User contributions for PC

16:0316:03, 6 December 2025 diff hist 0 N File:METR study.jpg No edit summary current
16:0216:02, 6 December 2025 diff hist 0 N File:Prompt engineering.jpg No edit summary current
16:0016:00, 6 December 2025 diff hist 0 N File:The investment.jpg No edit summary current
15:5915:59, 6 December 2025 diff hist 0 N File:Developer sentiment.jpg No edit summary current
15:5815:58, 6 December 2025 diff hist 0 N File:AI in tech industry.jpg No edit summary current
15:5715:57, 6 December 2025 diff hist 0 N File:AI coding is not going to replace us anytime soon.jpg No edit summary current
15:5615:56, 6 December 2025 diff hist +3,920 N The LLM Ecosystem Explained: Tools, Models & Use Cases You Should Know Created page with "Large Language Models (LLMs) are at the heart of today’s AI revolution. From text generation and speech recognition to embeddings and conversational search, the LLM ecosystem is vast, interconnected, and rapidly evolving. This guide breaks down the LLM ecosystem into six key layers — covering foundational models, tooling, use cases, and user interfaces — so you can understand how everything fits together and choose the right components for your AI projects. f..." current
15:5515:55, 6 December 2025 diff hist 0 N File:The LLM Ecosystem Explained.jpg No edit summary current
15:5415:54, 6 December 2025 diff hist +10,774 N The Year I Nearly Quit Freelancing — And the 100 Prompts That Saved My Career Created page with "1. The Breaking Point I Never Saw Coming There’s a moment every freelancer eventually faces. For some, it’s a missed deadline. For others, it’s a client who vanishes without paying. For me, it was a morning when I woke up and couldn’t remember the last time I felt proud of my work. I remember sitting at my desk — a cheap wooden table that had survived four apartment moves — and staring at an inbox full of messages I didn’t want to answer. 👉 100..." current
15:5215:52, 6 December 2025 diff hist 0 N File:The year i nearly quit.jpg No edit summary current
15:5115:51, 6 December 2025 diff hist +19,596 N The Data Hunger Games: Why Your Business Should Stop Building Scrapers and Start “Hiring” Apify Actors Created page with "500px If there is one universal, undeniable truth in the modern digital economy, it is this: everybody wants data, but absolutely nobody wants to go get it. We all dream of the end result. We want the pristine, structured Excel sheet filled with our competitor’s real-time pricing strategies. We want the sentiment analysis of ten thousand angry tweets categorized by emotion and demographic. We want the “Business Intelligence” das..." current
15:4915:49, 6 December 2025 diff hist 0 N File:The Data Hunger Games.jpg No edit summary current
15:4915:49, 6 December 2025 diff hist +12,206 N Meta’s 5X AI Mandate: 80% or You’re Out Created page with "Vishal Shah’s dashboard tracks every AI keystroke. Miss 80%? Layoffs next. 650px The dashboard doesn’t lie. It glows red at 11 PM: 62% AI usage. You need 80% by December. Your manager Slacks: “How’s the 5x coming?” Your hands freeze over the keyboard. Every AI-generated line might be writing you out of a job. This is what it’s like to work at Meta’s Reality Labs in late 2025. The Developers Who..." current
15:4815:48, 6 December 2025 diff hist 0 N File:Vishal shah memo.jpg No edit summary current
15:4715:47, 6 December 2025 diff hist 0 N File:AI productivity gains.jpg No edit summary current
15:4515:45, 6 December 2025 diff hist 0 N File:Meta’s 5X AI Mandate- 80% or You’re Out.jpg No edit summary current
15:4315:43, 6 December 2025 diff hist +4,408 N A Tiny AI Optimization That Saved Me Thousands in API Costs Created page with "500px If you’ve ever worked with AI APIs, you already know the silent fear behind every cool feature you build: “This is great… but what will it cost me in production?” I had the same fear. And the funny part?  The optimization that saved me thousands of rupees (and honestly, a lot of stress) took me less than 10 minutes to implement. Let me tell you the story. The Problem: When..." current
15:4215:42, 6 December 2025 diff hist 0 N File:The Results- 83% API Reduction Overnight.jpg No edit summary current
15:4115:41, 6 December 2025 diff hist 0 N File:A Tiny AI Optimization That Saved Me Thousands in API Costs.jpg No edit summary current
15:4015:40, 6 December 2025 diff hist +6,246 N AI in Finance: When Hype Meets Wall Street Reality Created page with "500px Wall Street’s AI obsession promises more than it delivers. Behind the glossy press releases and eye-popping headlines lies a stubborn truth: the machines keep missing the mark. Every so often, Wall Street romances a shiny new “smart” machine. The late 1980s and early ’90s flirted with chaos theory, fuzzy logic, genetic algorithms, and early neural networks — each promising to revolutionize..." current
15:3815:38, 6 December 2025 diff hist 0 N File:AI in Finance- When Hype Meets Wall Street Reality.jpg No edit summary current
15:3715:37, 6 December 2025 diff hist +7,183 N Python + vLLM: How to Run LLMs Locally at GPU Speed (No OpenAI API Needed) Created page with "A practical guide to running LLMs faster, cheaper, and privately using the fastest open-source inference engine in 2025. 500px Introduction In 2025, developers are no longer satisfied with calling OpenAI or Anthropic APIs for every task.  Two problems drove this shift: * API costs became unpredictable. * Companies demanded private, local inference. This created an explosion in demand for local LLM serving. And..." current
15:3515:35, 6 December 2025 diff hist 0 N File:Python + vLLM- How to Run LLMs Locally.jpg No edit summary current
15:3415:34, 6 December 2025 diff hist +10,423 N The AI Safety Delusion: Why Your Favorite Researchers Are Chasing Ghosts Created page with "TL;DR Perfect AI alignment is mathematically impossible. Five fundamental barriers prove it: Turing’s Halting Problem prevents predicting complex system behavior; human values exist in non-convex space with no single optimum; Gödel’s Incompleteness means any ethical system has gaps; measuring AI changes its behavior; and some decisions can only be understood by running them. This isn’t pessimism — it’s physics. We need to rebuild AI safety on honest foundation..." current
15:3215:32, 6 December 2025 diff hist +11,751 N Is a CS Degree Worth It in the Age of AI? Created page with "500px Photo by Vitaly Gariev on Unsplash Is a Computer Science degree a waste of time now that AI can code? We analyze the degree’s real value, the AI threat, and the exact roadmap for graduates to survive. It is the question keeping thousands of students awake at night. It is the topic dominating Reddit threads, LinkedIn think-pieces, tech Twitter debates, and even here, on Medium, there are a bunch of arti..." current
15:3115:31, 6 December 2025 diff hist 0 N File:Is a CS Degree Worth It in the Age of AI?.jpg No edit summary current
15:3015:30, 6 December 2025 diff hist +7,323 N I Tried Using AI to Make Money for a Month — Here’s What Actually Worked Created page with "500px Photo by Aerps.com on Unsplash A beginner-friendly Python guide made for non-programmers. Start learning Python the easy way! I didn’t start this experiment with a grand plan. I started with frustration. Every week, I was seeing the same headlines: “Make $5,000/month with AI,” “Automate everything,” “Let bots print money while you sleep.” As someone who’s spent four years in Python and..." current
15:2915:29, 6 December 2025 diff hist 0 N File:I Tried Using AI to Make Money for a Month.jpg No edit summary current
15:2715:27, 6 December 2025 diff hist +5,878 N The AI Legal Tone Toxicity Toolkit: From Detection to Control Created page with "500px Turning an 8-Point Checklist Into 8 Deployable Counter-Tools for Real Legal QA/QC I. Introduction When Lawyers Realize Tone Is the Hidden Risk Layer After publishing The 8-Point Legal Tone Toxicity Checklist, feedback from several major law firms came fast: “This should be deployed, not just observed.” And that changes everything. Traditional AI governance obsesses over hallucination..." current
15:2615:26, 6 December 2025 diff hist 0 N File:The AI Legal Tone Toxicity Toolkit- From Detection to Control.jpg No edit summary current
15:2515:25, 6 December 2025 diff hist +5,292 N Why Small Teams Are Quietly Winning the AI Race Created page with "The unexpected advantage of building AI tools without the pressure of being a tech giant 500px I didn’t realize this until last year, but the most interesting AI products I’ve seen didn’t come from big companies or well-funded startups. They came from tiny teams, often just one or two people working late at night, figuring things out by pure curiosity. Every time someone asks me, “Isn’t AI dominat..." current
15:2415:24, 6 December 2025 diff hist 0 N File:Why Small Teams Are Quietly Winning the AI Race.jpg No edit summary current
15:2215:22, 6 December 2025 diff hist +5,268 N The Quiet Revolution Happening Inside Everyday AI Tools Created page with "Why the next wave of AI won’t look like sci-fi — it will look like simple tools we use without thinking 500px I spend most of my time building small AI tools — nothing glamorous, nothing that looks like it belongs in a Silicon Valley documentary. And the more I build, the more I realize something most people haven’t caught onto yet: The real AI revolution isn’t happening in billion-dollar labs. It’s happening i..." current
15:2115:21, 6 December 2025 diff hist 0 N File:The Quiet Revolution Happening.jpg No edit summary current
15:2015:20, 6 December 2025 diff hist +30,646 N AutoGluon: The AutoML Framework That Finally Lives Up to the Hype Created page with "What is AutoGluon, Really? AutoGluon isn’t just another AutoML tool that blindly tries multiple models and hopes something sticks. It’s a production-ready AutoML framework built and battle-tested inside Amazon. AutoGluon was created by AWS AI Labs after years of research into a framework that supports the use of: * State-of-the-art techniques for model ensembling, including multi-layer stacking, bagging, and blending. * Intelligent preprocessing through automa..." current
15:2015:20, 6 December 2025 diff hist 0 N File:Auto Gluon.jpg No edit summary current
15:1315:13, 6 December 2025 diff hist +3,356 N Python in Machine Learning: Why It’s the Heart of Modern AI Created page with "Introduction: The Language Powering Modern AI Machine learning (ML) is transforming the world — from Netflix recommendations to self-driving cars, fraud detection, voice assistants, and medical diagnosis tools. Behind almost every ML system, there’s one language working quietly in the background: Python. Python is not just popular in ML — it is the standard. Here’s why Python became the backbone of the machine learning revolution. file:Python_in_Machine_..." current
15:1115:11, 6 December 2025 diff hist 0 N File:Python in Machine Learning- Why It’s the Heart of Modern AI.jpg No edit summary current
10:1110:11, 6 December 2025 diff hist +12,588 N This One Architectural Change Will Reduce Your AI Infra Cost By 50% Created page with "500px Photo by Cash Macanaya on Unsplash I stared at my team’s AWS bill last month and felt that familiar pit in my stomach. We had a sophisticated AI agent for customer support. It was smart, helpful, and capable of complex reasoning. But it had a fatal flaw. Every time a user typed “Hello” or “Reset my password,” we sent that text to GPT-4. We were paying premium prices for a supercomputer to answer..." current
10:0910:09, 6 December 2025 diff hist 0 N File:This One Architectural Change Will Reduce.jpg No edit summary current
10:0810:08, 6 December 2025 diff hist +5,362 N 3 Ways to Use AI in 2025: Non-Agentic AI vs AI Agent vs Agentic AI Created page with "AI is no longer just a chatbot — it’s a strategic tool that can automate tasks, manage workflows, and even plan complex projects. But not all AI systems are created equal. Understanding the difference between Non-Agentic AI, AI Agents, and Agentic AI is key to choosing the right solution for your business. This guide breaks down the three core models of AI usage, comparing how they work, where they shine, and how to get started. file:3_Ways_to_Use_AI_in_2025...." current
10:0710:07, 6 December 2025 diff hist 0 N File:3 Ways to Use AI in 2025.jpg No edit summary current
10:0610:06, 6 December 2025 diff hist +4,673 N 30-Step Roadmap to Master AI in 2025: A Complete Learning Guide Created page with "500px Artificial Intelligence is one of the most transformative fields of the decade. But mastering AI requires more than just curiosity — it demands a structured, skill-based approach that builds from foundational programming to advanced model deployment. This guide outlines a 30-step roadmap to help you become an AI expert in 2025–26. Whether you’re starting from scratch or refining..." current
10:0610:06, 6 December 2025 diff hist 0 N File:30-Step Roadmap to Master AI in 2025- A Complete Learning Guide.jpg No edit summary current
10:0510:05, 6 December 2025 diff hist +4,826 N How I Built 9 AI Micro-Tools That Make Money While I Sleep Created page with "From tiny automations to solo AI products — built fast, shipped fast, earning quietly 500px A few years back, I realized something uncomfortable: I was spending all my energy dreaming about “big tech products” instead of building anything people could actually use right now. So I changed my strategy. Instead of chasing huge ideas, I started building tiny AI-powered tools — the kind you..." current
10:0310:03, 6 December 2025 diff hist 0 N File:How I Built 9 AI Micro-Tools That Make Money While I Sleep.jpg No edit summary current
10:0110:01, 6 December 2025 diff hist −5 The Python + AI Stack Everyone Is Adopting Right Now No edit summary current
10:0110:01, 6 December 2025 diff hist +7,259 N The Python + AI Stack Everyone Is Adopting Right Now Created page with "Ollama, FastAPI, LangChain — your new power trio. 500px I’ll be honest: the Python world hasn’t seen a shift this massive since virtual environments stopped ruining everyone’s morning. But right now?  There’s a new stack quietly taking over serious AI developers, indie hackers, startups, and even the “I only run GPT-4 from the cloud” crowd. And yes — it’s powerful enough to mak..."
09:5809:58, 6 December 2025 diff hist 0 N File:The Python + AI Stack Everyone Is Adopting Right Now.jpg No edit summary current
09:5709:57, 6 December 2025 diff hist +7,767 N The New Era of Generative AI: How NVIDIA’s Diffusion + Autoregressive Hybrid Architecture Is Redefining What Machines Can Create Created page with "500px In the last few years, the generative AI space has experienced several revolutions — GANs, transformers, diffusion models, and now multimodal foundation models. But in 2025, something interesting is happening. The industry is quietly shifting toward hybrid architectures that combine the strengths of multiple generative systems instead of relying on one dominant approach. And no company is demonstrating this shift mor..." current

6 December 2025