Hey, Everyone! I built a Java program using Spring Boot that analyzes multiple-choice questions without any external help. A question analyzer that examines patterns, evaluates option structures, and attempts to identify the most likely answer through algorithmic reasoning alone. No Google. No databases. No knowledge base. Just pure pattern analysis. It's about as accurate as flipping a coin 😅 Confidence scores hover around 40-50%, basically saying "I have no idea." But I learned: • Why AI models need training data • Sometimes the simplest problems are the hardest I'm thinking about transforming this into an AI-powered system. The gap between rule-based systems and true AI understanding is fascinating. What's your experience bridging traditional programming with AI capabilities? Would love to hear your thoughts! #Java #SpringBoot #AIIntegration #SoftwareDevelopment #LearningInPublic #SpringAI #TechJourney
Built a Java program that analyzes MCQs without external help. What's your experience with AI integration?
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🚀 Jump Search Implementation (Data Structures And Algorithms) This Java code demonstrates the jump search algorithm. It works by jumping ahead by a fixed step and then performing a linear search within that block. The jump size is typically the square root of the array size. Jump search is more efficient than linear search but less efficient than binary search. It's particularly useful when accessing elements is expensive (e.g., reading from a disk). #Algorithms #DataStructures #CodingInterview #ProblemSolving #professional #career #development
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💡 Python or Java for Business Applications? 🐍☕ When choosing a language for building business applications, two strong contenders often come up: Python and Java. Both are powerful, but they shine in different ways. 🔹 Python ✅ Rapid development and readability ✅ Huge ecosystem for data, AI, and automation ✅ Great for prototyping and startups that need speed ✅ Flexible frameworks (Django, FastAPI, Flask) 🔹 Java ✅ Enterprise-grade stability and scalability ✅ Strong typing and mature ecosystem ✅ Widely used in banking, insurance, and large-scale systems ✅ Frameworks like Spring make it robust for long-term projects 💡 The Choice? → Use Python when agility, AI, or data integration are priorities. → Use Java when your application requires strong scalability, long-term maintainability, and enterprise-level structure. Both can deliver great results — the key is matching the language to your business goals and team expertise. 🚀 #Python #Java #BusinessApplications #WebDevelopment #TechStack
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👉 Why should a Functional Interface contain only one abstract method? 📌 Ex - interface Interf { public void m1(int i) } Interf I = i -> System.out.println(i * i); I.m1(10); I.m2(20); 👉 A functional interface must have exactly one abstract method because a lambda expression is meant to represent a single functionality or behavior. When you write a lambda expression, it needs to map to one specific abstract method in the interface. If the interface had multiple abstract methods, the compiler wouldn’t know which method the lambda is referring to — leading to ambiguity. That’s why a functional interface can have only one abstract method, and it is the only type of interface that can be used with lambda expressions in Java. 👉 Why can’t a Functional Interface have two abstract methods? 📌 Ex - interface Interf { public void m1(int i); public void m2(int i); } Interf I = i -> System.out.println(i * i); 💡Compile Time Error - Interf is not a Functional Interface - Multiple non-overriding abstract method in interface Interf 👉 If an interface contains two abstract methods, a lambda expression won’t know which method to map to, because there are multiple choices. That’s why a Functional Interface must contain exactly one abstract method this ensures that the lambda expression can clearly represent that single method. #OOP #Abstraction #CleanCode #LearningJava #Programming #Developers #String #CodingTips #CoreJava #Learning #JavaDeveloper #CodingPractice #Interface #JavaInterviewPreparation #LearnToCode #JavaInterviewPreparation #JavaFresher #Java #Java8 #FunctionalInterface #LambdaExpressions
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🧠 The Developer’s Brain: Powered by Java! ☕ Every line of code starts as an idea — a spark that flows through our minds like data in a neural network. This visualization captures how a Full Stack Developer thinks: Backend logic with Spring Boot 🧩 Database flow through MySQL / SQL 💾 ORM mapping using Hibernate 🔄 API design with REST architecture 🌐 It’s not just code — it’s structured creativity, where logic meets innovation. 🚀 Building the future, one function at a time! #Java #SpringBoot #MySQL #Hibernate #RESTAPI #FullStackDevelopment #BackendDevelopment #Programming #TechInnovation #CodingLife #SoftwareEngineer #TechMind #ArtificialIntelligence #DeveloperJourney #CodeWithLogic
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🚀 Java + AI: The Next Big Step for Developers Artificial Intelligence isn’t limited to Python anymore — Java is evolving fast, bringing AI and ML capabilities right into enterprise systems. In my latest article, I’ve explored how frameworks like Smile, DL4J, and TensorFlow Java are empowering developers to build intelligent, production-ready systems — including insights from my own project, CodeSensei-AI, an AI-powered code review assistant. 💡 Read the full article on Medium: 👉 https://lnkd.in/duyvkfDG 🧘♂️ Follow Java Monk for more insights on Java, AI, and modern development: 👉 https://lnkd.in/dvfvbmVa #Java #ArtificialIntelligence #SpringBoot #MachineLearning #Developers #CodeSenseiAI #JavaMonk #DeepLearning4J #SmileML #TensorFlowJava
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A common question people ask on Spring Boot Subreddit: "I am new to Spring Boot. How to get started to learn Spring Boot?" Here are the resources that you can use 👇 1. There is no better way to learn than building an application progressively. Start with this 𝐒𝐩𝐫𝐢𝐧𝐠 𝐁𝐨𝐨𝐭: 𝐁𝐮𝐢𝐥𝐝 𝐔𝐑𝐋 𝐒𝐡𝐨𝐫𝐭𝐞𝐧𝐞𝐫 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧 - 𝐂𝐨𝐦𝐩𝐥𝐞𝐭𝐞 𝐂𝐨𝐮𝐫𝐬𝐞 https://lnkd.in/g_BqQN67 2. To be able to write production-grade code, it is also very important to understand the best practices and anti-patterns. 𝐒𝐩𝐫𝐢𝐧𝐠 𝐁𝐨𝐨𝐭 𝐑𝐄𝐒𝐓 𝐀𝐏𝐈 𝐀𝐧𝐭𝐢-𝐏𝐚𝐭𝐭𝐞𝐫𝐧𝐬 𝐚𝐧𝐝 𝐁𝐞𝐬𝐭 𝐏𝐫𝐚𝐜𝐭𝐢𝐜𝐞𝐬 https://lnkd.in/gisckF-A 3. Next, learn how to modularize your application so that it won't become big ball of mud over time. 𝐒𝐩𝐫𝐢𝐧𝐠 𝐌𝐨𝐝𝐮𝐥𝐢𝐭𝐡 𝐢𝐬 𝐜𝐫𝐞𝐚𝐭𝐞𝐝 𝐟𝐨𝐫 𝐛𝐮𝐢𝐥𝐝𝐢𝐧𝐠 𝐌𝐨𝐝𝐮𝐥𝐚𝐫 𝐌𝐨𝐧𝐨𝐥𝐢𝐭𝐡 𝐚𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 𝐮𝐬𝐢𝐧𝐠 𝐒𝐩𝐫𝐢𝐧𝐠 𝐁𝐨𝐨𝐭. https://lnkd.in/gDfVbtm5 4. 𝐎𝐧𝐜𝐞 𝐲𝐨𝐮 𝐠𝐚𝐢𝐧 𝐠𝐨𝐨𝐝 𝐟𝐨𝐮𝐧𝐝𝐚𝐭𝐢𝐨𝐧 𝐰𝐢𝐭𝐡 𝐒𝐩𝐫𝐢𝐧𝐠 𝐁𝐨𝐨𝐭, 𝐲𝐨𝐮 𝐚𝐫𝐞 𝐫𝐞𝐚𝐝𝐲 𝐭𝐨 𝐥𝐞𝐚𝐫𝐧 𝐡𝐨𝐰 𝐭𝐨 𝐛𝐮𝐢𝐥𝐝 𝐚𝐧 𝐚𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐮𝐬𝐢𝐧𝐠 𝐌𝐢𝐜𝐫𝐨𝐬𝐞𝐫𝐯𝐢𝐜𝐞𝐬 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞. https://lnkd.in/g3UuQAd3 5. 𝐈𝐟 𝐲𝐨𝐮 𝐚𝐫𝐞 𝐩𝐫𝐨𝐟𝐢𝐜𝐢𝐞𝐧𝐭 𝐢𝐧 𝐒𝐩𝐫𝐢𝐧𝐠 𝐁𝐨𝐨𝐭 𝐚𝐧𝐝 𝐢𝐬 𝐢𝐧𝐭𝐞𝐫𝐞𝐬𝐭𝐞𝐝 𝐭𝐨 𝐛𝐮𝐢𝐥𝐝 𝐀𝐈-𝐏𝐨𝐰𝐞𝐫𝐞𝐝 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 𝐮𝐬𝐢𝐧𝐠 𝐒𝐩𝐫𝐢𝐧𝐠 𝐀𝐈: https://lnkd.in/eNdyaJdb 6. 𝐃𝐨 𝐲𝐨𝐮 𝐰𝐚𝐧𝐭 𝐭𝐨 𝐛𝐮𝐢𝐥𝐝 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬 𝐮𝐬𝐢𝐧𝐠 𝐉𝐚𝐯𝐚 𝐚𝐧𝐝 𝐒𝐩𝐫𝐢𝐧𝐠 𝐀𝐈? 𝐓𝐡𝐞𝐧 𝐲𝐨𝐮 𝐬𝐡𝐨𝐮𝐥𝐝 𝐝𝐞𝐟𝐢𝐧𝐢𝐭𝐞𝐥𝐲 𝐜𝐡𝐞𝐜𝐤𝐨𝐮𝐭 𝐄𝐦𝐛𝐚𝐛𝐞𝐥 𝐟𝐫𝐚𝐦𝐞𝐰𝐨𝐫𝐤. https://lnkd.in/e2Dmf_QZ #Java #Spring #SpringBoot #AI #SpringAI #GenAI #Embabel #SpringModulith #Microservices #BestPractices #AntiPatterns
Building AI Agents using Java and Embabel
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Here I'm with a new update🚀 Java 25: Smarter, Faster, and AI-Ready ☕🤖Java 25 takes coding productivity to the next level — blending AI integration, lightweight syntax, and performance boosts into one powerful update!✨ Top Feature: Compact Source Files — now you can write and run Java code without a lengthy boilerplate. Here’s how simple it looks 👇 * void main() { System.out.println("Hello, AI-powered Java 25 🌟"); } * It’s clean, fast, and perfect for learners and professionals experimenting with new ideas.Other cool updates include: 💡 Scoped Values – share immutable data safely across threads. ⚙️ Compact Object Headers – save memory in large-scale applications. 🔐 Post-Quantum Cryptography – stay secure in the AI age.Java 25 isn’t just a version; it’s the future of intelligent software development! 💻⚡#Java25 #JavaProgramming #AITechnology #CodeSimplified #DevelopersCommunity #TechInnovation #CodingLife #FullStackDevelopment #FutureOfJava #LearningNeverStops
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☕ Daily Dose of IT Humor: AI might write code… but it still can’t explain why a Java app needs 4GB of RAM to print “Hello World”. 😄 #Java #AI #SpringBoot #TechHumor #DeveloperLife
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💫 Master Star Pattern Programs in Java! 💻 Pattern programs are one of the best ways to sharpen your logic building and loop control skills in Java 🚀 In this collection, you’ll learn: ⭐ Basic to Advanced Star Patterns ⭐ Pyramid, Triangle, and Diamond Patterns ⭐ Number & Character Patterns ⭐ How to use nested loops effectively Perfect for beginners preparing for coding interviews, DSA, or just improving problem-solving skills! 📘 Practice daily & see your logic get stronger every day. 👉1000+free courses free access https://lnkd.in/gqyVS7TD Free Google & IBM Courses in 2026, Don't Miss Out or You'll Regret It Later! Introduction to Generative Al: https://lnkd.in/enQETEtu Google Al Specialization https://lnkd.in/ezYU6P3b Google Prompting Essentials Specialization: https://lnkd.in/eCAb5m3j Crash Course for Python https://lnkd.in/eNPZE74F Google Cloud Fundamentals https://lnkd.in/eMbczkqy IBM Python for Data Science https://lnkd.in/eCYYhCte IBM Full Stack Software Developer https://lnkd.in/eegYi7ya IBM Introduction to Web Development with HTML, CSS, JavaScript https://lnkd.in/eFs_bbRa IBM Back-End Development https://lnkd.in/ebiZfsM2 #Java #Programming #Coding #InterviewPreparation #PatternPrograms #JavaDeveloper #LearnToCode #DSA #ProblemSolving #TechLearning
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