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18:0418:04, 25 November 2025 Building the Future of AI Automation: How Composio is Revolutionizing Agent Integration (hist | edit) [10,330 bytes] PC (talk | contribs) (Created page with "500px Disclosure: I use GPT search to collection facts. The entire article is drafted by me. Introduction Have you ever wondered how to make AI agents truly useful for your business? While ChatGPT and similar tools are great for conversations, they can’t actually do anything meaningful in your daily workflow. They can’t send your emails, update your CRM, or manage your GitHub repositories. That’s exactly the problem Comp...")
18:0018:00, 25 November 2025 The Future of Intelligent Business: Alakh Verma on AI, Automation, and Strategy (hist | edit) [4,182 bytes] PC (talk | contribs) (Created page with "500px Check out LiveGood, where top-tier wellness products meet unbeatable prices: https://www.livegood.com/Podcast Full Episode: https://open.spotify.com/episode/3dg9CNxRtroVvVWUnWgz0T?go=1&sp_cid=dd1733c0a5ea1340ef00adf7f7741061&utm_source=embed_player_p&utm_medium=desktop Welcome to another episode of the Business Leaders of America Podcast. In this episode, I sit down with Alakh Verma, a global AI and digital transformation leader w...")
17:5717:57, 25 November 2025 The Secret Weapon Startups Are Using to Scale Without Hiring: AI Automation (hist | edit) [7,480 bytes] PC (talk | contribs) (Created page with "500px In the high-stakes world of startups, growth is the ultimate goal. But for many founders, the path to scaling is paved with a daunting challenge: the need to hire. More sales require more salespeople. More customers demand more support agents. More products necessitate more marketers. What if there was a way to break this cycle? A way to multiply your team’s output without multiplying your headcount? Enter the secret weapon of the...")
17:5417:54, 25 November 2025 Building Smarter Workflows with AI Automation (hist | edit) [7,668 bytes] PC (talk | contribs) (Created page with "How I Use AI to Turn Tedious Processes into Self-Running Systems 500px If you’ve ever caught yourself thinking, “There has to be a better way to do this,” congratulations — you’re ready to automate with AI. I started using AI automation out of frustration more than curiosity. There were too many repetitive tasks, too many “copy this here, paste that there” jobs that I knew a machine could do better. After years of t...")
01:2501:25, 25 November 2025 You’re Doing AI Automation WRONG (Fix It Now!) (hist | edit) [7,362 bytes] PC (talk | contribs) (Created page with "If you’ve been trying to jump into the world of AI automation, but you’re struggling to make it work — either for your own business or by selling services — you are not alone. Many beginners are approaching this space with a strategy that is suboptimal. The good news? The secrets to monetizing AI are not complicated. They simply require a mindset shift. We’re breaking down the four non-obvious lessons learned by an expert who has successfully sold AI workflows...")
01:2301:23, 25 November 2025 The AI Automation That Cut My Operating Costs by 40% (hist | edit) [7,445 bytes] PC (talk | contribs) (Created page with "500px Photo by Steve Johnson on Unsplash I didn’t expect a side project to save me 40% of my monthly operating costs. But that’s exactly what happened and it started with a single line of Python. Let me explain. A few months ago, I was running a set of internal AI-powered pipelines OCR, embeddings, classification, and vector storage. Everything worked fine… until I looked at my cloud bill. $840.  For a month. F...")
01:1901:19, 25 November 2025 How AI Automation Gave Me Back My Evenings — and My Peace of Mind (hist | edit) [4,303 bytes] PC (talk | contribs) (Created page with "500px There was a time when my evenings felt like a blur of exhaustion. After long days filled with messages, reports, and never-ending updates, I’d look up from my screen and realize it was already dark. The day had slipped away quietly — and I hadn’t even noticed. Dinner was an afterthought. My coffee had gone cold hours ago. I was running on autopilot, driven by deadlines and guilt. I used to believe that productivit...")
01:1701:17, 25 November 2025 How AI Automation Transformed My Workflow — and Why It Can Transform Yours Too (hist | edit) [3,337 bytes] PC (talk | contribs) (Created page with "The Morning I Reclaimed My Time Every morning, I used to drown in emails, Jira updates, and endless Slack notifications. My coffee went cold before I even opened my first line of code. Then I discovered AI automation — a set of small, invisible systems that quietly took over 60 % of my repetitive tasks. Suddenly, my mornings belonged to me again. Here’s how it happened — and how you can do it too. ⚙️ The Real Problem: We’re Drowning in Tasks Most pro...")
01:1301:13, 25 November 2025 The Quiet Revolution: How AI Automation Is Changing Life in Ways We Don’t See (hist | edit) [4,923 bytes] PC (talk | contribs) (Created page with "When we talk about artificial intelligence, most people imagine self-driving cars, robot assistants, and giant corporations automating entire industries. But the real revolution isn’t loud or dramatic. It’s quiet. Subtle. Invisible. 500px Photo by Igor Omilaev on Unsplash AI automation is already woven into daily life — guiding decisions, shaping experiences, and working silently behind the scenes. And what’s happening toda...")
01:1101:11, 25 November 2025 The $2,000-a-Day Side Hustle Nobody Talks About (Hint: It’s not AI automation) (hist | edit) [12,223 bytes] PC (talk | contribs) (Created page with "I looked into the numbers, the setup, and how easily anyone could start. It’s shockingly doable. 500px Photo by Garrhet Sampson on Unsplash I spend a lot of time researching practical side-income models; things that don’t require complex funnels, coding, or startup capital most people don’t have. Usually, my focus leans digital: content systems, AI tools, affiliate funnels, and creative automation. But every no...")
01:0901:09, 25 November 2025 10 Leading AI Automation Companies Transforming 2025 (hist | edit) [27,125 bytes] PC (talk | contribs) (Created page with "file:10_Leading_AI_Automation_Companies.jpg AI automation companies are redefining how modern organizations work. Instead of relying on people to manage repetitive and rules-based tasks, businesses are now deploying intelligent systems that can interpret information, make decisions, and continuously optimize workflows. Unlike traditional robotic process automation (RPA), which focuses on scripted actions, today’s AI automation solutions incorporate reasoning, mach...")
01:0501:05, 25 November 2025 AI Workflows vs Autonomous Agents: The Practical Path to Enterprise AI Automation (hist | edit) [6,287 bytes] PC (talk | contribs) (Created page with "500px How structured pipelines are beating free-roaming AI agents at getting real work done ![Header image suggestion: A split-screen visualization showing a chaotic web of agent interactions on one side versus a clean, structured workflow pipeline on the other] Remember when everyone thought autonomous AI agents would take over the world of automation? Yeah, about that… After months of wrestling with unpredictable agent swar...")
01:0101:01, 25 November 2025 The Lazy Entrepreneur’s Guide to Making $100 a Week with AI Automation (hist | edit) [9,506 bytes] PC (talk | contribs) (Created page with "500px Let’s be honest, everyone loves the idea of making money while doing nothing. Scroll long enough on YouTube and you’ll see people promising “AI income hacks” that make it sound effortless. But here’s the thing: most of those systems are overcomplicated or straight-up nonsense. What actually works are small, smart automations that run quietly in the background, no fancy setup, no all-nighters. I started digging into...")
00:5900:59, 25 November 2025 The 10 Hard Truths About AI Automation That Everyone Ignores (hist | edit) [4,909 bytes] PC (talk | contribs) (Created page with "Everyone wants a piece of the AI pie. We see demos of ChatGPT building apps and hear about companies cutting costs overnight. The promise of “AI automation” is intoxicating. But after spending years building and implementing these systems for real businesses — the kind with legacy data, messy workflows, and impatient stakeholders — I’ve learned the difference between the marketing fluff and the ground truth. The models are easy. The systems are hard. fi...")
00:5600:56, 25 November 2025 How AI Automation Helped Me Break the Constant Rush and Restore My Mental Clarity (hist | edit) [5,648 bytes] PC (talk | contribs) (Created page with "A simple AI-powered workflow reduced task overload, lowered stress, and helped me feel present again. A simple act of automation opened enough silence and space for me to finally feel present in my own life again. 500px Photo by Amin Hasani on Unsplash The day felt louder than it should have. Not chaotic. Not dramatic. Just… loud in a way that made it hard to feel like myself. I was sitting at my desk, surrou...")
00:5300:53, 25 November 2025 How Small Businesses Are Paying Me $200/mo for AI Automation I Set Up in 2 Hours (hist | edit) [11,356 bytes] PC (talk | contribs) (Created page with "500px Photo by Carlos Muza on Unsplash I’m earning $2,400 a month from twelve local businesses who think I’m some kind of automation wizard. The truth? Each system took me about 90 minutes to 2 hours to build using no-code AI tools, and I haven’t touched most of them since deployment. Most of these business owners have zero clue what “AI automation” actually means. They just know their competition is doing somet...")
00:5100:51, 25 November 2025 Dropshipping Reinvented: AI, Automation & Eco Trends (hist | edit) [2,575 bytes] PC (talk | contribs) (Created page with "Dropshipping has evolved. Success now depends on branding, sustainability, and smart tools. 500px 🚀The Rise of AI in Dropshipping. AI is transforming how entrepreneurs run online stores: > Product Research: AI tools analyze millions of listings, reviews, and trends to identify winning products faster than manual searches. This reduces guesswork and increases profitability. > Personalization: AI can recommend products to custo...")

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,...")

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...")

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