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25 November 2025

24 November 2025

  • 16:3816:38, 24 November 2025 The AI Automation Engineer: From Satisfying Videos to Swarms of Agents (hist | edit) [27,962 bytes] PC (talk | contribs) (Created page with "This blog article describes the emergence and crucial role of the AI Automation Engineer, inspired by a quest to automate business processes. The author explores how AI automation is evolving from individual productivity to restructuring complete workflows, driven by tools like N8n and the introduction of agentic workflows where AI agents communicate with each other. Yilmaz emphasizes that this new role is essential to bridge the gap between AI’s potential and practica...")
  • 16:3216:32, 24 November 2025 The Beginners Guide to AI Automations: From Basic Workflows to Intelligent Agent (hist | edit) [15,076 bytes] PC (talk | contribs) (Created page with "Transform your business processes with the power of AI-driven automation In today’s rapidly evolving digital landscape, businesses are constantly seeking ways to streamline operations and enhance productivity. While traditional automation has served us well for decades, the emergence of artificial intelligence has opened up entirely new possibilities for workflow optimization. This comprehensive guide will walk you through the three distinct types of automations avail...")
  • 16:2716:27, 24 November 2025 5 Not-So-Exciting AI Automations That Print Cash (hist | edit) [3,313 bytes] PC (talk | contribs) (Created page with "500px When people think of AI, they imagine billion-dollar startups, flying robots, or some Elon Musk brain chip. But here’s the truth nobody brags about:
Some of the most profitable AI setups are painfully boring. They’re not flashy.
They don’t make headlines.
And yet… they quietly make people a steady, predictable income. I’ve been digging into real examples — and here are 5 of the simplest, most “boring” AI...")
  • 16:2416:24, 24 November 2025 7 AI Automations That Made Me Money Before I Finished My Coffee (hist | edit) [8,575 bytes] PC (talk | contribs) (Created page with "Real Python scripts I built to automate work, scale output, and make actual cash 500px Photo by BoliviaInteligente on Unsplash At 20, I thought I had to hustle harder. So I was manually editing freelance proposals, organizing invoices, rewriting cover letters, and chasing data from dozens of places. Every task felt like a never-ending to-do list that ate up creative energy before I even started my real work. Then, i...")
  • 16:2016:20, 24 November 2025 The AI Automations That Now Earn While I Sleep (hist | edit) [2,991 bytes] PC (talk | contribs) (Created page with "How I Built and Sold AI-Powered Tools Using APIs, Python, and No-Code Integrations 1. The Moment I Realized AI Could Run My Side Hustles It hit me one night: if AI can write essays, analyze data, and hold conversations, it can also run parts of a business without my direct input. I stopped thinking “cool tech demo” and started thinking “automated cash flow.” 2. ChatGPT API — Selling Words at Scale I began with content creation bots. Businesses want blog p...")
  • 16:1816:18, 24 November 2025 5 Boring AI Automations That Take Care of Your Work with N8N (hist | edit) [4,469 bytes] PC (talk | contribs) (Created page with "500px N8n’s “boring” routines save time, cut down on mistakes, and subtly improve your quality of life. You will eventually have to face the harsh reality that dull systems, not fancy tools, are the key to success if you’re aiming for high-leverage output. With n8n, an open-source workflow automation tool, you can create robust automations without having to write full-fledged applications. When paired with AI, it becom...")
  • 16:1616:16, 24 November 2025 7 AI Automations That Made Me Question If I’ll Ever Work the Same Way Again (hist | edit) [5,889 bytes] PC (talk | contribs) (Created page with "500px Photo by Pankaj Patel on Unsplash The day I realized I was wasting hours I’ll be honest: I didn’t set out to “automate my life.” I just wanted to stop drowning in small, stupid tasks. One Saturday night, while my friends were out, I was stuck renaming 143 screenshots manually. At some point, I stared at my screen and thought: I’m too good at Python to be this dumb. That night, I wrote a 20-line script, went...")
  • 16:1316:13, 24 November 2025 7 AI Automations Every Ambitious Should Master in 2025 (hist | edit) [4,338 bytes] PC (talk | contribs) (Created page with "…and how I accidentally found an HR email using AI and got a reply 😂 500px Me, setting up 7 automations while my AI robots work harder than I ever did 😂 In 2025, time is the new currency.
Most people waste it sending 200 job applications, scrolling LinkedIn endlessly, and waiting for replies that never come. I used to be one of them… until I discovered AI automation.
Now I spend less time chasing opportunit...")
  • 16:1016:10, 24 November 2025 The Truth Behind Selling AI Automations to Small Businesses (hist | edit) [8,580 bytes] PC (talk | contribs) (Created page with "NOTES FROM A YT VIDEO 500px LINK: https://youtu.be/Luw5AlD6is8?si=wgSA-RI8Fhdh0zE1 Introduction The allure of building and selling AI automations to small businesses has been amplified by social media influencers promising lucrative returns with minimal effort. However, the reality of integrating sophisticated AI solutions into small business operations is far more complex. This article, inspired by insights from...")
  • 16:0616:06, 24 November 2025 50 AI Automations That Run Your One-Person Business (While You Sleep) (hist | edit) [3,010 bytes] PC (talk | contribs) (Created page with "500px Most people still believe they need a team to scale their business. They think “automation” is for big tech companies with deep pockets. They’re wrong. In 2025, you are the team — and AI is your workforce. If you’re tired of trading time for money… if you’re exhausted from doing everything yourself — client work, emails, content, sales, admin — then it’s time to stop working in your business and start workin...")
  • 16:0316:03, 24 November 2025 5 AI Automations That Run My Life in the Background (hist | edit) [5,876 bytes] PC (talk | contribs) (Created page with "500px Photo by Alber on Unsplash Years of automating repetitive tasks taught me one thing: “If your system still needs you, it’s not automated enough.” Let me explain. A year ago, I was drowning in notifications, notes, and daily scripts. I had Python scripts for everything cleaning files, parsing emails, scraping data but they all needed me to run them. Manually. That’s not automation. That’s procrastination disguised as...")
  • 16:0116:01, 24 November 2025 10 Human-in-the-Loop Steps for Safer AI Automations (hist | edit) [8,598 bytes] PC (talk | contribs) (Created page with "500px Ten human-in-the-loop review steps to make AI automations safer: risk tiers, prompts, PII checks, rubric reviews, output gating, audit trails, and rollback. You want automation, not autopilot. The difference? A human who knows where the guardrails sit — and when to step in. Below are ten lightweight, high-leverage review steps you can weave into any AI workflow (n8n, Zapier, Airflow, FastAPI backends, custom agents). No burea...")
  • 15:5615:56, 24 November 2025 The Future of ERP Systems: AI, Automation, and Predictive Analytics (hist | edit) [9,258 bytes] PC (talk | contribs) (Created page with "The Shift from Reactive Records to Intelligent Action For years, ERP systems have been the backbone of enterprises, keeping records, tracking transactions, and connecting core functions. But in today’s volatile markets, that’s no longer enough. Traditional ERP systems excel at recording past events but struggle with real-time data processing and proactive decision-making. In a fast-changing environment marked by supply chain disruptions and shifting customer demand...")
  • 15:5415:54, 24 November 2025 How I Made My First $1000 from AI Automations With N8n (And Why You Should Too) (hist | edit) [9,901 bytes] PC (talk | contribs) (Created page with "500px When I first started learning about AI automations, I’ll be honest, I was overwhelmed. There were so many tools, so many paid platforms, and everything looked like it required a team of engineers just to make sense of it. Then I stumbled across N8n, this open-source automation tool that people were quietly calling the Zapier for power users. At first, I didn’t really get what made it special. But once I started playing...")
  • 15:5115:51, 24 November 2025 How I Earned $754 in Passive Income with AI Automation (Without Creating New Content) (hist | edit) [5,950 bytes] PC (talk | contribs) (Created page with "Let me guess — you’ve tried blogging, affiliate marketing, or content creation, and hit a wall. Maybe it felt like a full-time job with part-time returns. I’ve been there too. That was before I found a ridiculously simple way to generate passive income online without reinventing the content wheel. In this article, I’ll break down the exact automation strategy I use to convert YouTube content from popular AI communities into blog posts. These posts not only fi...")
  • 15:4815:48, 24 November 2025 4 AI Automations That Turn a Simple Side Project Into a Full Business (hist | edit) [5,281 bytes] PC (talk | contribs) (Created page with "500px Photo by Jo Lin on Unsplash Most side projects die quietly. Not because the idea was bad.
Not because the market was wrong.
But because the builder (usually a solo developer like you and me) simply ran out of time. Support tickets, marketing, maintenance, docs, updates, user onboarding… 
The stuff no one talks about.
The stuff that slowly kills your motivation until your “side project” is just a GitHub repo with drea...")
  • 15:4415:44, 24 November 2025 7 AI Automations That Make Marketing Agencies Obsolete (hist | edit) [8,098 bytes] PC (talk | contribs) (Created page with "So, my sister guilt-tripped me into hiring my nephew, Chad. 🤪 (Yes, his name is actually Chad). He was meant to be my “social media manager” for a new side project. His rate? $500 a month. His actual work? He posted three (3) “live, laugh, love” graphics, one blurry photo of his cat, and a “Happy Friday!” GIF. In a month. I was paying $500 for work a drunk monkey could do with a stolen iPhone. 🤦‍♂️ I fired him (over text, because I’m a cowa...")
  • 15:4315:43, 24 November 2025 How to Build AI Automations for FREE — n8n Tutorial for Beginners (hist | edit) [6,305 bytes] PC (talk | contribs) (Created page with "No need for paying for expensive automation tools 500px Maybe you just want to create your own smart workflows in business or your personal life, without needing special tech skills? Let me show you how I got started with n8n — an incredible open-source automation tool that gives you all the flexibility of pricey platforms (like Zapier) but without the hefty subscription. Trust me, it’s easier than you might think,...")

23 November 2025

  • 19:5819:58, 23 November 2025 The Decorator pattern: an easy way to add functionality (hist | edit) [4,622 bytes] PC (talk | contribs) (Created page with "500px Photo by Thomas balabaud: https://www.pexels.com/photo/framed-photo-lot-1579708/ The Decorator pattern can be used to dynamically alter or add functionality to existing classes. This pattern is often more efficient than subclassing because it relieves us of the need of defining a new object. So, what does it look like? 500px To decorate a certain class the following steps must be taken: *...")
  • 19:5419:54, 23 November 2025 Option combinators (hist | edit) [8,649 bytes] PC (talk | contribs) (Created page with "Incase you missed yesterday’s writeup where we covered Modules. You can check it through the link below. Modules I missed publishing yesterday’s writeup but here we are. If you missed our discussion on smart pointers check it out… medium.com Rust’s Option type is crucial to its safety guarantees, letting us explicitly handle cases where a value might be Some(T) or None. Earlier on we had seen the basics of Option, like how it replaces null pointers with a...")
  • 19:5219:52, 23 November 2025 RustWasm to Be Archived (hist | edit) [1,935 bytes] PC (talk | contribs) (Created page with "500px If their’s one thing the Rust team has been really good at its always catching as off-guard with announcements. Last week Alex Crichton from the Compiler team announced they’re archiving the Rust and Web Assembly GitHub org, which feels like a bittersweet breakup. The rustwasm GitHub org, once the cool kid of Rust’s WebAssembly scene, is getting the boot by September. After five years of radio silence, the Rust and WebA...")
  • 19:4919:49, 23 November 2025 Modules (hist | edit) [8,879 bytes] PC (talk | contribs) (Created page with "I missed publishing yesterday’s writeup but here we are. If you missed our discussion on smart pointers check it out below. Smart Pointers Yesterday we covered Closures, why they are important and edge cases to watch when working with them. If you missed it… medium.com Rust’s module system is just about organizing your code into logical, reusable pieces. Think of it like organizing a messy toolbox, sockets in one drawer, wrenches in another, and screwdrivers neat...")
  • 19:4719:47, 23 November 2025 Smart Pointers (hist | edit) [13,414 bytes] PC (talk | contribs) (Created page with "Yesterday we covered Closures, why they are important and edge cases to watch when working with them. If you missed it check the link down below. Closures Yesterday we covered Error Handling with ?, if you missed it i’d suggest you check it out first. medium.com Rust’s ownership model is its secret sauce for memory safety, but sometimes you need more flexibility than raw ownership provides. That’s where smart pointers come in, they’re like specialized tools th...")
  • 19:4219:42, 23 November 2025 Mastering the Deref Trait in Rust: Patterns, Pitfalls, and Practical Use (hist | edit) [7,639 bytes] PC (talk | contribs) (Created page with "500px One of the less visible but incredibly useful features of Rust is the Deref trait. If you've used Box, Rc, or Arc, you've already relied on it, even if you've never written an implementation yourself. Deref allows smart pointers and custom wrapper types to behave like references to their inner values. This enables ergonomic code, eliminates boilerplate, and ensures seamless integration with existing APIs. Despite its...")
  • 19:3919:39, 23 November 2025 14 Rust Concepts Every Developer Should Master (hist | edit) [12,673 bytes] PC (talk | contribs) (Created page with "Rust has consistently been voted one of the most loved programming languages, and for good reason. Its focus on memory safety, performance, and concurrency without a garbage collector makes it a powerful choice for everything from systems programming to web development. 500px However, Rust’s unique approach to these problems can feel daunting at first, especially if you’re coming from languages with different paradigms. To truly unlock...")
  • 19:3519:35, 23 November 2025 Closures (hist | edit) [12,804 bytes] PC (talk | contribs) (Created page with "Yesterday we covered Error Handling with ?, if you missed it I’d suggest you check it out first. Error Handling with ? Today we’ll be talking about error handling in Rust, specifically the `?` operator, in a way that feels practical and… medium.com Imagine you’re writing a web server that processes user requests. Each request needs to be handled based on some condition, like checking if a user is logged in. Instead of writing a separate function for every possi...")
  • 19:2919:29, 23 November 2025 Error Handling with ? (hist | edit) [11,931 bytes] PC (talk | contribs) (Created page with "Today we’ll be talking about error handling, specifically the `?` operator, in a way that feels practical and grounded in real-world scenarios. If you missed yesterday’s piece on Generics, you can check it out below. Generics The days are flying by, it’s already day 22! Yesterday, we discussed Traits, and if you missed it, you can catch up… medium.com Rust’s approach to errors is one of its standout features, it’s designed to make your code safer and more p...")
  • 19:2619:26, 23 November 2025 A Guide to Flexible & Easy Thread-Safe Rust: Unveiling the Multiton Pattern for Efficient Lazy Initialization (hist | edit) [15,720 bytes] PC (talk | contribs) (Created page with "500px The Singleton may be one of the most familiar design patterns. However sometimes it is necessary not have just one object of a certain type in your program, but several. That is when the Multiton comes in. The Multiton simply looks like this: 800px The Multiton basically manages a number of instances of an object, usually stored in a dictonary or a hashmap which can be retrieved using a key, usually...")
  • 19:2119:21, 23 November 2025 Traits (hist | edit) [10,288 bytes] PC (talk | contribs) (Created page with "In our previous writeup, we looked at Lifetimes and their importance in Rust. If you missed it, you can check it out below. Lifetimes Yesterday we looked at Slices and their nitty-gritties, I’d suggest you check it out below. medium.com In Rust, a trait is a way to define a set of methods that types can implement. Think of it as a blueprint for behavior. If you’ve worked in other languages, traits are somewhat akin to interfaces in Java or protocols in Swift, but...")
  • 19:1919:19, 23 November 2025 Tree Borrows Just Landed (hist | edit) [3,680 bytes] PC (talk | contribs) (Created page with "500px Hello, Rustaceans Hope you had an awesome and productive week last week. Let’s roll! In this issue, we’ll discuss the recently published Tree Borrows paper, present you a Rust quiz, spotlight an amazing Rust project, and share ten (10) incredible links of the week. Here’s issue 76 for you! THE MAIN NEWS Tree Borrows Just Landed 🦀 While we were still enjoying the shiny new features that released on crates.io, th...")
  • 19:1719:17, 23 November 2025 Building KITT: Kafka Implementation Throughput Tool, the Knight Rider Way (hist | edit) [12,199 bytes] PC (talk | contribs) (Created page with "500px From tangled rate discovery to an elegant, self-balancing system, this is the story of how a Kafka benchmarking tool matured into a reliable and insightful performance probe. The Problem to Solve The core objective was straightforward yet technically nuanced: determine the maximum sustainable throughput a Kafka broker can maintain without accumulating an unmanageable backlog. The goal extended beyond raw throughput numbers — it also...")
  • 19:1319:13, 23 November 2025 Lifetimes (hist | edit) [8,881 bytes] PC (talk | contribs) (Created page with "Yesterday we looked at Slices and their nitty-gritties, I’d suggest you check it out below. Slices Yesterday we checked out Loops in-depth and other niceties around them, if you missed it, I’d recommend checking it out… medium.com Rust’s ownership model is all about ensuring memory safety at compile time. Lifetimes are a key part of this, specifying how long references are valid. Think of them as the compiler’s way of tracking the “lifespan” of a borrowed...")
  • 19:1119:11, 23 November 2025 Easy Abstractions: Mastering Abstract Factory Design Pattern in Rust (hist | edit) [11,213 bytes] PC (talk | contribs) (Created page with "500px Photo by Pixabay: https://www.pexels.com/photo/low-angle-shot-of-manufacturing-plant-under-blue-sky-257700/ The Abstract Factory Pattern is a way to group the creation of related objects, like products of a certain brand or make by building a common factory interface. If this all sounds abstract, a picture can help: 500px A short breakdown: * All the factories have a common interface called Abstra...")
  • 19:0519:05, 23 November 2025 Slices (hist | edit) [9,686 bytes] PC (talk | contribs) (Created page with "Yesterday we checked out Loops in-depth and other niceties around them, if you missed it, I’d recommend checking it out below. Loops Loops in programming (fundamental and very useful), including Rust, are like a repeating task you tell the computer to… medium.com In this post, let’s discuss Slices, it’s day 19 here we go! A slice in Rust is like a window into a portion of a sequence, such as an array, vector, or string. It’s a reference to a contiguous chunk...")
  • 19:0219:02, 23 November 2025 Designing Domain-Specific Languages (DSLs) with Rust Macros and Parser Combinators (hist | edit) [20,389 bytes] PC (talk | contribs) (Created page with "500px Domain-Specific Languages represent one of the most powerful tools in a developer’s arsenal for creating expressive, maintainable solutions to complex problems. When combined with Rust’s sophisticated macro system and type-safe parser combinators, DSLs become not just powerful but also reliable and performant. This exploration delves into the techniques and strategies for crafting both embedded and external DSLs that leverage Rust...")
  • 18:5918:59, 23 November 2025 Loops (hist | edit) [10,421 bytes] PC (talk | contribs) (Created page with "Loops in programming (fundamental and very useful), including Rust, are like a repeating task you tell the computer to do until a certain condition is met or a task is finished. Think of loops as asking someone to keep stirring a pot of soup until it’s ready. Yesterday we covered iterators, and if you missed that you can check it out below. Iterators After playing with vectors, and enums the last two days, it’s time to look in on Rust’s iterators -a feature that ma...")
  • 18:5618:56, 23 November 2025 Beyond WebAssembly: Where Rust is Quietly Dominating (and You Haven’t Noticed) (hist | edit) [10,380 bytes] PC (talk | contribs) (Created page with "When you hear “Rust,” your mind might immediately jump to WebAssembly (Wasm). And for good reason! Rust’s unparalleled performance, memory safety, and small binary sizes make it an ideal choice for compiling to Wasm, enabling high-performance code to run in browsers and beyond. It’s a fantastic pairing that has rightly garnered massive attention in the web development community. 500px But to only see Rust through the lens of WebA...")
  • 18:5418:54, 23 November 2025 Easy Concurrency Mastery: Exploring the Read-Write Lock Pattern in Rust for Performance (hist | edit) [9,995 bytes] PC (talk | contribs) (Created page with "500px Photo by Pixabay: https://www.pexels.com/photo/gray-metal-typewriter-part-in-close-up-photo-261626/ In another article we discussed the Lock pattern. In this article we used the type. The problem with this type is, is that it doesn’t distinguish between reading from a resource, like accessing an element in a vector, and writing to it. In cases where many threads need to read a resource at one, and there are a few write-o...")
  • 18:5118:51, 23 November 2025 Iterators (hist | edit) [7,254 bytes] PC (talk | contribs) (Created page with "After playing with vectors, and enums the last two days, it’s time to look in on Rust’s iterators -a feature that makes working with collections feel like a breeze. Iterators are like a conveyor belt in a factory, delivering items one by one for your code to process, without you needing to micromanage the details. They’re flexible, efficient, and pack a punch for real-world tasks. In this guide, we’ll walk through what iterators are, how to use them, and how the...")
  • 18:4818:48, 23 November 2025 Vectors (hist | edit) [8,158 bytes] PC (talk | contribs) (Created page with "After getting cozy with enums and pattern matching in our previous days, it’s time to turn our attention to another Rust superstar: vectors. If you missed yesterday’s writeup, you can check out the link below. Pattern Matching with Enums Yesterday, we looked into Rust enums, seeing how they can be used for modelling choices, states, and even data-packed… medium.com If enums are about choosing between distinct options, vectors are about gathering a bunch of items...")
  • 18:4318:43, 23 November 2025 Unlocking Effortless Asynchrony: Mastering the Easy Event-Driven Paradigm in Rust (hist | edit) [10,305 bytes] PC (talk | contribs) (Created page with "500px Photo by Tima Miroshnichenko: https://www.pexels.com/photo/alarm-clocks-on-wooden-shelves-8327954/ Introduction Sometimes, when your program has a task that takes a lot of time, like working with databases, web services, or complex calculations, you might want to let it happen in the background. This way, your program can keep running smoothly without waiting for the time-consuming task to finish. In Rust, we can ac...")
  • 18:3218:32, 23 November 2025 The Story of the Rust Foundation (hist | edit) [2,892 bytes] PC (talk | contribs) (Created page with "500px Image: Rust Foundation logo (credits: Rust Foundation) Hello, Rustaceans We’re already halfway through the month. Keep that momentum rolling. In this issue, we’ll discuss how Rust Foundation came to be, present you a Rust challenge, spotlight an amazing Rust project, and share 10 incredible links of the week. Here’s issue 89 for you! MAIN NEWS The Story of the Rust Foundation Ever wondered how the Rust Foun...")
  • 18:2718:27, 23 November 2025 The Cloudflare Outage and Rust’s Marketing Problem (hist | edit) [4,271 bytes] PC (talk | contribs) (Created page with "500px On November 18, 2025, a huge chunk of the internet went dark. Services like X, ChatGPT, Canva, and Letterboxd all went offline. The root cause? A single unwrap() call in Rust code that triggered a panic across Cloudflare’s 330+ datacenters. The fallout was immediate: some defended Rust’s safety guarantees, others claimed this proved Rust isn’t special, and many were simply confused about what had gone wr...")
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