User contributions for PC

19:0919:09, 25 November 2025 diff hist +4,289 N AI Automation vs. Human Analysis in Research: Balancing Both Created page with "Artificial Intelligence has quickly become a quiet companion in many areas of our daily lives, and UX research is no exception. Today, tools powered by AI can sift through massive amounts of user feedback, identify recurring themes in session recordings, or even predict where users are most likely to struggle in an interface. This has opened up new possibilities for researchers who once had to spend countless hours manually combing through data. file:AI_Automation_vs..." current
19:0819:08, 25 November 2025 diff hist 0 N File:AI Automation vs. Human Analysis.jpg No edit summary current
19:0719:07, 25 November 2025 diff hist +3,343 N Senate Dems warn that AI/automation could eliminate up to ~100 million U.S. jobs over the next decade Created page with "500px Are you concerned about the impact of AI and automation on the job market in the United States? Senate Democrats are warning that up to 100 million jobs could be at risk over the next decade due to the rapid advancements in technology. This article will explore the potential effects of AI and automation on the workforce, as well as the steps that can be taken to mitigate these risks. The Role of AI and Automation in the Job Market A..." current
19:0719:07, 25 November 2025 diff hist 0 N File:Senate Dems warn.jpg No edit summary current
19:0519:05, 25 November 2025 diff hist +20,161 N Mastering AI Automation Created page with "The Unbreakable Automation: A 5-Phase Blueprint for Building AI Systems That Thrive on Chaos Introduction: The High Cost of a Silent Failure Imagine an AI-powered lead qualification bot, a marvel of efficiency designed to parse website form submissions, enrich the data, and route high-value prospects to the sales team in real-time. For months, it works flawlessly. Then, one day, an external service it relies on pushes a minor, unannounced API update. The bot doesn’t..." current
19:0219:02, 25 November 2025 diff hist +4,880 N Why Small Businesses Can’t Afford to Ignore AI Automation Created page with "500px The only thing that is consistent in small businesses is change. As the best AI automation company in India, we’ve established businesses in a variety of industries over the years, and we’ve witnessed firsthand how technology can either be your greatest ally or the thing that stealthily drives you out of business. The newest revolutionary development is artificial intelligence (AI). And b..." current
19:0219:02, 25 November 2025 diff hist 0 N File:Why Small Businesses Can’t Afford to Ignore AI Automation.jpg No edit summary current
19:0119:01, 25 November 2025 diff hist +8,476 N Smarter Pull Requests: Balancing AI, Automation, and Human Review Created page with "Best practices for AI-enhanced pull requests, combining rules, templates, CI checks, and human review to deliver faster, safer code 500px Author’s Note This handbook began as a PDF. I used Cursor to help me convert it into a GitHub repository project/document. While I might reference Microsoft Copilot and Claude Code for AI-assisted implementation, the focus here is on AI pull request assistants, such as: * GitHub Copilot for Pu..." current
19:0019:00, 25 November 2025 diff hist 0 N File:Ai gate check.jpg No edit summary current
18:5918:59, 25 November 2025 diff hist 0 N File:Pr rules check.jpg No edit summary current
18:5818:58, 25 November 2025 diff hist 0 N File:Workflow diagram smarter pull.jpg No edit summary current
18:5818:58, 25 November 2025 diff hist 0 N File:Evidence links-smarter pull.jpg No edit summary current
18:5618:56, 25 November 2025 diff hist 0 N File:Smarter Pull Requests.jpg No edit summary current
18:5518:55, 25 November 2025 diff hist +5,142 N The AI Automation Agency Blueprint: How I Built a $3,000/Month Side Hustle Without Coding Created page with "Introduction: Why AI Automation is the Next Gold Rush The last decade was about building apps, freelancing, and e-commerce. But in 2025, the most profitable opportunities are shifting toward AI automation. Businesses everywhere are drowning in repetitive tasks emails, customer service, appointment booking, lead generation. 500px Photo by cestsibon on Unsplash And here’s the secret: 90% of small businesses don’t even know how to..." current
18:5418:54, 25 November 2025 diff hist 0 N File:Creating the $3000.jpg No edit summary current
18:5318:53, 25 November 2025 diff hist +6,173 N AI, Automation & ERP: The Next Frontier for ERP in Process Industries Created page with " 500px Introduction Process industries such as chemical manufacturing, pharma, cement, and FMCG face unique challenges — stringent compliance requirements, complex production workflows, and the constant need for operational efficiency. Traditional, one-size-fits-all ERP systems often fail to deliver the agility these industries demand. That’s why more organizations are now turning to custom ERP solutions tailored to their processes..." current
18:5218:52, 25 November 2025 diff hist 0 N File:AI, Automation & ERP.jpg No edit summary current
18:5118:51, 25 November 2025 diff hist +26,963 N I Analyzed 2,053 n8n Workflows and Found the Secret Formula for AI Automation Success Created page with " 500px A comprehensive data analysis revealing the hidden patterns that separate successful automation from expensive failures DATA LIMITATIONS & TRANSPARENCY All data analyzed is from the Zie619/n8n-workflows public repository as of December 2024. ‘Success’ is defined as workflows demonstrating structural completeness (proper error handling, documentation, logical flow patterns, and absence of obvious architectural..." current
18:4818:48, 25 November 2025 diff hist 0 N File:I Analyzed 2,053 n8n Workflows.jpg No edit summary current
18:4718:47, 25 November 2025 diff hist +6,576 N Building Smarter Systems With AI Automation Created page with "How I’ve leveraged AI tools to reduce repetitive work and unlock new possibilities 500px 1. The Mindset Shift: Stop Thinking About Models, Start Thinking About Workflows When I first started with AI, my focus was always on models. Which one was better? GPT, LLaMA, Falcon, Mistral? But over the years, I realized the real magic isn’t in the model itself — it’s in how you connect it with the rest of your..." current
18:4518:45, 25 November 2025 diff hist 0 N File:Building Smarter Systems With AI Automation.jpg No edit summary current
18:4418:44, 25 November 2025 diff hist +5,249 N The AI Automation I Built That Paid My Rent Last Month Created page with " 500px Last month, I almost panicked when I looked at my bank balance. Rent was due in six days, freelance clients were late on payments (again), and I had no safety cushion. Instead of stressing out, I asked myself a question I usually reserve for side projects: “What problem can I solve fast?” A beginner-friendly Python guide made for non-programmers. Start learning Python the easy way! That’..." current
18:4418:44, 25 November 2025 diff hist 0 N File:The AI Automation I Built That Paid My Rent Last Month.jpg No edit summary current
18:4118:41, 25 November 2025 diff hist +9,164 N How Polaris Alpha Changes the AI Automation Playbook Created page with " 500px Most of us keep using large language models (LLMs) as if nothing’s changed: one prompt, one answer. But the real jump isn’t “more of the same.” The real move is when a model rewires how many outputs it can provide, not just how good each is. Enter Polaris Alpha — a freshly surfaced general-purpose model that seems to signal a jump in AI infrastructure, not just incremental performance. Wh..." current
18:3918:39, 25 November 2025 diff hist 0 N File:How Polaris Alpha Changes the AI Automation.jpg No edit summary current
18:3918:39, 25 November 2025 diff hist +5,405 N Robotics Embodied AI Automation Created page with " 500px For decades, industrial automation has followed a predictable, programmed path. Robots have excelled at repetitive, high-speed tasks within structured, static environments. However, the next leap in business technology hinges on moving past this paradigm. The integration of Artificial Intelligence (AI) into physical systems, often referred to as “Embodied AI” or “Physical AI,” is not just an incremental improve..." current
18:3718:37, 25 November 2025 diff hist 0 N File:Robotics Embodied AI Automation.jpg No edit summary current
18:3618:36, 25 November 2025 diff hist +4,946 N N8n vs Lindy: The Ultimate AI Automation Showdown of 2025 Created page with " The year is 2025 — and the age of no-code + AI automation is in full swing. 🌐✨ Whether you’re an indie hacker, a data wizard, or a business pro automating daily workflows, there’s one question echoing across the internet: Friend Link 👉 n8n or Lindy — which automation tool truly reigns supreme? Both are smart. Both are powerful. But their personalities couldn’t be more different. Let’s dive into the ultimate face-off between n8n, the open-sour..." current
18:3518:35, 25 November 2025 diff hist 0 N File:N8n vs lindy table.jpg No edit summary current
18:3218:32, 25 November 2025 diff hist +22,110 N Agents That Code: How Dynamic Tool Discovery and Code Execution Redefine AI Automation Created page with "AI agents are rapidly becoming more powerful, capable of executing complex tasks by using external tools. But this evolution has exposed a critical bottleneck: scalability. 500px As the number of available tools and data sources explodes, the traditional “brute-force” approach, loading all tool definitions and API schemas directly into the model’s context window is failing. This method is incredibly inefficient for two main reasons:..." current
18:3018:30, 25 November 2025 diff hist 0 N File:Brute force vs code execution.jpg No edit summary current
18:2918:29, 25 November 2025 diff hist 0 N File:Agents That Code.jpg No edit summary current
18:2718:27, 25 November 2025 diff hist +7,058 N What Most Businesses Get Wrong About AI Automation Created page with "500px The AI automation gold rush is here, and businesses are scrambling to implement it. But in the race to “stay competitive” and “embrace digital transformation,” most companies are making critical mistakes that turn promising automation projects into expensive disappointments. After watching countless businesses stumble through their AI automation journeys, I’ve noticed the same patterns emerg..." current
18:2618:26, 25 November 2025 diff hist 0 N File:What Most Businesses Get Wrong About AI Automation.jpg No edit summary current
18:2518:25, 25 November 2025 diff hist +5,664 N 5 AI Automations That Quietly Run My Life in the Background Created page with "500px Photo by Umberto on Unsplash A few years ago, I thought automation was about flashy dashboards and endless APIs.  Now? It’s about silence. No pings. No reminders. No clicking. Just things happening quietly while I live my life. I’ve built dozens of Python scripts and AI automations over the last few years. Some failed miserably (looking at you, Gmail bot that kept emailing itself). But a few stuck and tho..." current
18:2318:23, 25 November 2025 diff hist 0 N File:5 AI Automations That Quietly Run.jpg No edit summary current
18:2218:22, 25 November 2025 diff hist +7,313 N AWS Lays off 14k Workers and Blames it on AI Automation, I call Bullshit Created page with "500px I believe the layoffs at AWS have less to do with AI automation directly and more to do with their failure to match services like OpenAI and Google in the race to provide AI platforms that just work and make sense economically. If you’re a developer and you’ve played with Bedrock and OpenAI you’ll know that Bedrock just fails to deliver anything close to the DevX that OpenAI’s API does. You can get LLM integration rol..." current
18:2118:21, 25 November 2025 diff hist 0 N File:AWS Lays off 14k Workers.jpg No edit summary current
18:2118:21, 25 November 2025 diff hist +3,930 N The Day I Let AI Automation Handle My Workflow – and Found Real Productivity Created page with "500px The coffee spilled over my to-do list that morning. It looked like chaos – and honestly, it felt like my mind. Emails, meetings, Jira tickets, bug reports – all blending into a blur of noise. I remember staring at my laptop, already exhausted before 9 a.m. The irony? I worked in IT, a world built on efficiency – yet my days felt anything but efficient. That morning, I hit my breaking point. Not because of a maj..." current
18:2018:20, 25 November 2025 diff hist 0 N File:The Day I Let AI Automation Handle.jpg No edit summary current
18:1918:19, 25 November 2025 diff hist +9,318 N The Rise of AI Automation: How Digital Products Are Creating a New Generation of Online Earners Created page with "500px In the last few years, artificial intelligence has quietly slipped into every corner of the digital world—writing, designing, automating tasks, analyzing data, and even generating entire business systems. What once required teams of freelancers or expensive software can now be done by one person armed with the right AI tools. But among all AI-powered earning opportunities, one field stands out for its scalability, low star..." current
18:1618:16, 25 November 2025 diff hist 0 N File:The Rise of AI Automation.jpg No edit summary current
18:1518:15, 25 November 2025 diff hist +5,354 N The LangChain Ecosystem in 2025: From Framework to Foundation of AI Agents Created page with "Part 1 of the “Building Practical AI Agents” Series — hands-on guide coming next. We used to call LangChain a framework. A convenient way to connect large language models to prompts, APIs, and a bit of memory. But that description no longer fits. LangChain has become an ecosystem — a living architecture for composable, observable, and reliable AI systems. It’s not just about connecting to an LLM anymore. It’s about engineering cognition with accountability...." current
18:1418:14, 25 November 2025 diff hist +3,959 N Valuable Insights from “Don’t Sell AI Automations — Do THIS Instead!” by Helena Liu Created page with "500px In the rapidly evolving world of AI, entrepreneurs must remain agile and informed. Helena Liu’s insights on AI automations present a crucial perspective for those looking to navigate this space effectively. In her recent video, she addresses key challenges and proposes a more sustainable business model in light of current market trends. Key Points: * Declining Prices of AI Automations: As more individuals learn to imp..." current
18:1318:13, 25 November 2025 diff hist 0 N File:Don’t Sell AI Automations.jpg No edit summary current
18:1218:12, 25 November 2025 diff hist +10,818 N AI automation tools: balancing efficiency with ethical considerations Created page with "In a world increasingly shaped by artificial intelligence, automation tools have become indispensable across industries and daily life. From chatbots handling customer service inquiries to algorithms determining loan eligibility, AI automation promises unprecedented efficiency, cost savings, and scalability. Yet beneath these compelling benefits lies a complex landscape of ethical considerations that cannot be ignored. As these technologies become more sophisticated and..." current
18:1118:11, 25 November 2025 diff hist 0 N File:AI automation tools- balancing.jpg No edit summary current
18:1018:10, 25 November 2025 diff hist +20,227 N Mastering AI Automation in 5 phases Created page with "500px The Unbreakable Automation: A 5-Phase Blueprint for Building AI Systems That Thrive on Chaos Introduction: The High Cost of a Silent Failure Imagine an AI-powered lead qualification bot, a marvel of efficiency designed to parse website form submissions, enrich the data, and route high-value prospects to the sales team in real-time. For months, it works flawlessly. Then, one day, an external service it relies on pus..." current
18:0818:08, 25 November 2025 diff hist 0 N File:Mastering AI Automation in 5 phases.jpg No edit summary current
18:0818:08, 25 November 2025 diff hist +5,969 N The 30-Day AI Automation Roadmap Created page with "500px I’ve learned something over the years: transformation doesn’t happen in quarters — it happens in sprints. When we decided to implement AI-driven automation across our operations, I didn’t want a six-month plan. I wanted impact in 30 days. Not perfection — momentum. What followed was a month of long nights, half-broken prototypes, and one of the most energizing transitions our company ever experienced. It wasn..." current

25 November 2025