 0 N File:Hybrid intelligence.jpg No edit summary current
17:5117:51, 7 December 2025 diff hist +8,568 N I Predicted ChatGPT Would Show Ads — Two Months Later, I Was Right Created page with "500px Two months ago, I wrote about something that seemed almost unthinkable to many: OpenAI would eventually introduce advertisements to ChatGPT. People called it speculation. Some said I was being too cynical. But here we are in late November 2025, and leaked code from ChatGPT’s Android app has confirmed what I suspected all along , ads are coming to the world’s most popular AI chatbot. Story where I shared my thoug..." current
17:5017:50, 7 December 2025 diff hist 0 N File:I Predicted ChatGPT Would Show Ads.jpg No edit summary current
17:4917:49, 7 December 2025 diff hist +9,018 N Why Learning DevOps with AI Might Be Slowing You Down And How to Fix It Created page with "500px I was completely lost during a technical interview. I had a clean Kubernetes pipeline, YAML. Clean automation. Monitoring, security, GitOps, everything. But I couldn’t explain a single decision behind it. When the interviewer asked, “Walk me through why you chose this specific resource allocation strategy,” my mind went blank. “I… the AI suggested it would be efficient,” I said quietly. “lol.”..." current
17:4917:49, 7 December 2025 diff hist 0 N File:Why Learning DevOps with AI Might Be.jpg No edit summary current
17:4817:48, 7 December 2025 diff hist +11,345 N I Built a 50-State Legislation Search Engine in a Week (And You Can Too) Created page with "500px Let’s go back to early 2025. Everyone’s talking about Trump’s “one big beautiful bill” — all 1,000+ pages of it. I’m sitting there thinking: there’s absolutely no way representatives actually read this thing cover to cover. They’re voting on legislation they don’t understand, and we’re all just… okay with that? That thought wouldn’t leave me alone. What if there was a way to make legislation ac..." current
17:4717:47, 7 December 2025 diff hist 0 N File:I Built a 50-State Legislation.jpg No edit summary current
17:4617:46, 7 December 2025 diff hist +20,128 N AI Is Coming for Healthcare, and It Terrifies Me Created page with "500px Image Source: https://www.pexels.com/@serenakoi/ I spent a decade at a community pharmacy, deciphering scribbled prescriptions and building long-term relationships with my patients. I’ve shared the joys of women getting their prenatal vitamins for the first time and the sorrows of the relatives coming in to thank me for the support I provided during the difficult journeys after their loved ones were gone. I am not pract..." current
17:4517:45, 7 December 2025 diff hist 0 N File:AI Is Coming for Healthcare.jpg No edit summary current
17:4517:45, 7 December 2025 diff hist +13,897 N Democracy, AI Autonomy, and the End of Accountability Created page with "500px On a frosty January morning in New Hampshire, voters answered calls from their commander-in-chief — or so it sounded. The voice urged them to skip the primary, save the trip, stay home. The real President Biden never picked up the phone; an AI mimic did, cheap and convincing. Welcome to the pre-game of the autonomous era. Our entire democracy rests on a simple promise: responsibility ends with a person. Someone swore the oath, si..." current
17:4217:42, 7 December 2025 diff hist +14,729 N ShadowMQ: The Copy-Paste Vulnerability That Infected Meta, NVIDIA, and Microsoft’s AI Created page with "When security researchers found CVE-2024–50050 in Meta’s Llama Stack, they assumed it was isolated. Then they found identical code in NVIDIA’s systems. Then Microsoft’s. Six frameworks, same vulnerability — because they copied it from each other. Two remain unpatched as of December 2025. When one bug becomes everyone’s problem — and two systems are still vulnerable Avi Lumelsky thought he’d found a straightforward security vulnerability. In October 2024..." current
17:4217:42, 7 December 2025 diff hist 0 N File:Adapted from vllm.jpg No edit summary current
17:4017:40, 7 December 2025 diff hist +12,057 N Your AI Benchmark Scores Are Lying to You Created page with "In April 2025, Meta submitted a model to the AI industry’s most watched leaderboard. Llama 4 shot to the top of Chatbot Arena, the crowdsourced battle royale where anonymous models compete for human preference votes. Headlines followed. Celebrations ensued. Then someone looked closer. The model Meta submitted wasn’t the model they planned to ship. It was a variant, carefully tuned for the arena: verbose responses, strategic emoji placement, the textual equivalent o..." current
17:3917:39, 7 December 2025 diff hist 0 N File:Your AI Benchmark Scores Are Lying to You.jpg No edit summary current
17:3817:38, 7 December 2025 diff hist +8,532 N Microsoft Entra ID: Secure Your Data with Zero Trust — A Practical Guide Created page with "500px id you know that most data breaches involve weak or stolen passwords? For data teams, a single compromised account can spell disaster for business insights and customer trust. Imagine you’re a data analyst racing to access a new dashboard, only to hit frustrating access roadblocks. Or a product manager trying to onboard a new hire, buried in manual approval emails. These aren’t rare stories — they’re daily pain points for da..." current
17:3617:36, 7 December 2025 diff hist 0 N File:Microsoft Entra ID.jpg No edit summary current
17:3417:34, 7 December 2025 diff hist 0 N File:These 4 simple concepts.jpg No edit summary current
17:3217:32, 7 December 2025 diff hist +20,514 N Why 80% of AI Projects Fail (And How to Be in the 20%) Created page with "500px The numbers are brutal. According to the RAND Corporation, over 80% of AI projects fail: twice the failure rate of non-AI technology projects. MIT’s 2025 research found that despite $30–40 billion in enterprise spending on generative AI, 95% of organizations see no business return. Gartner finds that 30% of GenAI projects will have been abandoned after proof of concept by end of 2025. These aren’t edge cas..." current
17:3017:30, 7 December 2025 diff hist 0 N File:Why 80% of AI Projects Fail.jpg No edit summary current
17:2717:27, 7 December 2025 diff hist +21,922 N Agentic AI FinOps: Cost Optimization of AI Agents Created page with "1. Introduction The discussion around ChatGPT (in general, generative AI), has now evolved into agentic AI. While ChatGPT is primarily a chatbot that can generate text responses, AI agents can execute complex tasks autonomously, e.g., make a sale, plan a trip, make a flight booking, book a contractor to do a house job, order a pizza. Fig. 1 below illustrates the evolution of agentic AI systems. 650px Bill Gates recently envisioned a futu..." current
17:2717:27, 7 December 2025 diff hist 0 N File:Fig. 2- Agentic AI platform reference architecture.jpg No edit summary current
17:2417:24, 7 December 2025 diff hist 0 N File:Agentic AI FinOps.jpg No edit summary current
17:2317:23, 7 December 2025 diff hist +8,457 N The Moment I Realized Technology Had Finally Caught Up to How Humans Actually Work Created page with "500px There was a moment last Thursday that made me stop and realize something fundamental had shifted. I was in the middle of explaining a complex data issue to a colleague over chat. Mid-sentence, I needed to reference a document. Instead of the usual dance — “hold on, let me find that file, what was it called again, give me a second” — I just typed a description of what I needed. The system found it. Pulled it int..." current
17:2217:22, 7 December 2025 diff hist 0 N File:The Moment I Realized Technology.jpg No edit summary current
17:2117:21, 7 December 2025 diff hist +11,351 N Why Everyone Got AI Wrong (And What Actually Matters) Created page with "500px I’ve been in a lot of conversations about artificial intelligence lately, and I’ve noticed something strange. People talk about AI like it’s a magic solution that will either save humanity or destroy civilization. Both narratives feel equally dramatic and equally missing the point. The truth is weirder and more interesting. AI isn’t magical. But it’s also not useless. The real story is about what it’s actually goo..." current
17:1917:19, 7 December 2025 diff hist 0 N File:Why Everyone Got AI Wrong.jpg No edit summary current
17:1817:18, 7 December 2025 diff hist 0 N File:Struggling with AI? You’re probably missing this simple idea.jpg No edit summary current
17:1717:17, 7 December 2025 diff hist +15,198 N The Models Are Getting Too Good at Lying Created page with "What happens when your AI assistant can generate perfect-looking code that solves the wrong problem 500px Something weird happened last Tuesday. A junior data scientist came into the team channel, excited. She’d been stuck on a classification problem for days — one of those messy real-world datasets where nothing wants to cooperate. Then she tried ChatGPT. Pasted in her problem, got back a complete solution with..." current
17:1517:15, 7 December 2025 diff hist 0 N File:The Models Are Getting Too Good at Lying.jpg No edit summary current
17:1417:14, 7 December 2025 diff hist +12,231 N The Convergence Nobody Saw Coming: When APIs, AI, and Cloud Storage Accidentally Built the Future Created page with "500px There’s a migration story making rounds in tech circles that perfectly captures what’s happening right now. A legacy system — custom-built over fifteen years, hundreds of thousands of lines of code, complex integration points, requiring specialized knowledge to maintain. The replacement? Mostly just… connections. No massive code rewrite. No army of developers. Just intelligent orchestration of services that already..." current
17:1217:12, 7 December 2025 diff hist 0 N File:The Convergence Nobody Saw.jpg No edit summary current
17:1217:12, 7 December 2025 diff hist +12,805 N We’re Not Ready for What AI Agents Are Actually Doing Created page with "I thought I understood where AI was headed. Then I saw what Klarna did with 700 employees’ worth of work. 500px Something happened in early 2024 that made me rethink everything I thought I knew about AI. Klarna — the Swedish fintech company — deployed an AI assistant to handle customer service. Not assist with customer service. Actually handle it. Within the first month, this system was managing 2.3 million conver..." current
17:1017:10, 7 December 2025 diff hist 0 N File:We’re Not Ready for What AI Agents.jpg No edit summary current
17:0917:09, 7 December 2025 diff hist +12,727 N I Built a D2C Brand With AI Instead of $15,000 — Here’s What Happened Created page with "Two months ago, an experienced entrepreneur looked me dead in the eye and said: “You need at least ₹10 lakhs ($15,000) to launch a D2C brand. Otherwise, you’ll fail.” I had $3,000 in my bank account. And next month, I’m launching anyway. 500px The Moment Everything Changed Picture this: You’re sitting in a coffee shop, notebook open, dreams bigger than your budget. You’ve spent weeks researching direct-to-consum..." current
17:0817:08, 7 December 2025 diff hist 0 N File:I Built a D2C Brand With AI.jpg No edit summary current
17:0717:07, 7 December 2025 diff hist +6,052 N AI Translator Headphones: Revolutionizing Global Communication Created page with "500px A Relatable Story Last summer, I landed in Tokyo for a crucial business meeting with a potential manufacturing partner. My Japanese? Non-existent. My colleague who spoke Japanese? Stuck in Seoul due to a delayed flight. In desperation, I pulled out a pair of AI translator earbuds I’d bought on a whim two weeks earlier but hadn’t even unboxed. What happened next felt like science fiction becoming reality. The Technology B..." current
17:0617:06, 7 December 2025 diff hist 0 N File:AI Translator Headphones.jpg No edit summary current
17:0517:05, 7 December 2025 diff hist +8,986 N I Stopped Chasing the Latest AI Model and My Productivity Doubled — Here’s Why Created page with "500px Three months ago, I was that person. You know the one. Refreshing Twitter every hour for the latest AI model announcement. Signing up for every new beta. Switching between ChatGPT, Claude, Gemini, and whatever new model just launched that week. I thought I was staying ahead of the curve. Turns out, I was just spinning my wheels. The Breaking Point It was a Tuesday afternoon when I realized something was deeply wr..." current
17:0417:04, 7 December 2025 diff hist 0 N File:I Stopped Chasing the Latest AI Model.jpg No edit summary current
17:0317:03, 7 December 2025 diff hist +8,313 N 5 AI-Powered Ad Copy Formulas That Crushed My D2C Campaigns (With Templates) Created page with "500px I thought AI would water down my ads. Turns out, it just took the guesswork out. After burning through $12K testing 47 different AI prompts across Meta, Google, and TikTok campaigns, I found 5 formulas that consistently beat my hand-written copy — sometimes by 2x the CTR. Here’s what worked, why it worked, and the exact Jasper prompts you can steal today. Why Most AI Ad Copy Fails (And What I Learned) Most people..." current
17:0117:01, 7 December 2025 diff hist 0 N File:5 AI-Powered Ad Copy Formulas.jpg No edit summary current
17:0017:00, 7 December 2025 diff hist +3,555 N I Used ChatGPT to Manage My Calendar for 2 Weeks — It Changed Everything Created page with "500px For years, I’ve prided myself on being organized. I color-coded my Google Calendar, stacked Notion dashboards, and even tried bullet journaling. Yet somehow, my days still felt like a chaotic blend of rushed coffee, overlapping meetings, and missed personal goals. Two weeks ago, I decided to try something radical: let ChatGPT manage my calendar. Not just suggest tasks — I mean literally run my sc..." current
16:5916:59, 7 December 2025 diff hist 0 N File:I Used ChatGPT to Manage My Calendar for 2 Weeks.jpg No edit summary current

7 December 2025