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I’ve designed AI search — here’s what works

AI-powered search has evolved beyond generating text to include images and videos.
Users can now ask questions in natural language and receive accurate answers.
Designing AI search interfaces involves prioritizing trust, control, transparency, consistency, and efficiency.
Guidelines include ensuring accuracy, transparency, and enabling user-friendly interactions with AI systems.
The key to successful AI integration lies in thoughtful design, user control, and clear communication.

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Javacodegeeks

293

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Spring AOP Method Call Within Same Class Example

Spring AOP modularizes concerns like logging, security, and transactions in Spring Framework.
Applying AOP to method calls within the same class can be challenging.
Understanding how Spring AOP works internally with proxies is crucial for developers.

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Medium

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How I Went From Building $100 Websites to Landing $5,000+ Projects

The freelancer initially took low-paying projects out of necessity, but realized it was unsustainable in the long run.
A shift occurred when the freelancer stopped undervaluing their work and adopted a problem-solving approach.
The freelancer shares their journey from chasing low-paying gigs to finding more profitable and fulfilling work.
Starting with a focus on gaining experience and building a portfolio, the freelancer transitioned to seeking work that offered more value and satisfaction.

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Dev

361

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From Hugging Face to Production: Deploying Segment Anything (SAM) with Jozu's Model Import Feature

Deploying cutting-edge computer vision models like Segment Anything Model (SAM) can be challenging.
Jozu's Model Import Feature simplifies integration of complex models like SAM into production.
Import SAM from Hugging Face to Jozu, unpack it locally, and deploy using Kubernetes.
Utilize Kit CLI for pulling and testing SAM ModelKit in different deployment scenarios.
Journey from Hugging Face to production deployment made simple with Jozu and KitOps.

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Dev

225

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🎉 Ready to Build the Next Big Movies Website? Join the AquaScript Movies Challenge!

The AquaScript Movies Challenge is calling frontend developers to build a stunning, responsive movies website using live movie data from AquaScript APIs.
Participants need to create a modern, clean, and fully responsive website by directly pulling data from AquaScript APIs without shortcuts or AI-generated code.
Winning perks include a custom domain, featured spot on AquaScript platform, web templates, personalized portfolio, and more for the first prize.
To join, developers can visit the AquaScript website, check the API docs, start building with their preferred tech stack, and submit their work through the challenge submission form.

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Dev

344

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Database locking revisited

Database locking revisited, exploring transaction isolation levels and types of locks.
Article delves into details of isolation levels like Read Committed, Repeatable Read, and Serializable.
It also discusses using pessimistic locks for data consistency and concurrency handling.
Understanding database locking options helps in making apps more secure and efficient.
Elaborate explanations provided on various types of locks and their practical implications.

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Dev

225

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XSS attacks and Angular Handling techniques

XSS (Cross-Site Scripting) attacks involve injecting malicious code, typically JavaScript, into a website to access sensitive data or perform unauthorized actions.
Types of XSS attacks include Stored XSS, Reflected XSS, and DOM-based XSS.
Securing Angular applications from XSS attacks involves using Angular's security features, validating user input, implementing Content Security Policy (CSP), and avoiding insecure practices like innerHTML.
Best practices to prevent XSS attacks in Angular include using built-in security features, validating input, implementing CSP, avoiding innerHTML, and keeping Angular and dependencies up-to-date.

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Medium

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Power of Artificial Intelligence in Today’s Job Market

Artificial intelligence (AI) is reshaping the job market by creating high-paying opportunities for individuals with AI skills.
Individuals like Kiran have benefited from mastering AI skills, transitioning from job struggles to well-paid positions in top tech companies.
AI is pervasive in today's world, from virtual assistants to self-driving cars, impacting industries like healthcare, finance, and retail.
Proficiency in building, managing, and utilizing AI systems is increasingly in demand, with job openings requiring knowledge of machine learning, data analysis, and AI programming.

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Dev

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Building REST APIs with FastAPI: A Comprehensive Guide

FastAPI is a modern web framework for building APIs with Python 3.7+ based on standard Python type hints, designed for high performance and ease of use.
To start with FastAPI, you need to install it along with an ASGI server like Uvicorn, creating a basic 'Hello, World!' API is straightforward.
FastAPI allows defining API endpoints with different HTTP methods effortlessly, like creating and reading items in an inventory.
Advanced features of FastAPI include dependency injection, background tasks, and middleware, which can be utilized for tasks like user authentication.

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Logrocket

148

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How to properly handle rejected promises in TypeScript

Promises in TypeScript help handle asynchronous operations, preventing 'callback hell' situations.
The article discusses handling rejected promises in TypeScript, showing examples and Angular implementations.
It explains how to manage promise rejection, retry failed promises, and utilize interfaces.
Tips include handling errors in Observables and gracefully degrading operations.

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Siliconangle

399

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Eclipse Foundation announces Jakarta EE 11 to advance cloud-native Java productivity

The Eclipse Foundation's Jakarta EE working group has announced the release of Jakarta EE 11 Platform, the latest version of its enterprise Java platform.
Jakarta EE 11 introduces Jakarta Data for common data access patterns and deprecates Managed Beans in favor of Contexts and Dependency Injection.
Performance enhancements in Jakarta EE 11 include support for lightweight Virtual Threads to scale thousands of concurrent tasks with minimal overhead.
Jakarta EE 11 requires Java 17 or higher for enterprises, with a focus on innovation, API stability, and compatibility for enterprise developers.

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IEEE Spectrum

352

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AI Improves at Improving Itself Using an Evolutionary Trick

Microsoft and Google have AI writing significant portions of their code.
Researchers have made progress in creating self-improving coding agents using AI evolution.
New system called Darwin Gödel Machines showed promising results in solving programming challenges.
The study demonstrates the potential for AI to evolve beyond human expertise in coding.

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21 Likes

Medium

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From QA to Product Manager

The article discusses the shift from working in Quality Assurance (QA) to becoming a Product Manager, highlighting the changing landscape fueled by automation and the blending of roles.
QA professionals are positioned to excel in Product Management as they already possess skills in product discovery, root cause analysis, observability, and product stewardship, which are valuable in the modern product stack.
The article emphasizes the need for QA professionals to reposition themselves by leveraging their skills to lead the value chain in Product Management.
It also promotes a course on transitioning from QA to Product Manager, offering guidance on positioning experience, mindset shifts, resume and interview preparation, and practical steps for a career transition.

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Logrocket

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The most valuable hard skills for product managers in 2025

Hard skills for product managers in 2025 include prompt engineering, SQL, API literacy,
Figma, and A/B testing. These skills enhance productivity, collaboration, and decision-making.
AI tools like ChatGPT can aid in improving these hard skills effectively.

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Medium

157

Wrap Once, Run Everywhere_ Integrating Python with .NET, Java, and Node.js using Javonet

Javonet enables the creation of native wrappers around Python code for seamless integration with .NET, Java, and Node.js applications.
By using Javonet, developers can bridge the gap between languages, allowing for easy interoperability and code reuse.
The process involves creating a Python class with methods, setting class type names for reference, and wrapping it elegantly for .NET, Java, and Node.js.
Javonet simplifies the process by providing developer-friendly solutions, empowering teams to innovate faster and combine different technologies effectively.

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